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=3400 3413 3392 3406 3398 3400 3407 3407 3406 3427 3416 3409 3399 3415 3399 3425 3426 3424 3426 3430 3409 3416 3416 3427 3435 3419 3431 3414 3402 3413 3428 3430 3400 3416 3406 3401 3415 3441 3402 3408 3412 3395 3416 3400 3429 3438 3427 3435 3416 3427 3430 3422 3422 3419 3422 3420 3414 3417 3449 3421 3441 3422 3436 3436 3435 3423 3421 3408 3416 3440 3430 3413 3412 3445 3420 3422 3408 3432 3441 3428 3397 3404 3448 3404 3447 3456 3405 3437 3435 3441 3440 3413 3406 3417 3416 3419 3428 3455 3446 3443 3426 3396 3433 3446 3450 3436 3454 3444 3443 3410 3439 3447 3421 3451 3436 3422 3435 3441 3418 3406 3457 3447 3438 3450 3410 3445 3445 3400 3406 3445 3419 3446 3411 3457 3407 3442 3445 3446 3450 3419 3413 3412 3415 3421 3451 3402 3446 3451 3400 3408 3456 3461 3465 3444 3435 3451 3442 3451 3448 3416 3438 3417 3451 3402 3459 3462 3417 3415 3421 3461 3457 3416 3401 3458 3402 3415 3451 3403 3418 3462 3452 3437 3402 3443 3410 3463 3441 3408 3461 3406 3458 3408 3457 3423 3447 3415 3456 3458 3452 3442 3450 3432 3457 3437 3398 3448 3451 3462 3412 3418 3415 3409 3422 3447 3409 3406 3450 3434 3423 3457 3450 3399 3428 3396 3399 3404 3458 3427 3425 3407 3452 3423 3417 3457 3457 3456 3476 3462 3463 3404 3451 3451 3455 3418 3400 3412 3389 3454 3417 3461 3400 3414 3463 3412 3447 3460 3401 3447 3460 3413 3461 3456 3466 3441 3420 3462 3394 3422 3412 3417 3450 3452 3463 3408 3413 3454 3420 3420 3454 3433 3463 3468 3425 3464 3411 3455 3406 3459 3453 3428 3412 3438 3399 3433 3461 3452 3412 3456 3423 3405 3413 3439 3464 3441 3431 3459 3419 3472 3435 3435 3408 3467 3468 3427 3425 3422 3459 3427 3463 3462 3463 3446 3475 3469 3400 3423 3458 3423 3469 3468 3450 3423 3457 3466 3407 3460 3454 3417 3469 3426 3465 3420 3461 3423 3417 3459 3434 3402 3474 3457 3467 3479 3460 3434 3458 3472 3471 3454 3476 3415 3449 3396 3455 3427 3467 3404 3469 3479 3401 3473 3413 3461 3405 3420 3474 3465 3413 3434 3418 3409 3468 3468 3477 3406 3423 3483 3466 3421 3427 3484 3474 3448 3467 3470 3468 3425 3474 3409 3461 3429 3477 3438 3428 3452 3431 3485 3431 3409 3420 3446 3458 3469 3462 3461 3472 3417 3446 3421 3424 3460 3471 3400 3461 3469 3436 3456 3414 3454 3475 3451 3413 3467 3430 3466 3433 3430 3478 3429 3471 3463 3478 3466 3455 3451 3440 3471 3478 3428 3470 3467 3469 3425 3431 3426 3457 3430 3465 3429 3436 3477 3469 3405 3429 3472 3431 3440 3442 3427 3419 3441 3470 3436 3419 3473 3451 3443 3467 3472 3438 3408 3465 3442 3471 3442 3471 3427 3427 3462 3435 3442 3477 3451 3461 3478 3468 3459 3443 3456 3477 3477 3433 3475 3446 3457 3471 3425 3441 3424 3434 3469 3435 3469 3460 3449 3472 3481 3476 3480 3480 3465 3460 3437 3475 3464 3469 3467 3423 3424 3438 3480 3459 3433 3482 3427 3406 3449 3427 3486 3441 3448 3473 3425 3447 3435 3437 3427 3481 3435 3479 3471 3433 3471 3481 3469 3476 3449 3436 3429 3463 3434 3485 3482 3431 3456 3439 3480 3491 3437 3482 3478 3445 3483 3470 3423 3494 3456 3489 3430 3434 3467 3417 3473 3472 3421 3489 3439 3432 3445 3501 3436 3497 3438 3510 3501 3412 3494 3468 3442 3432 3420 3449 3416 3512 3425 3448 3445 3441 3437 3504 3433 3431 3453 3430 3497 3450 3502 3445 3456 3512 3504 3497 3490 3505 3426 3446 3442 3490 3496 3497 3460 3510 3427 3500 3443 3499 3458 3445 3444 3453 3454 3490 3500 3430 3440 3493 3438 3434 3412 3506 3509 3498 3461 3485 3444 3515 3464 3454 3416 3429 3515 3434 3459 3514 3507 3512 3447 3502 3437 3492 3453 3423 3522 3486 3510 3415 3503 3432 3432 3429 3510 3502 3520 3502 3444 3438 3523 3462 3503 3416 3432 3434 3446 3449 3496 3450 3506 3457 3515 3442 3498 3508 3449 3503 3492 3440 3428 3515 3448 3454 3428 3500 3440 3460 3454 3510 3446 3443 3433 3464 3442 3455 3507 3466 3456 3499 3429 3463 3442 3431 3499 3500 3517 3518 3517 3515 3524 3442 3507 3449 3451 3512 3440 3463 3502 3498 3442 3518 3449 3410 3458 3513 3453 3507 3504 3463 3431 3451 3446 3504 3535 3512 3491 3425 3426 3441 3465 3453 3431 3496 3525 3436 3509 3455 3506 3459 3525 3506 3434 3455 3513 3485 3499 3522 3449 3440 3505 3444 3502 3436 3505 3453 3449 3445 3430 3444 3510 3503 3438 3518 3433 3510 3447 3430 3449 3453 3437 3450 3454 3456 3527 3451 3447 3450 3514 3509 3425 3523 3423 3447 3535 3463 3447 3449 3455 3473 3505 3445 3523 3468 3504 3456 3508 3453 3441 3515 3496 3457 3530 3461 3457 3472 3461 3504 3455 3453 3522 3520 3455 3535 3512 3440 3512 3458 3527 3504 3457 3448 3503 3502 3456 3516 3440 3530 3522 3470 3510 3449 3459 3472 3529 3448 3526 3453 3515 3463 3463 3444 3470 3512 3459 3468 3532 3510 3523 3518 3514 3531 3474 3468 3439 3514 3440 3450 3509 3514 3462 3465 3514 3469 3524 3447 3450 3513 3520 3504 3472 3534 3498 3528 3520 3521 3458 3514 3523 3519 3455 3476 3516 3525 3507 3531 3518 3526 3453 3463 3505 3513 3512 3515 3516 3512 3410 3517 3460 3432 3454 3480 3456 3452 3540 3463 3435 3554 3521 3509 3477 3503 3523 3451 3514 3461 3457 3440 3511 3533 3472 3519 3518 3520 3525 3467 3451 3461 3505 3456 3461 3447 3473 3545 3536 3539 3429 3477 3479 3534 3458 3547 3469 3457 3465 3514 3451 3456 3526 3439 3470 3523 3466 3488 3454 3539 3538 3516 3451 3534 3452 3509 3506 3478 3512

Tree=0
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 17 15 13 16 7 10 6 3 5 0 12 2 5 3 13 17 15 6 10 3 5 7 10 0
split_gain=1145.88 164.849 157.544 89.0841 85.3373 74.1354 57.2706 48.0664 46.3219 42.9413 76.8507 57.0256 40.1732 35.7749 37.247 46.5383 31.4655 29.9451 33.3347 29.3333 24.2409 20.6477 17.4754 15.6226 23.6339 13.6468 61.1179 13.3223 29.3259 13.3009
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 103.48144189910001 30.046989284200006 66.964115113200009 168.81379805985003 30.046989284200006 113.62230596715001 15.584963555600002 28.8637720374 71.015621515800021 16.465384711100004 108.47659710545001 29.996566321350006 85.791387400750025 216.11788648010003 90.745765132650021 20.769304081650002 93.499196860750018 117.64961624655002 200.11066131620001 46.074827201850006 16.605387982250004 60.613977009100005 81.105404879350019 14.582249945350002 25.350214218950004 70.123053416500014 96.531777631850005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 4 6 12 -4 21 -3 25 11 -11 19 14 15 23 -14 -9 27 -2 -18 -7 -17 -10 -25 26 -8 28 -19 -23
right_child=1 8 3 -5 -6 7 9 17 13 10 -12 -13 16 -15 -16 22 20 18 -20 -21 -22 29 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.024120409434672113 0.022580731841937852 0.024642095686800224 -0.021895081989574676 -0.024496828104109376 -0.024821603673052389 0.018296373032312963 0.013700286091382467 -0.026191348811280171 -0.026191348811280171 0.016130602461157009 0.026191336466236042 -0.019952123741776753 0.013930851947319935 -0.023521667536173463 0.013755829584213952 0.014373801102364664 -0.026191348811280171 0.012235427567220633 -0.026191348811280171 0.0066649288024584023 0.015794606001415634 -0.013919823678996957 -0.0051181071169643403 -0.019419511833321322 0.012235427567220639 0.015557856433309921 -0.022521203697273635 0.017530143492850321 -0.020800167583347181 0.014817881918915485
leaf_weight=210.345453992486 234.65747356414795 10.127485841512678 18.435145989060402 46.740240901708603 28.911329507827759 42.727639600634575 30.774265006184578 8.5364571958780271 16.324102357029915 9.3571189045906049 10.583958029747008 38.082761168479919 92.779267206788063 14.833663254976271 20.818096473813057 16.596009209752086 6.2900210916995984 12.366736978292471 6.4397834986448279 21.695116013288498 3.7728000432252884 6.454153433442114 15.033720433712004 11.695837676525118 6.1833684891462317 33.199203386902809 10.790078267455099 11.774872317910193 7.3455429077148429 4.8283218592405319
leaf_count=1360 397 15 115 304 189 91 80 57 109 22 14 230 239 95 54 42 42 34 43 72 9 35 68 70 17 80 68 26 45 12
internal_value=-6.78977e-09 0.0122119 -0.0159564 -0.00838712 -0.00420706 0.0156783 -0.000265886 0.00573441 -0.00206427 0.00273694 -0.00571641 -0.0128351 0.0184598 -0.00472938 -0.00151236 -0.00634056 0.0115453 -0.00403132 0.000956375 0.0212338 -0.0104498 0.0141356 0.00510923 -0.0169288 -0.00847193 0.00929757 0.00429721 0.00650865 -7.48878e-05 -0.00162156
internal_weight=1008.5 571.28 437.22 226.874 180.134 459.668 151.223 100.474 111.612 132.787 58.0238 47.4399 359.195 101.485 86.6511 65.833 102.842 46.4634 37.9269 256.353 10.0628 54.0101 31.6297 34.2033 17.8792 74.7635 41.5643 31.4872 19.7123 11.2825
internal_count=4034 1572 2462 1102 798 1102 609 343 470 494 266 252 759 455 360 306 290 205 148 469 51 138 110 196 87 228 148 105 79 47
is_linear=0
shrinkage=0.130957


Tree=1
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 17 15 19 15 13 16 5 6 0 12 0 0 13 16 16 13 2 6 10 9 18 17 18 9
split_gain=934.798 134.411 129.193 72.9707 70.5327 60.5102 50.6196 39.5091 38.571 60.7041 37.9122 36.8797 33.3768 33.1588 29.0178 25.5679 24.4066 23.4313 38.1343 32.7652 20.0381 19.8273 17.6432 17.4425 16.1619 21.3252 14.7724 13.5177 13.2081 13.0115
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 103.48144189910001 28.504445985850001 66.964115113200009 176.60850786575003 29.037712645600003 12.651020723000002 26.135540888150004 116.60649449195002 21.094950670800003 29.996566321350006 16.465384711100004 85.791387400750025 216.11788648010003 85.995710218650018 96.163458868000006 109.34496908160001 19.974953289850003 15.524963695900002 117.64961624655002 278.37669679275001 16.405383309150004 61.87486387225001 207.04102956050002 16.587089536200001 202.84545261905001 14.053554955550002 206.75106037490002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 4 6 13 -4 -7 29 20 22 -12 14 16 24 -15 -2 18 -9 -20 -10 -17 -3 27 25 -13 -11 -16 -6 -8
right_child=1 10 3 -5 28 7 8 17 9 26 11 12 -14 15 23 21 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019731193711916385 0.0047336593065578185 0.016813414756213434 -0.015912901961854142 -0.02004464294888883 0.00095910673642910361 0.013429466744017897 0.014311584001301361 -0.022256575027491787 0.0036651067961531582 0.00088240489678050461 -0.022080498139890121 0.0065281884294229459 0.018156088657091608 0.011329380021054406 -0.023420782267006206 -0.021458948265649747 0.018399472548952515 0.012838175908753998 0.0071963920319773585 -0.02285614328502272 -0.018120433481094222 0.012855843364020292 -0.0047806872010679683 0.0093466758458730821 -0.021490267593045811 -0.021971617410079164 0.021214935084239845 0.0069902475205931838 -0.020654151539227152 0.0037088124505301294
leaf_weight=208.57152512669563 19.721061587333679 18.774824455380443 22.49774631857872 46.333732753992081 4.4838528037071219 41.767999410629272 35.64890119433403 13.377817288041113 7.5037038475275031 8.8351403772830963 15.316586032509802 9.4565697461366671 9.943086236715315 92.517284005880356 4.9383077621459979 6.2275376021862012 234.88189196586609 12.317287713289259 26.240304112434387 6.254204422235488 27.122243627905846 3.7591128945350647 7.3212851285934439 20.164101123809814 15.718280047178267 5.9576839208602896 11.384192496538162 3.460799515247345 32.228984251618385 29.401750504970551
leaf_count=1360 67 37 135 304 18 98 81 90 26 35 103 31 18 239 33 42 402 30 83 42 170 9 33 58 106 40 16 11 213 104
internal_value=-7.39841e-07 0.0099595 -0.0130386 -0.00684672 -0.0034325 0.0127884 0.000327118 0.00467396 0.00337446 -0.00391381 -0.00168352 -0.00550437 -0.00185856 0.0150597 -0.00519226 0.00939333 0.0173409 -0.00161067 -0.00549037 0.00141219 -0.0133993 -0.00854239 0.0107552 0.00339598 -0.0130717 -0.00448712 0.0123303 -0.0108901 -0.0180145 0.00951932
internal_weight=1002.13 568.116 434.012 225.44 179.107 457.065 142.394 99.9576 119.896 54.8453 111.052 84.9554 69.6388 357.107 59.6957 102.504 254.603 58.1896 45.8723 32.4945 34.6259 9.98665 26.0961 28.5632 31.1325 15.4143 20.2193 8.39911 36.7128 65.0507
internal_count=4034 1572 2462 1102 798 1102 567 343 432 247 470 400 297 759 279 290 469 245 215 125 196 51 70 102 177 71 51 44 231 185
is_linear=0
shrinkage=0.0117989


Tree=2
num_leaves=31
num_cat=0
split_feature=16 5 8 0 15 10 18 10 19 0 5 6 16 13 0 7 2 13 16 0 12 3 5 8 3 19 13 16 19 7
split_gain=770.885 110.722 108.597 61.6685 57.8286 50.3965 38.8164 44.768 60.5442 34.2779 33.9409 28.2324 26.7121 32.0569 42.271 30.6036 26.5628 35.6134 26.3353 36.0379 20.8938 20.89 19.9618 21.3913 19.8603 49.5435 16.4859 13.6203 36.2939 11.7296
threshold=18.594956516900002 23.626838821450004 7.0445025401000008 104.06483731340002 30.046989284200006 66.964115113200009 17.323446153950005 81.479100559500012 13.051052998800001 86.692020874450009 20.769304081650002 16.465384711100004 19.974953289850003 109.40142670235001 96.163458868000006 23.109894804950002 315.94243452415003 116.72209819155002 22.724946859200003 85.791387400750025 216.11788648010003 93.499196860750018 29.996566321350006 8.6432548896500023 81.105404879350019 11.950964240300001 117.64961624655002 17.684958644900004 11.850956171350001 25.213275923400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 4 6 11 7 8 24 16 12 21 13 14 15 -7 17 -3 19 -19 -13 -2 23 -20 25 -4 -22 28 -8 -14
right_child=1 9 3 -5 -6 10 27 -9 -10 -11 -12 20 29 -15 -16 -17 -18 18 22 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.022368303893817054 0.020862201411858471 0.018328954769834243 0.01176995090865501 -0.02362540157712004 -0.023197289736552416 0.018902003484984189 0.020714007154833437 -0.026215150717895055 -0.023500038774041821 0.019542133756632496 -0.0264817254900045 0.012644980294393296 -0.026937026163272162 0.018867300011304287 0.017698442336468261 -0.021746062131153345 -0.0274706622329168 -0.023223909476417934 0.014320460440938357 0.0027945281364757774 -0.02442946318344413 0.005934541890728077 0.022068015327103167 -0.020557683464067222 0.010636020317274859 -0.021465294137900357 0.014380599925388628 0.026176221484707229 -0.02653865957255996 0.006426854712355351
leaf_weight=203.98275841772556 228.44377559423447 14.552374482154844 20.863120555877686 41.648239612579346 28.026265382766724 5.0533890724182156 10.939336836338041 16.581740245223045 19.832728415727615 13.75286617875099 6.6403843313455573 91.83553771674633 6.328030586242674 42.995661348104477 17.425731495022774 17.174509093165398 9.9149426966905576 28.430007338523865 6.751143246889117 18.540450975298882 6.0661675035953504 21.633478119969368 9.5107215046882612 8.2204990386962873 49.683317586779594 17.291484460234642 3.7235254347324371 12.464618384838104 4.9893705546855935 3.4227438271045685
leaf_count=1360 397 30 60 283 189 10 21 113 131 28 45 239 43 88 37 109 67 192 17 68 42 72 16 52 145 109 9 17 34 11
internal_value=-3.93383e-06 0.0111889 -0.014718 -0.00769865 -0.00402724 0.0143722 -0.000507554 -0.00400748 -0.000587402 -0.00189432 0.00522364 0.0169485 0.00750217 0.0101835 0.000767888 -0.012505 -0.00496785 -0.00237365 -0.00659003 -0.0129538 0.0104955 0.0195709 0.00561906 -0.00483013 0.00458599 -0.0032921 -0.00966799 0.0148085 0.00591299 -0.0152255
internal_weight=986.719 560.416 426.303 222.32 180.672 450.743 152.646 124.252 107.671 109.673 99.0404 351.702 92.4001 82.6493 39.6536 22.2279 95.9201 86.0052 71.4528 46.9705 101.625 250.077 24.4824 14.9716 87.8379 38.1546 9.78969 28.3933 15.9287 9.75077
internal_count=4034 1572 2462 1102 819 1102 630 558 445 470 343 759 298 244 156 119 442 375 345 260 290 469 85 69 314 169 51 72 55 54
is_linear=0
shrinkage=0.014519


Tree=3
num_leaves=31
num_cat=0
split_feature=16 8 5 0 5 10 18 10 16 10 13 15 6 3 5 3 2 5 0 12 17 13 3 6 6 19 16 19 6 4
split_gain=641.667 92.6525 91.9825 52.4162 49.4152 42.1493 30.6908 38.8107 53.3305 43.1123 29.268 28.9494 24.5826 20.6887 21.214 27.0113 19.5639 22.1947 18.306 17.1461 13.9278 13.8791 12.4538 34.5306 12.2222 15.4369 11.7089 33.3725 11.6376 8.80777
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 104.06483731340002 18.393720489900002 66.964115113200009 17.323446153950005 81.479100559500012 15.584963555600002 71.015621515800021 113.62230596715001 30.046989284200006 16.465384711100004 108.47659710545001 29.996566321350006 93.72771580185001 90.745765132650021 20.769304081650002 85.995710218650018 216.11788648010003 200.11066131620001 117.64961624655002 81.105404879350019 12.350288562550002 16.405383309150004 14.451165964200003 17.684958644900004 11.850956171350001 16.375382608200002 207.90319581710003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 6 12 7 8 22 -10 -4 20 18 14 15 24 -13 -18 28 -14 -7 -21 23 29 25 -12 27 -8 -2 -3
right_child=2 3 10 -5 -6 11 26 -9 9 -11 13 16 19 -15 -16 -17 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0162825544292866 -0.0086564211516708227 0.016026197341606783 0.017452796448268235 -0.017244447037785104 -0.015778772923039676 0.012491764812392038 0.015887604944476195 -0.019003182671283998 0.016209563344589225 -0.01521546692640641 -0.020872271364669286 -0.018960643916880831 0.0089956932603070978 -0.016012692382606337 0.0090511172273945485 -0.010773892379856376 0.00451873656602419 -0.019064974947909687 0.015073253940663351 -0.017895356626223116 -0.0018563746201562216 0.010263566069022737 0.011613865854741412 -0.016969387699894384 0.0092592243499461917 0.0093920469129503293 0.019005981450966474 -0.01911353596682314 0.0098480087821516248 0.00080161842788167316
leaf_weight=197.46135732531548 6.5824348032474544 11.687527820467954 9.6868364661931974 40.212466388940811 31.522185072302818 41.380081042647362 10.469465136528013 16.114794552326202 6.7264777719974509 34.261062636971474 4.7244682013988513 8.0620974749326688 90.862254306674004 13.972141608595846 20.154683887958527 36.086226299405098 30.611081883311272 6.1763489991426459 223.98678122460842 5.8371262550353986 11.03728626668453 3.6727519333362579 31.682094722986221 9.1230270713567716 18.919153213500977 4.0155392438173294 12.094910085201263 5.2766752839088449 13.065833449363707 8.4195344001054746
leaf_count=1360 32 23 15 283 210 91 19 113 13 222 32 57 239 95 54 212 105 43 402 42 47 9 74 58 51 11 17 37 35 33
internal_value=-6.28994e-06 -0.010654 0.00804595 -0.00554607 -0.00289399 0.0103397 -0.000109337 -0.00263783 -4.97499e-05 -0.0100583 -0.00136442 0.00374362 0.0122047 -0.00322684 -0.00109757 -0.00430633 -0.00294966 0.000559198 0.0141519 0.00747824 0.00947054 -0.00702027 0.00668496 0.00134258 0.00413174 -0.00696753 0.0106086 0.0041584 0.00364878 0.00965113
internal_weight=963.885 415.052 548.833 217.59 177.378 441.274 145.856 118.015 101.9 40.9875 107.559 97.2669 344.007 97.8722 83.9001 63.7454 44.8495 36.7874 243.635 100.372 52.4174 9.50988 60.9122 29.2301 27.6592 8.74001 27.8411 15.7461 19.6483 20.1071
internal_count=4034 2462 1572 1102 819 1102 609 536 423 235 470 343 759 455 360 306 205 148 469 290 138 51 188 114 94 43 73 56 67 56
is_linear=0
shrinkage=0.0113486


Tree=4
num_leaves=31
num_cat=0
split_feature=16 8 0 0 15 15 10 7 3 17 16 6 0 17 19 3 10 6 15 6 16 3 16 17 18 6 7 6 6 10
split_gain=537.5 79.7213 78.7677 45.0261 42.1829 35.531 40.1989 30.0488 34.0992 28.7014 20.9311 29.0413 28.9455 19.3215 35.5736 19.8056 18.7527 17.5233 14.2652 31.6503 18.4029 15.8629 13.0357 12.2309 10.5784 15.9574 10.5414 9.98824 21.2862 12.8535
threshold=18.594956516900002 7.0445025401000008 85.732241321850012 104.06483731340002 30.046989284200006 46.074827201850006 66.964115113200009 22.721067571950005 108.47659710545001 168.81379805985003 19.974953289850003 14.845346859150002 96.163458868000006 241.79519611995002 13.051052998800001 76.927540944650019 69.64719632740001 16.465384711100004 20.729785921300003 13.65531905435 15.089964713100001 77.69375151185001 23.044946110900003 236.15709471040003 13.975517741000003 16.625388449550005 25.350214218950004 16.525386113000007 16.475384944750001 60.613977009100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 9 6 17 8 27 -3 11 12 16 14 15 -11 -8 -4 -17 21 -21 -20 -9 -16 -19 -26 -12 28 -2 -29
right_child=2 3 5 -5 -6 -7 10 22 -10 13 26 -13 -14 -15 23 18 -18 24 19 20 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.016040324105885646 0.0051529145625785616 -0.014873136196327829 0.014536456495710719 -0.017053453904388897 -0.016769953194880078 -0.0063771000466373616 0.00933193606816979 -0.018620084104808924 -0.015726893859809663 -0.016165658537385531 -0.020376588766603133 0.013342688625814057 0.011960031016298179 0.017836551957460492 -0.016847979058887002 0.010799077979254505 -0.012512472802314795 0.0096321722972213548 0.0060411233207156812 -0.013159568250688754 0.010249365763500955 -0.019829395080512634 0.0077526780541736376 0.0086510978639336329 -0.020432211726889506 0.01183935143636025 0.0053054985921294632 0.001424072271800481 -0.023556161662849229 0.013353884981119864
leaf_weight=189.66573017835617 13.794939815998079 17.013880878686905 229.19743420183659 38.483669281005859 26.065883696079254 17.943769633769989 7.3267411738634136 17.123720750212673 13.459088772535322 6.8440407514572135 6.9098066836595518 41.021511256694794 17.394338369369507 9.5908946394920331 19.181241020560268 35.0011837631464 23.249108970165253 77.151522576808929 4.6589021533727673 5.5427144020795813 33.746181309223175 12.050501570105551 3.144866630434989 3.0972343981266013 4.3251494467258436 4.3633871823549271 3.3709681332111359 24.40807169675827 4.9838257580995551 26.92713238298893
leaf_count=1360 46 115 436 283 189 87 19 119 95 44 49 89 40 15 135 89 140 202 16 30 91 85 10 10 32 10 11 94 35 58
internal_value=-9.65878e-06 -0.0104369 0.00778879 -0.00540659 -0.00281265 0.0100257 0.0107361 -0.00152259 0.00163157 -0.000333148 0.00412933 0.00598756 -0.000302153 0.001574 0.000275549 0.00336732 -0.007278 0.012818 0.00483639 0.00110946 0.00694693 -0.0126162 -0.0145281 -0.013303 0.00822954 -0.00422542 -0.0119557 0.0049637 -0.00246638 0.00768168
internal_weight=937.037 400.942 536.095 211.276 172.793 432.254 414.31 103.842 83.5731 146.727 99.2725 88.9917 47.9702 129.713 120.122 97.8435 30.5759 315.037 90.9995 55.9983 39.2889 16.7094 20.2686 22.2785 85.8401 8.68854 10.2808 70.114 18.7788 51.3352
internal_count=4034 2462 1572 1102 819 1115 1028 457 328 630 348 288 199 515 500 355 159 680 311 222 121 101 129 145 244 42 60 233 81 152
is_linear=0
shrinkage=0.0119063


Tree=5
num_leaves=31
num_cat=0
split_feature=16 13 0 0 18 0 15 10 7 3 16 15 19 13 6 18 0 13 16 5 5 3 2 16 9 5 4 17 6 6
split_gain=452.106 70.7458 68.5791 66.2166 30.5803 36.8062 29.8844 34.353 25.1483 28.6648 20.7319 18.2022 17.7793 31.1816 15.9487 15.5741 13.8984 20.2934 16.1213 11.8289 11.483 10.6367 10.239 9.60315 8.89907 20.7457 11.9766 9.48457 8.18826 39.7706
threshold=18.594956516900002 95.862351557400004 96.682331287150021 85.732241321850012 17.399600107550004 98.142164052000012 46.074827201850006 66.964115113200009 22.721067571950005 108.47659710545001 16.859960574100004 29.037712645600003 11.950964240300001 98.050756475600011 16.455384477450004 13.910998540000001 96.163458868000006 109.34496908160001 19.974953289850003 13.955288807050001 27.179953022650004 93.499196860750018 227.66379729560001 19.254954973500002 186.16747084260001 30.284449345300001 263.48865013970004 187.51563899930002 15.51536251395 14.815346158200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 28 8 5 10 7 14 9 24 -4 23 13 -7 21 -13 17 -17 -19 -15 -10 -5 -6 -9 26 27 -2 -26 29 -3
right_child=3 2 4 6 22 12 -8 11 20 -11 -12 15 -14 19 -16 16 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.02167774482935006 0.013519524520347296 -0.018666878782015901 0.012414254858644886 0.018115663186177924 0.02011887118236225 -0.020006240086943544 -0.0072726204384965859 0.017093478768014841 -0.022072843197453961 -0.01875367735138234 -0.016449093015565783 0.021331550103302888 -0.016967177531186529 0.017774807112334069 0.0098096419845704434 -0.023670002910374664 0.011783333345618935 0.0052201389859698492 -0.023334795217258779 -0.00599345137584259 0.009492094206049774 0.0026837348773658346 -0.0011951479135929675 -8.3093130230726226e-05 -0.020778398508460534 0.019480919414789764 -0.0072662476071418377 0.0010672365630942015 -0.021288904344955398 0.0095792104301733322
leaf_weight=125.68608829379082 35.946434304118156 58.288642302155495 33.500685065984726 203.67940330505371 18.319777444005016 13.633482918143271 17.929512292146683 29.266743615269661 16.568053290247921 12.890673741698263 6.8034595549106589 6.5570290982723227 41.246021658182144 13.396768003702165 90.833066083490849 12.182841971516607 10.89100234210491 22.785065531730655 5.5964055657386771 7.3789432048797599 3.1107225716114035 10.68206439912319 7.1092211455106726 9.8980470746755582 9.251700043678289 7.6646471619606009 7.6376556009054175 8.8233603090047819 46.433117777109146 14.059779137372969
leaf_count=972 91 428 91 384 36 100 87 61 119 95 47 11 284 29 259 90 28 79 42 35 10 37 33 37 57 14 37 34 353 54
internal_value=-1.68831e-05 -0.0123909 -0.00790456 0.00912646 -0.000810758 -0.00409375 0.0117695 0.012618 -0.00177585 0.0018881 0.00754204 0.00481218 -0.0102925 -0.00229169 0.0151035 -0.000548397 -0.00333659 -0.0073961 -0.000410471 0.009333 -0.0170832 0.0173467 0.0141601 0.0127525 0.00572642 -0.00130167 0.00987704 -0.0101144 -0.0163485 -0.0131777
internal_weight=908.05 385.856 260.17 522.194 141.388 115.959 420.301 402.372 101.893 82.2145 40.3041 97.1771 75.6552 34.4092 305.195 58.0123 51.4553 40.5643 28.3815 20.7757 19.6788 214.361 25.429 39.1648 69.3238 25.7397 43.5841 18.0751 118.782 72.3484
internal_count=4034 2462 1490 1572 655 586 1115 1028 457 328 138 348 448 164 680 250 239 211 121 64 129 421 69 98 233 105 128 91 835 482
is_linear=0
shrinkage=0.0150745


Tree=6
num_leaves=31
num_cat=0
split_feature=16 8 0 10 15 6 6 2 13 16 5 19 6 9 15 13 15 5 19 6 6 18 16 6 5 10 10 18 19 15
split_gain=468.985 71.2117 66.5124 40.7032 44.7144 34.7543 30.1521 25.1771 29.4179 31.0342 21.9636 36.722 35.0902 18.3333 18.4637 17.1657 14.8052 29.4793 14.7218 14.4994 11.7783 11.9776 11.387 10.7973 9.89545 10.9272 30.2132 9.67036 22.6593 18.2515
threshold=18.594956516900002 7.0445025401000008 85.995710218650018 81.479100559500012 30.046989284200006 14.865347326450001 13.200308423050002 315.94243452415003 116.72209819155002 22.574947209950004 13.955288807050001 13.051052998800001 13.65531905435 206.57490536735003 37.274314847650004 109.49014582065001 46.074827201850006 27.973578737350003 11.850956171350001 14.515339148550002 16.455384477450004 14.012834869550002 14.844965286000003 16.625388449550005 23.730745871350006 66.964115113200009 67.940025414550021 17.831113090000006 12.250988447150002 24.273602154900001
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 13 -5 8 -2 -10 27 12 18 14 15 19 -11 -18 -12 -4 24 -22 -14 -23 25 -7 -27 28 -3 -30
right_child=2 3 5 6 -6 20 -8 -9 9 16 11 -13 22 -15 -16 -17 17 -19 -20 -21 21 23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.015769170043298919 0.015742163123880774 0.014588328345777925 0.00058950668777940586 -0.01760842567674404 -0.016746847223654486 0.015085610762700274 0.010350821611167261 -0.021643636322141561 -0.015862562481100705 0.0042987794065154844 0.0052096021413220095 -0.01884466200742814 -0.0082502563259616978 0.0095290554229600054 -0.023730222913600281 0.013086193571172416 -0.016924819403055565 0.016621327222654667 -0.017202641238866504 -0.020633926777226606 0.009656120726149079 -0.016238311892168067 0.0096045300897075556 0.0091837033695004108 0.0017938109057604168 -0.015907116504762508 0.012711102831705656 0.017726545616089915 -0.019309157292461718 0.013682219697836239
leaf_weight=182.63362492620945 19.024463787674904 14.717134132981302 16.704544275999073 48.609255030751228 25.593830600380898 187.25121067464352 6.5815576612949362 7.3789573311805716 17.27686433494091 79.417160078883171 6.0158827453851726 16.490149885416031 6.1484445482492438 31.062628462910652 5.5714121758937827 10.84605725109577 14.156300380825998 5.4533867537975302 16.444752171635628 6.8096969425678244 63.815461948513985 5.5290930271148664 42.291514992713928 4.5994024723768234 10.747971251606939 6.6091966480016699 34.399870045483112 12.283642709255217 7.6445180475711805 3.7593463957309723
leaf_count=1360 37 31 65 368 191 346 18 52 119 269 21 122 31 84 39 24 100 10 116 50 165 36 117 12 42 44 78 20 56 11
internal_value=1.2148e-05 -0.0101923 0.00755354 -0.00526185 -0.00197626 0.0102096 -0.0142743 0.000407618 0.00160999 -0.000701687 0.00102891 -0.00236684 0.00146559 0.00246579 -0.00302869 0.000328002 0.00194338 -0.00759575 -0.0111997 -0.00555677 0.0119663 0.0076905 0.00733824 -0.00469404 0.0132891 0.0138304 0.00809887 0.00875602 0.00453755 -0.00843337
internal_weight=915.867 389.214 526.654 206.58 151.389 383.947 55.1908 142.707 135.328 116.304 125.795 87.3907 70.9006 70.9943 39.9317 34.3603 99.0268 19.6097 22.4606 23.5142 312.952 73.944 48.44 10.1285 239.008 228.26 41.0091 38.4046 26.121 11.4039
internal_count=4034 2462 1572 1102 716 985 386 587 535 498 525 407 285 262 178 139 379 110 137 115 723 213 148 48 510 468 122 118 98 67
is_linear=0
shrinkage=0.0122591


Tree=7
num_leaves=31
num_cat=0
split_feature=16 13 0 0 0 0 15 18 3 16 9 13 16 4 19 13 10 6 9 4 18 2 2 4 12 18 7 5 16 10
split_gain=388.596 63.4889 59.4818 56.6825 26.5317 29.4652 28.0622 26.3652 32.6184 23.4772 28.9912 30.2176 22.3505 21.6879 15.7509 31.0003 14.7806 28.1454 13.2669 11.4272 11.0424 9.42816 15.2945 9.3932 26.8837 9.26293 16.8191 9.17755 7.59213 12.5263
threshold=18.594956516900002 95.862351557400004 96.682331287150021 85.732241321850012 94.047642319350018 96.163458868000006 46.074827201850006 17.323446153950005 81.105404879350019 22.704946905950003 187.45330412110005 117.63886241405002 16.674961006700002 288.78964636655002 11.950964240300001 98.050756475600011 60.613977009100005 19.835463452400003 181.33671263215004 337.15527657900003 14.329845562450002 121.84632764400003 310.17567643235003 310.49012963040008 249.95920607160002 13.581061237400002 23.225757870600003 13.955288807050001 22.564947233300003 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 9 6 20 18 8 14 10 11 13 -10 -2 15 -4 17 -11 -5 -9 -6 25 23 -23 -25 -20 -27 -17 -8 -30
right_child=3 2 7 4 5 -7 28 19 12 16 -12 -13 -14 -15 -16 27 -18 -19 21 -21 -22 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=-0.018340248067929603 0.012034163277628809 -0.013665576094853291 -0.019110354933548485 -0.0032396145907742568 0.010402655685114269 0.011502736670853869 0.0099903760019364515 0.016499453866013748 0.010131190177444134 -0.02372627087998817 -0.021975981918943441 -0.017921613789906542 -0.01454043589103291 -0.013472291861711195 -0.015254704796172278 0.014240610166325589 0.014621046875265683 0.010251734665424164 0.01650452419961717 -0.0035396947604205298 -0.015138286842117057 0.0097332677573426299 0.018268628419251517 -0.02536282517968259 0.0078850981393394654 -0.010166665753629711 0.012657714810653935 -0.0043295259835355211 0.0067500319805474471 -0.01979752119516073
leaf_weight=119.27530962973833 24.327468663454056 114.24697786569595 12.389473237097262 10.223481237888334 3.5766479820013073 19.523353382945061 4.3239723742008236 19.413143105804924 35.090485006570816 6.6756589040160206 15.942847251892088 13.386985480785368 7.9635602682828894 7.7761467397212973 36.029774963855743 13.056456461548807 19.992390960454941 12.156526431441305 114.4646252989769 6.7891733646392813 18.308415696024895 118.23416265845299 32.291700541973114 5.4443334490060833 20.43133732676506 6.5837378799915305 42.84670277684927 7.3537624329328528 4.9121589362621298 8.7167623639106733
leaf_count=972 62 835 99 41 10 47 13 40 97 48 121 99 58 48 263 29 44 35 212 34 118 309 54 42 59 34 102 35 17 57
internal_value=-5.90072e-06 -0.0103472 -0.00656894 0.00752715 0.00971897 -0.000371408 0.0108529 -0.000697449 -0.00350885 -0.00143361 -0.00654819 -0.00114129 0.00556776 0.00585598 -0.00918643 -0.00252056 0.00665936 -0.00179284 0.0116833 0.0113072 -0.0109642 0.0121316 0.00999849 0.00814534 0.000889616 0.0144275 0.00961769 0.00754983 -0.0053593 -0.0102292
internal_weight=881.748 371.608 252.333 510.139 409.881 41.4084 368.473 138.086 111.884 100.258 61.4334 45.4906 43.054 32.1036 68.8295 32.7997 38.8246 18.8322 350.52 26.2023 21.8851 340.297 176.402 144.11 25.8757 163.895 49.4304 20.4102 17.9529 13.6289
internal_count=4034 2462 1490 1572 1115 175 940 655 581 457 330 209 155 110 426 163 127 83 853 74 128 812 464 410 101 348 136 64 87 74
is_linear=0
shrinkage=0.0132952


Tree=8
num_leaves=31
num_cat=0
split_feature=16 13 0 3 10 18 3 2 13 16 16 16 6 0 10 15 6 19 16 7 5 4 2 5 5 8 16 0 6 6
split_gain=328.552 57.3722 50.4975 49.1667 28.197 22.1023 27.4931 18.9239 22.284 23.3296 18.6197 16.2443 20.4747 17.7737 15.6626 14.815 15.4645 13.4915 27.2551 13.1947 11.1567 9.7724 9.72212 9.66457 15.1623 8.29775 13.4868 11.7663 8.04669 35.6606
threshold=18.594956516900002 95.862351557400004 96.682331287150021 93.499196860750018 66.964115113200009 17.323446153950005 81.105404879350019 315.94243452415003 116.72209819155002 21.094950670800003 16.674961006700002 19.974953289850003 14.865347326450001 96.163458868000006 69.873026810350026 46.074827201850006 16.455384477450004 11.950964240300001 14.184966829400002 20.873561687950005 13.716117217950002 337.15527657900003 74.580378076100018 23.626838821450004 29.996566321350006 8.6432548896500023 22.794946695500006 85.791387400750025 15.51536251395 14.815346158200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 28 4 15 6 17 8 -5 -10 -8 12 13 14 -6 16 -2 18 20 -11 -4 -7 -21 -24 25 26 27 -25 29 -3
right_child=3 2 5 7 11 21 10 -9 9 19 -12 -13 -14 -15 -16 -17 -18 -19 -20 22 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.01747903835219218 0.014340243852605534 -0.014785339723060582 0.0039256547557154371 0.015120896453679731 0.0084149519653597162 0.015311050278013532 0.0091794715413265841 -0.020869897110267113 -0.018648418699793334 0.016739415706798703 -0.013565276637948775 -0.01273315796697792 0.012729748172747303 0.010715130868690272 -0.012147201480552114 -0.0034182366820845887 0.0066433722504442919 -0.014251138968314278 0.011823573034651015 -0.011411917188717296 -0.019224217553724894 -0.0031649726209812476 0.0055706510785909647 -0.01698140771769855 0.015023177118065811 -0.019548949467822863 0.018523769739614504 0.0020180105877829094 -0.017219610564336907 0.0088204968056289409
leaf_weight=112.04428042471409 187.89320433139801 53.583453848958015 4.9820284172892633 18.090780466794968 9.0419677942991274 18.703755468130115 34.584083452820778 6.9050367325544348 11.24505342543125 8.8352201431989652 7.6338991299271575 9.7318722158670408 36.222940072417259 16.387022167444229 22.336059726774693 10.617508068680761 59.786370277404785 34.493290774524212 13.532910361886023 11.596428126096724 13.201817519962786 6.7758561968803397 46.031536191701889 11.298555612564092 6.5922378897666922 7.0524394512176505 4.0994413346052161 11.355057850480078 42.250002138316631 14.030451029539107
leaf_count=972 384 428 20 37 25 40 97 52 93 20 58 60 82 40 142 49 181 263 35 57 108 34 142 88 13 56 8 43 353 54
internal_value=-1.01774e-05 -0.00967189 -0.0060835 0.00693319 0.00958156 -0.000649416 -0.00324538 0.000418433 0.00149773 -0.000588988 0.00506674 0.00338826 0.00525629 -0.000411259 -0.00622196 0.0118287 0.0124823 -0.0085455 -0.00234039 0.00131142 -0.0128816 0.0103977 -7.91315e-05 0.00144142 -0.00326368 -0.0068297 -0.00347675 -0.007458 -0.0127068 -0.00988693
internal_weight=850.935 355.816 243.772 495.119 352.017 133.908 108.428 143.102 136.197 118.106 42.218 93.7199 83.988 47.765 31.378 258.297 247.68 66.21 31.7168 106.861 18.1838 25.4796 98.0257 86.4293 40.3977 33.8055 26.7531 22.6536 109.864 67.6139
internal_count=4034 2462 1490 1572 963 655 581 609 557 520 155 349 289 207 167 614 565 426 163 427 128 74 407 350 208 195 139 131 835 482
is_linear=0
shrinkage=0.0131813


Tree=9
num_leaves=31
num_cat=0
split_feature=16 8 0 3 15 10 17 3 15 19 15 13 16 0 15 6 18 10 6 0 13 16 2 15 17 6 17 5 16 6
split_gain=357.602 56.9732 50.1918 32.7553 37.7435 28.2372 23.2577 18.1866 17.9495 16.488 27.9714 14.2757 17.1775 29.7392 13.7382 16.7776 12.651 12.4804 22.7024 12.3195 17.5725 15.5064 11.9969 13.3614 9.99284 8.4988 8.30149 8.19746 7.9426 7.62731
threshold=18.594956516900002 7.0445025401000008 85.995710218650018 76.825379535700009 29.593577021650002 66.964115113200009 168.81379805985003 108.47659710545001 29.037712645600003 12.651020723000002 26.135540888150004 116.60649449195002 22.704946905950003 85.667718326750006 46.074827201850006 16.455384477450004 13.910998540000001 60.613977009100005 19.835463452400003 96.163458868000006 109.34496908160001 19.974953289850003 198.51835910855002 41.492094664050008 193.31651039250002 16.375382608200002 199.84861692095004 17.089764221050004 15.524963695900002 16.285380505300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 -3 6 14 -5 11 26 27 28 -2 13 -13 15 -4 -10 18 -14 20 -18 -22 -17 -24 25 -15 -7 -8 -11 -16
right_child=2 3 5 4 -6 8 9 -9 16 10 -12 12 17 24 29 22 19 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.011882517018742612 0.0093196952523169549 -0.011521092024406359 0.0110837977232615 -0.011157728134477636 -0.01299700694557532 0.010602001594080283 0.0070805448358013884 -0.011504874628205127 0.012828134237115965 0.00075120723607506395 0.0066577209961453023 -0.013643524996266823 -0.016361812003937097 -0.0092672852488533269 -0.011882346535317929 0.0073094619028504807 -0.015391146573694295 0.0098317132633417206 0.0069286763771307094 0.0070757059356941114 0.0029851520872341418 -0.015715166066045123 -0.013882637197367849 0.0067477591790932236 -0.011961164911749011 0.0047801399544408502 -0.00067233646676427669 -0.0045118314066627816 -0.01152989833016215 0.0047384075182943484
leaf_weight=167.26773960888386 19.695601567625999 43.774846516549587 193.53534212708473 14.952804237604139 24.672249712049961 29.43420697748661 53.095060363411903 11.930525764822958 6.0811902582645407 7.0288301557302502 21.289987049996853 19.423292487859726 6.4705700725317028 4.9772461950778952 4.421088367700575 52.227710589766502 11.738971315324305 23.567133545875549 12.137385770678518 10.667560100555418 22.379199072718624 5.5882403254508963 6.3428484499454481 6.3206364959478378 5.095294624567031 34.099827095866203 8.4845941066741926 6.9577458798885337 21.724088087677956 7.521026611328125
leaf_count=1360 48 345 390 114 197 63 157 95 11 26 71 140 48 26 26 134 90 55 35 28 80 42 42 17 34 106 35 35 157 27
internal_value=3.65885e-05 -0.00759031 0.00551615 -0.00387989 -0.00164579 0.00746477 0.000593824 0.00034322 0.00273547 0.00218988 -0.0020673 0.00146985 8.12716e-06 -0.00328751 0.00911556 0.00960218 -0.000853778 0.00497761 -0.00117016 -0.00250547 -0.00507956 -0.000751403 0.00518331 -0.00358553 0.00126619 0.00299092 0.00807929 0.00573745 -0.00852771 -0.00141476
internal_weight=862.903 360.763 502.139 193.496 149.721 364.743 125.049 137.397 94.374 110.096 50.0429 125.466 105.771 63.5957 270.369 258.427 56.4552 42.1751 18.608 50.374 39.7064 27.9674 64.8912 12.6635 44.1724 39.0771 37.9188 60.0528 28.7529 11.9421
internal_count=4034 2462 1572 1102 757 985 560 587 349 446 254 492 444 306 636 583 251 138 83 240 212 122 193 59 166 132 98 192 183 53
is_linear=0
shrinkage=0.0100422


Tree=10
num_leaves=31
num_cat=0
split_feature=16 13 3 3 10 18 3 16 10 2 13 16 19 17 15 15 6 7 7 5 10 15 16 16 0 2 5 15 16 17
split_gain=290.584 52.6817 45.8927 42.3893 24.934 20.3644 17.8324 16.615 21.8579 16.5685 18.9086 21.2595 13.3125 22.04 13.1446 12.7743 14.8729 10.9505 11.0607 12.0245 15.2525 16.2957 12.0585 11.3826 11.2734 10.9322 8.9962 8.42386 8.19517 7.77627
threshold=18.594956516900002 95.862351557400004 84.452535251750007 93.499196860750018 66.590419433100024 17.399600107550004 81.105404879350019 15.709963263300002 71.104340634100012 315.94243452415003 116.72209819155002 21.094950670800003 11.950964240300001 180.29620661735001 29.037712645600003 46.074827201850006 16.455384477450004 20.873561687950005 21.725272673150005 29.996566321350006 60.613977009100005 46.074827201850006 22.704946905950003 22.584947186600004 85.667718326750006 90.745765132650021 13.716117217950002 38.62622401090001 19.254954973500002 195.00249838555001
decision_type=2 2 2 2 2 2 2 2 2 2 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 15 6 12 29 -9 10 -5 -12 13 26 28 16 -2 -13 -19 20 -20 22 24 -23 -22 -16 -3 -27 -6 -8
right_child=3 2 -4 9 14 -7 7 8 -10 -11 11 17 -14 -15 25 -17 -18 18 19 -21 21 23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0147921451889351 0.012034760850635731 0.0021968482091346843 -0.011233935769722769 0.012419518808302917 0.011471385334683899 0.0087704568530646513 0.0022729799633434446 0.015125605381593042 -0.012470958073314112 -0.017337330612596492 -0.015761364837038647 0.013563065683245173 -0.011894471051187275 0.008876843749044433 -0.011382803733242819 -0.0024613223302618419 0.0054022775356465796 -0.016846126848850129 -0.018531616790684994 0.016835952636237272 -0.012544071350771738 0.0092226274697505412 0.012439951013345975 -0.014672543965558473 0.0031219549554801257 0.0035809675702997592 -0.015934160820965243 -0.011320318171464762 -0.00075537916019346107 0.013718533796877805
leaf_weight=106.18032974004745 178.57530727982521 5.1949355602264466 94.914209440350533 17.5505111515522 27.108266770839691 23.791541427373886 17.690417900681499 4.97105644643307 15.814843475818632 6.5862849354743949 10.726203389465807 8.667488753795622 33.725546173751354 14.505751773715017 10.144202403724192 10.66623333096504 59.366416037082672 4.8255085647106162 5.5376789644360533 5.9012074470520011 7.0568732544779769 3.3601569458842269 15.688898026943205 12.041146554052828 42.561039686203003 41.017191201448441 11.792843542993067 5.6932271197438231 9.8486291691660863 14.023501709103583
leaf_count=972 378 22 765 37 61 69 61 19 118 52 93 20 267 39 70 49 181 30 43 9 43 11 33 96 142 149 103 37 38 27
internal_value=1.09783e-05 -0.00807506 -0.00505836 0.00574754 0.00792614 -0.00091626 -0.00287399 0.00210583 -0.0058711 0.000438095 0.00131233 -0.000362877 -0.00688263 -0.00151559 0.00288336 0.00982902 0.01038 0.00120062 9.56482e-05 0.000982847 -0.000101872 0.00116266 0.00366762 -0.00945925 0.000893865 -0.000581085 -0.0103896 0.00176475 0.00821308 0.00733406
internal_weight=825.527 342.605 236.425 482.922 342.419 141.51 117.719 52.4998 20.7859 140.503 133.917 116.366 65.2191 31.4935 93.8115 248.608 237.942 105.64 96.9725 92.147 86.2458 80.7081 65.3068 15.4013 49.6179 56.8546 16.9878 46.7104 36.9569 31.7139
internal_count=4034 2462 1490 1572 963 725 656 225 137 609 557 520 431 164 355 608 559 427 407 377 368 325 218 107 185 256 125 186 99 88
is_linear=0
shrinkage=0.0114795


Tree=11
num_leaves=31
num_cat=0
split_feature=16 8 0 3 15 10 17 3 15 6 15 2 5 19 6 3 16 16 15 16 17 6 2 15 10 10 9 5 13 9
split_gain=334.766 56.6501 46.8114 32.0233 36.9002 26.3716 20.9843 17.6147 16.6739 15.2118 15.1891 16.6412 15.0455 32.1961 23.4988 16.904 14.2533 14.2287 13.0826 20.6774 10.9895 10.1503 9.95869 16.116 9.93526 23.6197 9.74785 12.0916 8.78248 10.6418
threshold=18.594956516900002 7.0445025401000008 85.995710218650018 76.825379535700009 29.593577021650002 66.964115113200009 168.81379805985003 108.47659710545001 46.683480308100009 16.455384477450004 30.046989284200006 90.745765132650021 14.250977471750002 13.051052998800001 13.65531905435 77.69375151185001 15.089964713100001 17.744958504600003 46.074827201850006 23.044946110900003 200.11066131620001 16.375382608200002 198.51835910855002 41.492094664050008 60.613977009100005 58.167480110400007 212.71218656455002 20.769304081650002 109.46594969745001 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=1 -1 7 17 6 8 -5 18 9 -4 20 -12 -8 14 15 -14 -16 -3 21 -20 -7 -2 -11 -24 25 -23 27 28 29 -13
right_child=2 3 5 4 -6 10 12 -9 -10 22 11 26 13 -15 16 -17 -18 -19 19 -21 -22 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.013693494360749242 -0.010475938452933589 -0.014878350968766392 0.012615243715385848 -0.012303513333846862 -0.014999890218034851 0.010671564958772091 0.0087154791183161849 -0.013393525554145948 -0.0055904751223874987 0.0084156886387719426 -0.018252480453370246 -0.019293942936182678 0.01011447416618203 -0.017032414548852123 -0.0054399830164163464 -0.018079409212981033 0.010562590159659218 0.014120656632266759 -0.013487801225125799 0.013913750520113975 -0.0028538599943575883 0.0065161533356114546 -0.016261907348062443 0.0092476701874183442 0.0068339874874463278 -0.016266075557508641 0.010190692134382052 -0.0190630043160285 0.0082268544605665073 0.0052255977846221643
leaf_weight=163.84307041764259 6.7620606943964949 40.724824942648411 192.2561773583293 14.825736127793787 24.267014071345329 38.002092748880386 36.849806793034077 11.672638475894926 8.7011653929948789 52.043685182929039 7.1046205833554259 4.8535720407962852 4.1171636730432501 13.298014275729654 9.7183014303445798 10.232677213847635 36.711108475923538 2.4780688956379882 15.623037874698641 5.0247278586029998 10.608685091137884 17.770034804940227 6.497875511646269 7.2160867601633072 67.899037644267082 9.7186953127384168 11.830105215311049 5.0160887986421576 11.410433575510977 4.9217338860034943
leaf_count=1360 35 339 398 114 197 91 108 95 43 134 57 37 13 106 45 78 96 6 118 10 47 57 42 19 201 71 31 37 33 16
internal_value=6.0166e-05 -0.00861106 0.00631597 -0.00430142 -0.00173447 0.00852304 0.000825405 0.000399673 0.0104072 0.0109467 0.00316245 -0.00174571 0.00258012 -0.000471914 0.00315139 -0.0099902 0.00721304 -0.013215 0.0017108 -0.00681951 0.00771981 0.00343505 0.00606846 -0.00283914 0.0044212 -0.00153855 0.00133787 -0.00265918 0.00122471 -0.00694869
internal_weight=851.998 357.066 494.933 193.223 150.02 360.462 125.753 134.47 266.715 258.014 93.7473 45.1366 110.927 74.0773 60.7793 14.3498 46.4294 43.2029 122.798 20.6478 48.6108 102.15 65.7576 13.714 95.3878 27.4887 38.0319 26.2018 21.1857 9.77531
internal_count=4034 2462 1572 1102 757 985 560 587 636 593 349 211 446 338 232 91 141 345 492 128 138 364 195 61 329 128 154 123 86 53
is_linear=0
shrinkage=0.0117498


Tree=12
num_leaves=31
num_cat=0
split_feature=16 13 5 3 6 18 6 19 2 13 16 9 0 2 4 10 9 15 13 6 5 9 15 7 19 17 9 0 6 15
split_gain=258.451 49.1788 42.2016 37.1631 22.6215 20.5316 24.8175 28.0742 14.665 16.6788 18.963 12.8428 17.6473 12.416 20.6553 14.8744 11.7592 13.7109 12.7637 10.2221 9.2605 15.5308 11.0147 10.8841 8.87113 17.0187 8.53125 11.4582 16.617 20.1007
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 14.865347326450001 17.323446153950005 13.65531905435 13.051052998800001 315.94243452415003 116.72209819155002 21.094950670800003 68.722917647950013 85.764502819450016 82.82761181390002 169.88079978325004 70.389210771400016 206.57490536735003 37.274314847650004 109.49014582065001 14.515339148550002 29.996566321350006 201.7576686733 46.074827201850006 23.203497038450006 11.850956171350001 183.35201426355002 194.45262321395003 87.350693116400024 16.355382140900002 36.346245650200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 16 6 13 -8 9 -5 -11 12 -4 14 -3 -15 17 18 19 -2 21 22 -12 -24 25 -17 -6 28 -28 -30
right_child=3 2 11 8 26 -7 7 -9 -10 10 20 -13 -14 15 -16 24 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.016486525895563764 -1.1956127647522852e-05 -0.018109341350071449 0.014698137676752605 0.013520365280509825 0.013196039616507303 0.0094144876110575058 0.0076344743787127552 -0.017977496216225498 -0.019031683311112556 -0.017453999613826245 0.0044645563620073188 -0.015750935191379243 -0.017500955877207684 0.015675358024832924 0.014872740790013196 -0.014003826463492916 0.0081274017834966263 -0.022934262707016081 0.012207301506912115 -0.019997129813979241 0.014801190990773058 -0.0123779317150556 -0.019414047352829748 0.005256024229276967 -0.016293032284362772 0.0099812396889139669 -0.015178775798361422 0.011029511627859067 -0.0095435458125205982 0.01050564055357798
leaf_weight=100.72960986196995 15.797129236161711 5.1521520689129821 6.0648076683282834 17.122843787074089 105.67511458694935 24.612053915858269 43.63293644785881 8.8492440134286863 6.2948757708072653 10.158946461975573 68.71340624243021 64.857272930443287 5.6537369638681412 3.4414695873856536 8.9071242958307248 15.049805849790575 27.803633838891983 5.1797295734286299 10.153183802962301 6.0978475734591475 8.072530120611189 14.388236977159975 7.2036136239767057 5.3629488795995712 37.243677504360676 7.6809511184692374 6.9855343252420417 104.54862309992313 10.843343138694761 41.479248084127903
leaf_count=972 65 45 32 37 240 72 135 77 52 93 228 575 51 16 26 124 84 39 24 50 16 98 59 26 317 20 39 261 56 105
internal_value=2.44467e-05 -0.00884097 -0.00550915 0.00625951 0.00861677 -0.00156594 -0.00364548 0.00331593 0.000516239 0.0014554 -0.000358354 -0.0134686 -0.000836659 -0.00836119 0.00278615 -0.0108325 0.001676 -0.00314223 5.66227e-05 -0.00557792 0.00131576 0.000177852 0.00240049 -0.00888576 -0.0123536 -0.00589903 0.0102914 0.00841815 0.00381483 0.00635064
internal_weight=803.756 331.875 231.145 471.881 334.563 154.569 129.957 52.4822 137.317 131.023 113.9 76.5758 11.7185 77.4752 14.0593 63.4159 65.0315 37.2279 32.0482 21.895 103.741 95.6682 81.28 12.5666 59.9744 22.7308 269.532 163.857 59.3081 52.3226
internal_count=4034 2462 1490 1572 963 832 760 212 609 557 520 658 83 548 71 477 262 178 139 115 427 411 313 85 461 144 701 461 200 161
is_linear=0
shrinkage=0.0131112


Tree=13
num_leaves=31
num_cat=0
split_feature=16 13 5 0 10 6 17 3 17 19 10 16 3 15 6 17 5 0 2 13 16 9 3 13 0 6 9 5 0 15
split_gain=219.626 44.9847 36.7601 31.6553 20.7258 18.2368 15.6579 18.2637 13.4314 17.214 19.0748 20.1107 19.3504 13.4192 13.9339 12.7533 13.1609 13.1863 12.3949 14.7109 17.0625 11.6846 14.6184 11.4506 28.9982 8.86311 10.9062 11.2909 13.7425 8.32702
threshold=18.594956516900002 95.862351557400004 18.613387752550004 85.995710218650018 66.590419433100024 5.1651206822000004 241.79519611995002 76.825379535700009 179.91109285790003 11.950964240300001 71.322105742700003 15.969962655300002 80.215525238150022 46.683480308100009 16.455384477450004 181.79266834725004 20.769304081650002 91.937202686950016 315.94243452415003 116.72209819155002 22.574947209950004 68.722917647950013 93.846007959550022 109.34496908160001 96.163458868000006 16.375382608200002 186.68586460755003 29.996566321350006 85.732241321850012 27.063546193350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 18 13 -3 7 -7 -9 -10 -11 12 -12 14 -5 -6 17 -17 19 -2 -21 22 -4 24 29 -22 -27 28 -28 -19
right_child=3 2 21 4 15 6 -8 8 9 10 11 -13 -14 -15 -16 16 -18 23 -20 20 25 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.01616431936324856 0.01279882849352185 -0.01697568678793536 -0.017119075551736623 0.012638784797627931 0.016888144563727201 -0.01658310220031237 0.01681095546174801 -0.0096922230830944582 0.013073776320447832 0.015125611326986555 -0.01522424149810531 -0.012388287927580661 0.0075715510848837911 -0.0062114062452436024 0.0053201489887814788 -0.012971650644821931 -0.017418342187916335 0.0042304102417493805 -0.018437402753618659 -0.014145187600274126 -0.013623595206507957 -0.015283472196821388 0.012673777637005904 0.0097236721421643055 0.010417476910433361 0.0093698283906204268 -0.009238975121228489 0.014146174831159989 0.0049549241456355699 -0.020263198695291459
leaf_weight=93.691014960408211 16.466211996972561 12.224571056663988 5.2702532485127431 169.04866519570351 9.8183882907032949 12.357484258711336 8.955290809273718 19.461742132902145 20.647699199616909 11.5341764613986 8.3013440966606122 25.855178013443947 30.419502601027489 8.5553563833236677 62.369848042726517 8.57507076859474 6.3207864984869948 3.0883939564228085 5.9219042062759391 14.198917821049688 6.3465224355459204 60.92362704873085 6.3713020831346512 34.628910347819328 17.01967815309763 27.848009884357452 27.652704060077667 7.6926565468311301 21.032847926020622 11.417398221790789
leaf_count=972 37 119 51 392 18 103 18 145 47 38 64 208 90 43 195 50 47 11 52 119 38 575 32 93 42 78 179 16 68 94
internal_value=1.37904e-05 -0.00847285 -0.00523151 0.00586941 0.00802637 -0.00148562 -0.000108784 -0.00128723 0.00033916 0.00235686 -0.000550501 -0.00335047 0.00268437 0.0100646 0.0106663 0.00264358 0.000917998 0.00246893 0.00025748 0.00117064 -0.000656881 -0.0129621 -0.000813757 0.00447037 -0.00130008 0.00145765 0.00259404 -0.000752859 -0.00310701 -0.0150483
internal_weight=774.015 316.013 222.322 458.002 330.842 149.757 137.532 128.577 116.22 96.7579 76.1102 64.576 38.7208 239.974 231.419 90.8686 81.0502 74.7295 127.16 121.238 104.772 72.5652 11.6416 66.1544 31.5255 90.5727 84.2262 56.3782 48.6856 14.5058
internal_count=4034 2462 1490 1572 985 832 713 695 592 447 400 362 154 630 587 355 337 290 587 535 498 658 83 240 147 379 341 263 247 105
is_linear=0
shrinkage=0.0132339


Tree=14
num_leaves=31
num_cat=0
split_feature=16 13 5 3 10 6 16 17 3 6 17 19 10 16 3 2 13 16 0 7 9 0 15 6 7 7 5 15 16 9
split_gain=187.15 41.282 32.1325 27.0578 18.7614 16.0997 13.568 13.4612 15.6792 12.5311 11.7445 13.776 13.3792 19.3037 16.5406 10.961 12.0388 14.8252 10.8868 11.2102 10.7108 18.5642 10.3665 12.0406 8.64112 9.41075 8.64596 11.09 11.0893 8.0961
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 66.964115113200009 5.1651206822000004 19.974953289850003 241.79519611995002 76.825379535700009 14.865347326450001 168.81379805985003 11.850956171350001 71.322105742700003 15.969962655300002 81.105404879350019 315.94243452415003 116.72209819155002 21.094950670800003 96.163458868000006 24.175586727800006 66.346857137250012 87.350693116400024 46.683480308100009 16.455384477450004 20.873561687950005 21.725272673150005 27.973578737350003 46.074827201850006 22.584947186600004 201.7576686733
decision_type=2 2 2 2 2 2 2 2 2 2 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 22 -3 9 8 -7 18 -10 -12 -13 14 -14 16 -5 -18 19 -6 21 -4 23 -2 -19 -26 27 29 -29 -27
right_child=3 2 20 15 6 7 -8 -9 10 -11 11 12 13 -15 -16 -17 17 24 -20 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.016331170528075457 0.0124531635106181 -0.01713842093857491 0.024505871728234728 0.012467402086718227 0.0043926626585664664 -0.01634649467259186 -0.013012676849251793 0.016629392403506291 -0.012331587387895419 0.010811643708973978 0.012102447936439279 0.01187957516815768 -0.010380649870921533 -0.012425176384725508 0.008386521397763462 -0.018447627942407341 -0.01731679391296476 0.014728669988608277 0.0089994454488526634 -0.012860168919814993 -0.014830665202284809 -0.017173975508796679 -0.0051790813672074713 0.0051408640532556744 -0.019067973133452872 0.0037999263481018897 0.016697669240898341 0.01023276384423559 -0.018633963454603421 -0.010730608142938124
leaf_weight=86.90357381850481 160.2786787673831 11.346733212471007 3.7227456718683225 15.812062032520769 12.535869918763639 11.733541049063204 9.5439557805657369 8.4748245030641538 12.316948130726812 32.460187800228596 19.879632197320461 13.403993129730223 12.736622631549833 25.94065223634243 28.958815053105354 5.5436973422765723 8.904871962964533 8.1253470778465253 15.135970741510389 16.34106882661581 60.510463833808899 4.3824228346347809 8.2237021774053556 57.680877551436424 4.6466667950153342 59.922299467027187 6.1272736713290206 3.3216796368360511 10.216645449399946 8.2127045765519124
leaf_count=972 391 119 13 37 46 103 60 18 110 82 50 48 90 216 78 52 93 20 40 121 599 46 41 182 30 203 13 11 96 54
internal_value=7.1154e-06 -0.00835716 -0.00510999 0.00567685 0.00787252 -0.00144391 0.00241682 -0.000109412 -0.00124455 0.00434245 0.000320308 0.00186443 -0.000647015 -0.00312951 0.00265375 0.000437458 0.00127307 -0.000343753 -0.000428686 -0.00537048 -0.0128461 0.00196979 0.00994731 0.010518 0.00115907 -3.35862e-05 0.00097377 -0.000205864 -0.0115514 0.00204848
internal_weight=743.345 300.311 213.407 443.034 312.2 144.792 86.0171 133.445 124.97 76.4731 113.237 100.92 81.0401 67.6361 41.6954 130.833 125.29 109.477 44.0129 28.8769 68.6156 8.10517 226.183 217.96 100.573 92.4473 87.8006 81.6733 13.5383 68.135
internal_count=4034 2462 1490 1572 963 832 349 713 695 289 592 482 432 384 168 609 557 520 207 167 658 59 614 573 427 407 377 364 107 257
is_linear=0
shrinkage=0.0137245


Tree=15
num_leaves=31
num_cat=0
split_feature=16 13 0 0 18 16 10 9 12 17 3 13 2 13 16 2 4 15 16 9 9 17 10 3 10 0 6 9 5 3
split_gain=159.61 37.9513 28.9078 23.053 16.5031 20.9887 27.2282 17.1774 12.7171 12.324 12.8004 10.287 9.37257 10.6268 13.2608 8.61245 13.7844 9.37127 8.7123 10.0528 14.4449 10.1587 8.523 7.56556 7.42228 10.8565 7.20316 8.73288 8.34108 12.3466
threshold=18.594956516900002 95.862351557400004 95.620390325650007 85.995710218650018 13.843998451900001 22.604947139800004 62.165217350350012 196.26893085885004 156.64017958600002 241.79519611995002 76.825379535700009 109.63263410155001 315.94243452415003 116.72209819155002 22.574947209950004 82.82761181390002 191.03149642590003 18.563284541500003 14.224966735800002 206.22988073345002 216.65333892300001 200.79056394860001 68.34060567600001 92.781378539900018 62.030794443850006 86.382848189450016 16.375382608200002 186.68586460755003 29.996566321350006 94.972471916200007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 12 8 6 23 11 -5 10 -4 -8 13 -2 -15 -12 -17 -18 -19 21 -21 -20 -13 -6 -10 -26 -16 -28 29 -29
right_child=3 2 9 4 5 -7 7 -9 24 -11 15 22 -14 14 26 16 17 18 19 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.012721703810807651 0.0093490033019182107 -0.0088324747755600952 -0.012434986778145422 0.010747088605759703 -0.024098364833282468 0.011127983633471542 -0.01811880413307412 0.0045652069415056586 0.0085084951091602742 0.012682098690591524 0.006215081003830644 -0.011670169689223948 -0.014258950298722104 -0.010819173849092359 -0.010317578811685713 -0.015536299526796847 0.0072409501552116642 -0.01511304333901857 0.0069945747080071572 -0.0148235157486333 0.0022488921839493923 -0.0083357967361184591 0.0073768634913334271 -0.0031654207996719675 -0.012069020620834339 0.0038894150023597524 0.0070124737204312806 0.00045444092200078493 0.010599440950974157 -0.013801575976657302
leaf_weight=80.421317353844643 15.171479664742945 82.865318477153778 11.292521350085734 96.126904614269733 6.1445066109299642 30.786081977188587 6.5609466880559948 86.257165744900703 30.850800819694996 8.0022538900375348 20.381922878324986 4.9915042519569379 5.1681714057922354 12.951526239514349 6.2049897313117972 7.845045991241931 15.672996513545511 5.7289919033646575 22.253647662699226 11.728997275233271 12.032801873981951 6.7520492598414412 6.4586047306656837 3.1198257356882095 6.1328890621662131 30.599429443478584 26.954823859035969 38.276161380112171 6.9349384009838095 8.9908787161111814
leaf_count=972 37 794 105 227 48 75 52 307 80 18 76 33 52 119 38 81 51 54 94 99 61 57 18 14 32 99 78 177 16 70
internal_value=-4.64713e-07 -0.00635023 -0.00384529 0.00422072 0.00580956 0.00311073 0.000936733 0.00253479 0.00818871 -0.000449278 -0.00137356 -0.00718914 0.000164378 0.00080985 -0.00048162 -0.000153679 -0.00173642 -0.000276779 -0.00229101 -0.000898913 -0.00617817 0.00342592 -0.000926407 -0.0170491 0.0045498 0.00122497 0.00105094 0.00192014 -0.000612294 -0.00225726
internal_weight=713.659 284.978 204.557 428.682 308.029 144.319 113.533 104.268 163.71 121.691 113.689 18.0111 120.653 115.485 100.313 102.396 82.0145 74.1695 58.4965 52.7675 23.7618 29.0057 11.4501 9.26433 67.5831 36.7323 87.3618 81.1568 54.202 47.267
internal_count=4034 2462 1490 1572 985 547 472 410 438 696 678 103 587 535 498 573 497 416 365 311 160 151 51 62 211 131 379 341 263 247
is_linear=0
shrinkage=0.0109474


Tree=16
num_leaves=31
num_cat=0
split_feature=16 13 0 3 16 9 13 0 0 15 18 10 16 18 10 8 4 2 4 12 16 13 0 15 5 9 18 7 18 13
split_gain=195.476 41.4224 34.9328 28.0129 18.0633 23.9477 17.9528 15.2732 19.4645 14.6853 14.0585 17.0324 15.2856 14.8237 12.7736 15.2586 11.4356 9.78884 9.24137 8.8661 16.1568 11.3123 14.2585 12.0284 12.6392 8.02847 8.35393 16.9319 6.72338 10.4387
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 94.047642319350018 96.163458868000006 46.074827201850006 17.323446153950005 81.479100559500012 15.584963555600002 14.395252042950002 60.613977009100005 9.5425530862500008 288.78964636655002 234.55164812150005 162.53166217615004 156.64017958600002 22.624947093000003 112.36141910395001 89.705782438650019 36.742238227650013 20.204934414350003 181.33671263215004 13.581061237400002 23.225757870600003 13.793345552600002 117.51519334005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 7 5 6 16 9 18 19 11 12 -4 -14 15 -6 -5 -12 -9 25 21 -21 23 24 -23 -2 -27 -28 29 -22
right_child=3 2 10 4 14 -7 -8 8 -10 -11 17 -13 13 -15 -16 -17 -18 -19 -20 20 28 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.011579269000838686 -0.0022613024145202148 -0.0083974411555048558 0.0025068179420315996 0.0068415160469893219 -0.014812479745105576 -0.015080136403788989 -0.011047495356781215 0.0029056886526621479 0.006763058824001281 -0.002658609435446305 0.010182072077237628 -0.01271467938001844 0.0070049105819801399 -0.0089910196091434989 0.0097922487354570251 0.0049885571232761699 -0.0079555717634252968 -0.0038239460919409578 -0.011587203019045211 -0.010242267344563377 -0.0059351069493987158 0.0024212476511106347 0.009640976248174728 0.0025774195256180158 -0.018999962526207861 0.010155772694370646 -0.010156495128118443 0.0073880648087933445 0.01187882597133318 0.0080394711395884322
leaf_weight=87.949878983199596 6.7101711928844443 87.262672953307629 57.482616722583771 22.433390676975254 5.5625509768724468 14.198010571300982 10.815577477216719 5.9296882450580624 18.01994102448225 17.302731871604919 17.061178915202621 12.219286210834978 6.8376620635390273 26.687160894274712 19.876778490841389 10.669568195939062 6.2807662263512603 6.4646402522921553 13.647339962422846 6.6034557074308387 6.1159517541527739 4.8301121369004232 21.539622493088245 42.30268058180809 5.5745370611548424 101.87952538579702 5.8721467852592459 43.101803436875343 29.097753442823887 28.075474828481674
leaf_count=972 27 794 235 65 46 124 99 30 47 86 40 121 36 230 46 37 48 34 98 44 27 16 51 137 40 225 34 117 58 70
internal_value=4.41563e-05 -0.00597915 -0.00367777 0.00411823 -0.000719225 -0.00428236 -0.000404094 0.0053369 -0.000506284 0.00602556 -0.000428518 -0.00196958 -0.00052687 -0.00572852 0.0045825 -0.00179702 0.00360489 0.00633337 -0.00719745 0.00652359 0.00478633 0.00191513 0.0029964 0.000280998 -0.00905567 0.00811285 0.00857431 0.00528441 0.00845421 0.00553978
internal_weight=748.405 301.965 214.015 446.44 89.8366 53.7277 39.5297 356.603 37.597 319.006 126.753 103.227 91.0074 33.5248 36.1089 16.2321 28.7142 23.5258 19.577 301.703 144.14 80.8504 74.247 52.7073 10.4046 157.564 150.853 48.974 63.2892 34.1914
internal_count=4034 2462 1490 1572 465 336 212 1107 175 932 696 622 501 266 129 83 113 74 128 846 443 288 244 193 56 403 376 151 155 97
is_linear=0
shrinkage=0.00969289


Tree=17
num_leaves=31
num_cat=0
split_feature=16 13 5 3 16 9 6 13 6 2 0 15 6 18 10 16 13 15 9 5 0 0 15 9 5 15 12 5 14 4
split_gain=145.012 36.4432 26.5844 20.9854 15.1689 20.3496 14.2588 14.0098 12.2232 11.1065 12.5508 18.8985 17.0505 10.4846 11.4606 15.3423 11.523 14.2253 10.2799 11.5773 10.2333 9.31048 9.33516 8.93363 14.0761 8.63434 11.5566 18.0051 9.51784 8.44801
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.846007959550022 22.704946905950003 187.45330412110005 5.1651206822000004 117.63886241405002 15.255356438950001 131.42729508740004 87.350693116400024 36.548474543700003 16.355382140900002 17.957852018100002 71.322105742700003 15.629963450350003 98.050756475600011 13.699258176050002 68.722917647950013 26.575048724050003 85.121961326250016 86.329079026800017 41.29990759910001 186.68586460755003 30.284449345300001 28.626568391100005 368.00406080990007 20.769304081650002 216.04581652670001 288.78964636655002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 5 7 -3 29 25 -10 11 -11 -13 14 -8 16 17 -16 19 -4 23 22 -14 -6 -25 -2 27 28 -27 -5
right_child=3 2 18 4 20 -7 13 -9 9 10 -12 12 21 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.013534430723505159 0.0076934443853073275 -0.014371200126514277 -0.0098330802526063726 0.0072717297916626514 0.011396292197188936 -0.017540057465805538 0.0091885573265782627 -0.012579128800642369 0.0096281451794433415 -0.018905111483943894 0.0092940399892670281 -0.012678587267150231 -0.011699954891933113 0.011229001347607454 0.014552328013139444 -0.009338738988722296 0.0029004343852529037 -0.015022702010228444 -0.01251365865235822 0.014865858555322232 0.014568115592415189 0.0097671432076053867 0.0039952770167238517 -0.01271570897730488 0.01046229569844746 -0.0060809806296288835 0.01231113515294178 -0.021275156942313134 0.0046934777551615615 -0.0086734017564135332
leaf_weight=76.626328811049461 25.12833421677351 10.384314261376856 6.6183538213372213 21.470683947205547 7.4584442526102093 13.263406030833719 13.580533780157564 9.8570190891623479 119.22803428024054 5.7203824371099463 50.124106295406818 8.2368090227246267 6.5394248440861693 10.644723713397978 2.8438231348991385 30.730825453996658 58.78189754486084 11.157515764236448 52.024350941181183 4.4042737483978271 11.008207350969313 33.154114685952663 27.429226823151112 10.03457412868738 5.7392756044864646 20.350028514862061 8.4253804907202703 6.316662333905696 26.047432079911232 5.9030182287096968
leaf_count=972 71 119 64 65 17 124 48 99 312 41 137 49 33 28 6 265 243 123 575 19 22 85 93 76 14 122 21 53 90 48
internal_value=1.43604e-05 -0.00660684 -0.00396811 0.00437886 -0.000871983 -0.00498481 -0.00106894 -0.000512022 0.00570029 0.00702035 0.0046506 0.00177999 0.00335016 1.24411e-05 -0.00100722 -0.00234486 0.000608124 -0.00901569 -0.0103196 3.57906e-05 0.00519317 0.00531708 0.000973733 0.000751019 -0.00428245 0.00186821 -0.000525962 -0.00257774 -3.22234e-05 0.00383323
internal_weight=699.232 277.797 201.171 421.435 84.7346 50.4941 138.124 37.2307 336.7 250.432 131.204 81.08 75.3596 127.739 117.095 103.514 72.7832 14.0013 63.047 11.0226 34.2405 67.1228 33.9687 23.2323 15.7738 86.2678 61.1395 52.7141 46.3975 27.3737
internal_count=4034 2462 1490 1572 465 336 832 212 1107 750 438 301 260 713 685 637 372 129 658 83 129 211 126 107 90 357 286 265 212 113
is_linear=0
shrinkage=0.0118044


Tree=18
num_leaves=31
num_cat=0
split_feature=16 13 5 0 10 16 17 6 15 17 3 6 15 9 3 17 19 10 16 3 2 0 15 4 5 2 13 16 6 6
split_gain=147.213 36.8979 27.0426 22.0215 16.0433 16.4343 19.0853 14.374 13.1473 11.2027 14.4439 10.9457 11.8264 10.4157 12.1097 10.3846 13.2557 13.6559 13.8161 16.8875 9.57573 11.7024 15.8832 9.55618 11.4966 9.16843 10.7365 12.2173 9.16549 7.845
threshold=18.594956516900002 95.862351557400004 18.613387752550004 85.995710218650018 64.407391431150018 20.894951138500005 199.59317753375004 5.1651206822000004 46.683480308100009 241.79519611995002 76.825379535700009 15.255356438950001 30.046989284200006 68.722917647950013 93.846007959550022 179.91109285790003 11.950964240300001 71.322105742700003 15.969962655300002 80.215525238150022 123.74733359145002 87.350693116400024 36.548474543700003 191.71186625420003 20.769304081650002 315.94243452415003 116.72209819155002 22.574947209950004 16.355382140900002 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 7 25 8 11 -7 -3 20 10 -9 12 -6 14 -4 -12 -17 -18 19 -19 -5 22 -22 -14 -25 26 -2 -28 -24 -29
right_child=3 2 13 4 5 6 -8 9 -10 -11 15 -13 23 -15 -16 16 17 18 -20 -21 21 -23 28 24 -26 -27 27 29 -30 -31
leaf_value=-0.015006549843690941 0.011159795226223818 -0.015930799956828362 -0.016133215991903472 0.013850887569035767 0.006378550678356386 0.0043877099499582076 -0.036588253453927716 -0.015072130949730875 -0.0078653688304613587 0.015117655665979481 -0.0086719408963566447 0.0096364961916531339 -0.019169024728965308 -0.013897188693892356 0.011637269381492482 0.011831637516668519 0.012577294917062999 -0.014602164645562594 -0.010644409028891657 0.0067072584454150388 -0.017860437819070339 0.012299961640136844 -0.0094132232102887899 0.0025347040367451703 -0.019960941413059641 -0.01697713595739132 -0.012673016377697858 -0.013196781047853105 0.0076578519275170755 0.0021905310893164638
leaf_weight=77.021148853003979 15.103159122169016 10.42797491699457 4.5962874442338926 66.299940146505833 37.091466583311558 4.0437869951128951 3.7356343492865562 11.241366967558859 7.3897961378097525 7.885159656405448 17.760568156838417 42.117622688412666 6.0444832220673552 52.333547629415989 6.4421713873744011 19.437951236963272 11.770293071866034 8.0957684516906721 23.558655686676502 29.514542937278748 5.3197917491197577 49.047060377895832 6.0333663970232001 24.097536750137809 4.6259921640157691 5.1219937950372687 12.637534417212008 6.094314068555831 49.071941331028938 79.463741913437843
leaf_count=972 37 119 51 152 115 13 28 103 40 18 145 118 56 575 32 47 38 64 208 90 39 121 28 95 41 52 119 38 139 341
internal_value=4.72685e-05 -0.00730372 -0.00438208 0.00491076 0.00676849 0.00309136 -0.0152887 -0.00116951 0.00921286 2.13081e-05 -0.000959397 0.00434587 0.00124498 -0.0114636 7.39583e-05 0.000481039 0.0022408 -0.000315106 -0.0027959 0.00212032 0.00993086 0.00755677 0.00370671 -0.00423164 -0.00108827 0.000127327 0.000900583 -0.000677354 0.00578878 0.00109449
internal_weight=703.425 280.085 203.064 423.339 304.918 121.757 7.77942 139.692 183.162 129.264 121.379 113.977 71.8595 63.372 11.0385 110.138 92.3772 72.9393 61.169 37.6103 175.772 109.472 60.4251 34.768 28.7235 118.421 113.299 98.1956 55.1053 85.5581
internal_count=4034 2462 1490 1572 985 466 41 832 519 713 695 425 307 658 83 592 447 400 362 154 479 327 206 192 136 587 535 498 167 379
is_linear=0
shrinkage=0.0130702


Tree=19
num_leaves=31
num_cat=0
split_feature=16 13 0 3 18 16 10 9 17 3 13 2 13 16 10 2 4 15 16 9 9 17 12 10 0 7 7 5 10 16
split_gain=151.861 37.1321 28.3221 22.7562 16.4034 20.1661 23.2117 17.0867 12.2848 13.9045 11.341 9.55526 10.6105 12.5248 9.09732 8.75404 13.4468 8.89483 8.81024 9.86301 14.5711 9.99766 8.39214 7.76504 8.2066 7.50952 7.45653 7.81755 10.1164 10.9337
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.499196860750018 13.843998451900001 22.604947139800004 62.165217350350012 196.26893085885004 241.79519611995002 76.825379535700009 109.63263410155001 315.94243452415003 116.72209819155002 21.094950670800003 68.34060567600001 82.82761181390002 191.03149642590003 18.563284541500003 14.224966735800002 206.22988073345002 216.65333892300001 200.79056394860001 156.64017958600002 62.030794443850006 86.420486603250012 20.873561687950005 21.725272673150005 29.996566321350006 60.613977009100005 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=1 -1 -3 4 22 6 -6 10 9 -4 -8 12 -5 -14 -12 -11 -17 -18 -19 21 -21 -20 -2 -24 -25 -15 -27 28 -28 -30
right_child=3 2 8 11 5 -7 7 -9 -10 15 14 -13 13 25 -16 16 17 18 19 20 -22 -23 23 24 -26 26 27 -29 29 -31
leaf_value=-0.014356353773475886 0.011848439562160166 -0.0099382959659514349 -0.014479357450987246 0.010742374140793537 -0.018211412572464829 0.012619118260470517 -0.021064123346899333 0.0051154651789974354 0.014512249318869802 0.0072374822847574433 -0.013249431596942618 -0.016260021990128954 -0.015270604003304546 0.012530719149130162 0.0090782609473611872 -0.017617823164550944 0.0081308997840864455 -0.017225342923079232 0.0079409685032275391 -0.016731360207195255 0.0027805039483198481 -0.0093739959434634736 0.010720088190237774 -0.011042297330057406 0.0048009305739750664 -0.015678238572548998 -0.017848038358625799 0.016135201724938292 -0.0015954493271294057 0.010028895378383165
leaf_weight=78.083481676876545 91.038704112172127 81.414821237325668 11.504312008619307 15.204380586743353 8.8458200916647893 30.204606011509895 6.6897657960653332 86.375619150698185 7.9607669860124579 20.532600842416286 5.0260602980852109 5.1834604144096366 8.1018527373671514 7.8513719439506522 6.4864895865321159 7.620869778096675 15.561839230358599 5.6674276515841475 22.513509288430217 11.721900500357153 12.039539664983748 6.71927236765623 29.35615111887455 6.1368577852845183 29.283445440232754 4.568603351712226 4.7749248370528212 4.7799465060234061 59.744777083396912 15.897704452276228
leaf_count=972 221 794 105 37 61 74 52 307 18 76 33 52 93 20 18 81 51 54 94 99 61 57 73 30 94 30 43 9 284 41
internal_value=4.64199e-05 -0.00705469 -0.00424968 0.00474111 0.00661053 0.00357375 0.00116498 0.00280395 -0.000448544 -0.00149437 -0.00816492 0.000302144 0.00101209 -0.000387304 -0.000669391 -3.52144e-05 -0.00185974 -0.000241788 -0.00246291 -0.000884148 -0.00684501 0.00396105 0.0094098 0.00598247 0.00205596 0.000847951 -0.000173882 0.000657521 -0.00026246 0.000847628
internal_weight=706.891 281.34 203.257 425.551 299.444 143.628 113.424 104.578 121.842 113.881 18.2023 126.107 120.924 105.719 11.5125 102.377 81.8444 74.2235 58.6616 52.9942 23.7614 29.2328 155.815 64.7765 35.4203 97.6173 89.766 85.1974 80.4174 75.6425
internal_count=4034 2462 1490 1572 963 545 471 410 696 678 103 609 557 520 51 573 497 416 365 311 160 151 418 197 124 427 407 377 368 325
is_linear=0
shrinkage=0.0124572


Tree=20
num_leaves=31
num_cat=0
split_feature=16 8 5 3 15 10 0 0 17 6 6 10 13 6 0 13 12 13 16 3 2 5 3 3 13 16 5 8 16 16
split_gain=190.757 42.1389 27.8551 25.4286 26.3683 17.1814 14.9904 14.8938 14.4265 13.3411 12.8858 12.0447 17.8182 11.1122 17.5168 11.3461 11.1106 10.5797 10.0028 9.13967 8.95437 8.73704 17.2029 12.0724 8.57125 11.6457 7.75698 10.0673 6.70438 6.5004
threshold=18.594956516900002 5.9453602998000008 23.545618314050007 76.825379535700009 29.593577021650002 66.964115113200009 91.937202686950016 86.692020874450009 168.81379805985003 16.465384711100004 16.405383309150004 71.015621515800021 104.79878638300001 14.845346859150002 96.163458868000006 109.49014582065001 216.11788648010003 117.64961624655002 17.874958200600002 93.499196860750018 315.94243452415003 14.250977471750002 81.105404879350019 77.69375151185001 116.72209819155002 21.094950670800003 29.996566321350006 8.6432548896500023 22.614947116400003 22.794946695500006
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 8 9 -7 10 -5 19 -4 -10 21 14 15 -8 -11 -18 -3 -2 24 -13 23 -23 -12 -26 27 29 -21 -27
right_child=2 3 7 4 -6 6 13 -9 11 16 20 12 -14 -15 -16 -17 17 -19 -20 28 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.014082911798227678 0.012337785762952155 -0.014442003003301351 -0.020914707512228271 -0.012215076708987572 -0.015202650687249259 -0.014876218181337201 -0.014385927083066923 0.011057318655968686 0.017809047166144735 0.0064672358426258337 0.010365425351848199 0.0091984565921907034 -0.014510939421290656 0.0099128858152625881 0.0096253858300735431 0.0045495045281612684 -0.020861571149420603 0.0094126660501858053 0.015862149714117722 0.0098926943080973762 -0.018531396463806402 0.010249061866770421 0.0063036160735942251 -0.01608356558066739 -0.016752557911869737 -0.0010676808789422652 0.013248654928029005 -0.015205309069657641 -0.0056052323685280431 0.016655085127602196
leaf_weight=124.22684019804001 158.82913286238909 40.19630366563797 6.7864578068256369 12.374883651733397 20.099168837070465 8.3536408543586713 16.190315261483196 15.842822067439554 9.1877823099493963 79.87445443123579 11.456837125122545 32.772150099277496 10.819244787096975 33.213828004896641 18.140839487314224 8.8160019144415838 5.4967883229255659 3.3517289310693741 2.0656725764274588 10.941097959876062 5.1760043352842322 4.0478171110153225 31.069110207259655 14.008654139935969 8.5992115661501867 25.088010504841808 7.0448439717292777 8.2623876333236677 9.3270253986120206 4.38553862273693
leaf_count=1280 383 418 56 114 197 53 119 42 22 236 29 108 92 90 47 34 42 9 5 30 47 15 96 115 92 128 16 69 41 9
internal_value=0.000171467 -0.0080894 0.00575448 -0.00387432 -0.00101664 0.00747666 0.00220485 -0.00079901 0.00147836 0.0091442 -0.00324484 0.00314123 0.00168772 0.00407346 -0.000421619 -0.00771022 0.00488536 -0.009394 -0.0129608 0.011254 -0.00153207 0.00382768 0.00024478 -0.0101804 -0.000174989 -0.00243726 0.000311698 -0.00210348 0.00276083 0.00156939
internal_weight=746.045 300.868 445.177 176.641 134.379 352.535 84.7146 92.6421 114.28 267.82 76.7993 101.905 92.717 76.361 43.1472 25.0063 88.723 8.84852 42.262 179.097 70.0128 81.8977 49.1256 18.0565 64.8368 53.38 44.7808 37.7359 20.2681 29.4735
internal_count=4034 2462 1572 1182 759 1084 343 488 562 741 446 448 426 290 200 153 287 51 423 454 390 334 226 130 343 314 222 206 71 137
is_linear=0
shrinkage=0.0134304


Tree=21
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 5 0 17 6 12 13 13 6 7 19 13 0 7 10 16 3 3 5 8 15 16 16 5 16
split_gain=298.882 53.6008 44.1669 28.2657 29.6494 23.9623 22.54 19.0337 17.6678 15.4165 16.2083 15.0696 14.0115 13.9702 13.4352 28.0523 12.528 21.2413 18.5125 12.1353 26.1554 11.6793 11.2152 10.9482 14.6925 9.02778 11.0163 6.65121 5.88233 5.6856
threshold=18.594956516900002 7.0445025401000008 23.626838821450004 103.48144189910001 30.046989284200006 66.964115113200009 20.769304081650002 86.692020874450009 168.81379805985003 16.465384711100004 216.11788648010003 111.98772342380001 117.64961624655002 16.405383309150004 28.8637720374 13.051052998800001 109.40142670235001 96.163458868000006 23.109894804950002 71.015621515800021 15.584963555600002 93.499196860750018 108.47659710545001 29.996566321350006 8.6432548896500023 46.074827201850006 22.604947139800004 22.614947116400003 13.8160216159 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 8 9 11 13 -3 21 -11 16 -12 -4 15 19 17 18 -7 -10 -21 -2 23 24 25 -15 -27 -23 -17 -18
right_child=2 3 7 -5 -6 6 -8 -9 14 10 12 -13 -14 22 -16 28 29 -19 -20 20 -22 27 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0099705906264043517 0.0091531973904985745 -0.0089637960020597634 -0.014085528231004779 -0.010314838715017512 -0.010797687740388192 0.009560946027570889 -0.014593785627741091 0.0093906117693304172 0.013001528047664145 0.005364197258140275 -0.01525266220588936 -0.010714969385106453 0.0070900858752864235 0.0037840902816016347 0.012200483613460336 -0.0015200244626667606 0.010329826867882627 0.0075445088025915038 -0.010398307663758868 0.0039406879588024715 -0.0090016101614878701 0.0068275208472049704 -0.009564180378317173 0.0061979613194648921 -0.011418645774733671 0.0056967605057040675 -0.011032226767325537 -0.0031613033048260982 -0.012332085535547512 0.0034930599248047573
leaf_weight=155.12124259769917 186.00761582702398 14.438714802265165 7.1315978318452826 33.326981626451015 22.117161780595779 4.7120931446552303 5.9951962754130355 12.425882518291472 7.934268429875373 85.30188313126564 5.813789635896681 5.7086610645055762 3.4816558212041855 24.030715487897396 8.2499694228172284 5.5000919997692135 23.590158686041832 17.617872938513756 15.34893638640642 66.715022817254066 14.802227996289728 11.146505311131479 10.653727598488329 17.254534818232059 10.104072935879229 4.6785252690315238 8.7946738228201848 9.6482917219400388 13.451474979519842 15.729555323719977
leaf_count=1360 397 115 55 304 189 10 45 28 14 239 42 39 9 81 14 29 46 42 111 224 100 30 93 54 76 16 67 42 113 50
internal_value=0.000165847 -0.00614484 0.00460978 -0.00296338 -0.00136424 0.00592174 0.00189773 -0.000773397 0.00022732 0.00710602 0.00416064 0.00309315 -0.00688407 -0.00230153 0.00136495 0.000540315 0.00411688 0.000487469 -0.00571012 0.00260272 0.00159057 0.00845332 -0.00118867 0.000187013 -0.00199153 0.000548263 -0.00522314 0.00219294 -0.00919423 0.00759483
internal_weight=826.833 341.657 485.176 186.536 153.209 390.102 88.7025 95.0737 131.092 301.4 94.5973 82.7073 9.29545 82.6478 116.653 108.403 76.9986 37.6789 20.061 89.4515 81.5173 206.802 75.5162 64.8625 47.608 37.5039 13.4732 20.7948 18.9516 39.3197
internal_count=4034 2462 1572 1102 798 1102 343 470 609 759 290 298 51 442 494 480 259 163 121 338 324 469 387 294 240 164 83 72 142 96
is_linear=0
shrinkage=0.00880808


Tree=22
num_leaves=31
num_cat=0
split_feature=16 8 3 10 15 9 16 9 13 6 10 3 15 16 16 16 15 10 8 4 5 3 7 9 12 2 18 4 4 12
split_gain=156.5 37.2362 22.9924 22.4845 22.7019 14.5806 14.0312 20.3124 14.0959 13.8665 13.7253 21.4986 12.846 12.8199 13.4555 25.249 12.2747 9.32638 12.4088 8.27774 7.47858 14.7598 7.72493 7.30489 7.5106 11.817 10.3308 9.25837 8.1771 15.6235
threshold=18.594956516900002 5.9453602998000008 93.846007959550022 81.479100559500012 31.385732506450001 192.57902085675002 22.704946905950003 187.45330412110005 117.63886241405002 13.200308423050002 70.206395618550019 83.538459487450012 46.074827201850006 18.404956961200003 17.809958352600002 15.969962655300002 27.063546193350003 60.613977009100005 9.5425530862500008 288.78964636655002 13.154029769200003 81.105404879350019 25.987500066900001 181.33671263215004 133.18488666030001 310.17567643235003 13.581061237400002 165.86037890555002 310.49012963040008 249.95920607160002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 10 4 5 -3 7 8 19 -5 12 -12 23 14 15 20 -13 18 -8 -4 -7 22 -22 -2 26 28 -25 -28 -26 -30
right_child=2 3 6 9 -6 13 17 -9 -10 -11 11 16 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.01224473456736974 -0.0031881726616689887 0.013750087840588109 0.0075583060844167417 -0.013335831243674115 -0.014957367562102978 0.013514879722225519 -0.017500492397845329 -0.017817937705151075 -0.012827342918306362 0.007804079060047593 0.008138430839676811 0.0079400400417907746 -0.0033517360742057502 -0.016268638907400833 0.010170553707048544 -0.014825302144324041 -0.01789399434004494 0.010866712146372135 0.0058020312584223981 -0.008572441501009425 -0.017128667069371915 0.0065555040914174138 -0.0016776894248209133 0.012833071659517444 0.0061982674303924373 0.014155463371616167 -0.0076390797455263663 0.007988020697865042 -0.02116376007963431 0.0035810419903923355
leaf_weight=115.20461992174387 9.1174567192792875 12.305108174681662 21.857817195355896 38.313395753502846 14.505926184356211 7.7427464351057997 5.073283150792121 13.399455502629278 9.9283730834722501 5.2326704710721961 16.640298701822761 3.5577242821454993 16.982037857174873 6.9457329139113417 18.509513102471828 16.280505165457726 11.714319311082361 18.904834374785423 10.223532631993292 6.0204259306192389 7.3017303869128254 27.307160995900631 14.019722342491148 77.168791994452477 125.71773000061512 24.334757722914219 7.0247918590903273 28.235708504915237 4.8441839814186123 17.330716796219349
leaf_count=1280 37 39 65 446 162 19 46 124 99 18 44 11 86 69 66 144 103 46 37 48 62 79 78 176 378 54 32 84 42 60
internal_value=0.000108742 -0.00690796 0.00475843 -0.0032584 -0.00063096 0.00125124 -0.000896187 -0.00493119 -0.00036386 -0.0107956 0.0061678 -0.00143962 0.00694903 -0.000316432 0.000898993 -0.00146312 -0.0118758 0.00514495 -0.00192639 0.0040748 0.00239598 0.00062561 -0.00696902 0.00754448 0.00788824 0.00628961 0.0103371 0.0048747 0.00499533 -0.00182455
internal_weight=711.745 283.669 428.076 168.464 124.918 110.412 85.4077 51.2061 37.8066 43.5461 342.669 31.9123 310.756 98.1071 91.1614 72.6519 15.272 34.2017 15.2968 27.8782 56.3714 48.6286 21.3215 293.774 284.657 172.227 112.429 35.2605 147.893 22.1749
internal_count=4034 2462 1572 1182 718 556 465 336 212 464 1107 158 949 517 448 382 114 129 83 113 238 219 140 863 826 534 292 116 480 102
is_linear=0
shrinkage=0.012181


Tree=23
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 5 17 0 6 13 12 13 0 15 6 10 13 13 3 7 16 3 5 8 15 16 16 19 16
split_gain=253.585 48.6401 36.6502 29.6426 27.0955 21.2373 18.2759 16.2612 16.2138 14.9671 14.5607 13.8231 12.509 22.888 20.1108 12.3758 12.0519 21.586 11.848 11.3332 9.8948 22.2615 9.86022 9.32479 12.8386 8.10572 10.1746 7.56758 8.31825 6.34535
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 103.48144189910001 30.046989284200006 66.964115113200009 20.769304081650002 168.81379805985003 86.692020874450009 16.465384711100004 111.98772342380001 216.11788648010003 109.34496908160001 96.163458868000006 27.437241680050004 16.405383309150004 71.015621515800021 104.79878638300001 117.64961624655002 93.499196860750018 28.8637720374 15.584963555600002 108.47659710545001 29.996566321350006 8.6432548896500023 46.074827201850006 22.604947139800004 19.199955102150003 13.851117550450002 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 7 9 10 -3 15 19 12 -11 13 14 -7 -4 -9 20 -13 -2 21 -18 23 24 25 -17 -27 -14 -29 -21
right_child=2 3 8 -5 -6 6 -8 16 -10 11 -12 18 27 -15 -16 22 17 -19 -20 29 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0075876106025501589 0.006754859399603767 -0.0067131898154011984 -0.010392643008976755 -0.0075042009166103795 -0.0080377184612841074 0.0044252039201654108 -0.010549495247357599 0.0085909422934007627 0.0068303526358326041 0.0037503967242873675 -0.0083370873650104003 -0.011223283600712231 0.0079945332934147698 0.0056367814943369477 -0.010401053258615315 0.0028324134797650807 0.0028498091599675388 -0.0080499508571925116 0.0048899246535009638 0.0049453947673056562 0.0090527000214243643 -0.0054703283106427303 -0.0070705920140909442 0.0045240314898399294 -0.0083319173527609935 0.0042388439642034549 -0.0082890247236684159 -0.0039493214356990389 0.0059877188044923958 -0.0026456606311976087
leaf_weight=136.6803857460618 177.94854252040386 13.593771554529665 6.8290287330746642 39.309262044727802 20.908290684223175 6.518262371420863 5.6252667978405944 9.3029701560735685 12.092911168932913 83.527123898267746 5.7209618240594855 5.5951735675334913 23.766630887985229 17.388822868466377 12.136505343019961 23.6724838539958 65.469107858836651 12.091316550970076 3.4008626043796539 10.961286976933481 7.6244419813156119 19.3002919703722 10.065653465688227 16.842779763042927 9.7543938308954221 4.6602482274174681 8.4596419408917409 6.5657142251729992 9.6342905908822996 9.5519627630710584
leaf_count=1280 397 115 55 381 189 19 45 23 28 239 39 42 47 42 97 81 226 97 9 30 14 137 93 54 76 16 67 30 24 42
internal_value=0.000134202 -0.00449849 0.00332568 -0.00224784 -0.000854463 0.0042644 0.00132045 0.000324587 -0.00051892 0.0051482 0.00213741 0.00288678 0.00292579 1.74565e-05 -0.00522053 -0.00162591 0.00116536 0.000504213 -0.00513184 0.00620247 0.00162367 0.000955481 -0.000810882 0.0001831 -0.00138765 0.000453413 -0.00383907 0.00554864 0.00196033 0.00141063
internal_weight=794.998 324.28 470.719 187.599 148.29 378.341 87.3565 127.382 92.3771 290.985 81.7312 92.5232 76.0102 36.0436 18.6548 80.2842 113.788 104.485 8.99604 198.462 92.3938 84.7694 73.4552 63.3895 46.5468 36.7924 13.1199 39.9666 16.2 20.5132
internal_count=4034 2462 1572 1182 801 1102 343 612 470 759 298 290 259 158 116 442 497 474 51 469 377 363 387 294 240 164 83 101 54 72
is_linear=0
shrinkage=0.00680823


Tree=24
num_leaves=31
num_cat=0
split_feature=16 8 3 10 15 10 6 16 9 16 16 16 6 0 8 18 3 15 6 3 6 4 6 17 16 5 16 10 0 7
split_gain=168.719 38.1879 24.5934 22.7453 22.6025 17.2142 14.1894 12.5307 12.4964 12.5387 12.1333 25.1818 11.0183 10.6172 10.5272 10.3528 9.82887 9.7547 8.10452 8.0293 18.7958 7.86814 7.52913 7.22593 6.47144 6.29309 7.81322 6.29306 8.62657 9.20011
threshold=18.594956516900002 5.9453602998000008 93.499196860750018 81.479100559500012 31.385732506450001 66.964115113200009 13.200308423050002 19.974953289850003 192.57902085675002 18.404956961200003 17.809958352600002 15.969962655300002 14.825346391850003 96.163458868000006 8.9430209551500024 14.493864790000002 108.47659710545001 46.683480308100009 14.955349429350003 81.105404879350019 12.350288562550002 248.34582299520005 16.455384477450004 195.00249838555001 15.404963976500001 18.280220412300004 19.144955230800004 61.907125369850007 85.791387400750025 23.165384528550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 8 14 -5 12 -3 10 11 19 13 15 17 -7 21 22 -9 20 -10 -4 -2 24 -21 -14 -27 -23 -29 -30
right_child=2 3 16 6 -6 7 -8 18 9 -11 -12 -13 25 -15 -16 -17 -18 -19 -20 23 -22 27 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.0098428372998626557 0.0087781228312643882 0.0099680550624945997 0.0030053650177624901 -0.010665923755592655 -0.011914256517620661 0.0026022495420048512 0.006083748290913564 0.0037958242233943284 0.0056738737162704478 -0.012836013056308597 0.0075660337781845739 -0.01170780611370658 0.011524931174116517 0.0059462759585033236 -0.0030532235573502522 -0.010135264026374307 -0.0093946771678417897 -0.0031767015561970902 -0.015051143089462067 -0.0057276024801660571 -0.0099769352997319261 0.0018585873675321511 0.0044048259803070814 0.010773087446135384 0.0070174865564021343 0.0075461182384719758 -0.0051566838530914989 -0.012716920534114762 -0.010395169971953297 0.0057793402429862258
leaf_weight=117.55771256238222 154.93912031501532 12.620366573333738 75.304947786033154 39.077022045850754 14.607346683740614 10.801478967070581 5.3970124348998061 3.2285901606082898 15.336440764367582 6.9167218580842009 19.051749981939793 16.335834659636021 15.713346950709818 14.850992426276205 9.5807222351431829 13.411170504987238 8.9638356864452344 7.9810295030474654 6.3403438702225685 7.1048778071999568 13.552133038640021 19.482503317296505 48.452623315155506 13.332403108477591 7.8763235509395599 13.880253180861475 6.7465860694646826 9.4675683453679103 5.5023096501827231 8.2275197207927686
leaf_count=1280 384 39 268 446 162 42 18 11 52 69 66 144 31 40 38 109 95 40 49 33 106 91 152 27 20 36 31 98 32 25
internal_value=0.000139068 -0.00559336 0.0039631 -0.00267551 -0.000584778 0.00544987 -0.00863332 0.00174601 0.000891172 -0.000260046 0.000679415 -0.00110473 0.00307064 -0.000499429 0.00687427 -0.00445295 0.000380235 0.00732425 -0.00869211 0.00192331 -0.00166819 0.00112288 0.0077363 0.00558775 0.000973091 0.00690825 0.00339131 -0.0021986 -0.00560607 -0.00070269
internal_weight=721.641 288.766 432.875 171.208 126.734 305.926 44.474 84.9728 112.127 99.5065 92.5898 73.538 75.4038 39.0636 220.953 24.2126 126.949 211.373 9.56893 57.2022 28.8886 117.985 203.392 28.3136 14.9812 36.3402 20.6268 42.6799 23.1974 13.7298
internal_count=4034 2462 1572 1182 718 963 464 349 556 517 448 382 289 191 614 151 609 576 60 238 158 514 536 80 53 98 67 246 155 57
is_linear=0
shrinkage=0.00968298


Tree=25
num_leaves=31
num_cat=0
split_feature=16 13 0 3 10 18 10 16 18 8 17 5 0 0 7 4 15 2 13 16 16 7 7 5 10 16 0 17 17 6
split_gain=145.501 35.831 26.5825 21.6615 15.3046 11.5036 13.4623 11.7976 14.1319 9.94854 9.83002 10.5013 10.7471 9.18686 29.4841 8.97672 8.89788 8.67155 9.88542 12.268 7.62657 7.34786 7.75006 7.35752 9.43816 10.5641 14.604 8.50595 7.34689 7.31609
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.499196860750018 66.590419433100024 17.323446153950005 81.479100559500012 15.584963555600002 14.395252042950002 8.9430209551500024 181.79266834725004 20.769304081650002 91.937202686950016 94.165934477050016 24.876210878000006 342.39448800975009 46.683480308100009 315.94243452415003 116.72209819155002 21.094950670800003 19.199955102150003 20.873561687950005 21.725272673150005 29.996566321350006 60.613977009100005 22.704946905950003 85.667718326750006 193.31651039250002 192.20712075930001 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 9 6 7 -4 -9 16 -6 12 -12 20 -15 -7 29 18 -5 -20 -14 -21 -23 24 -24 26 -26 28 -28 -2
right_child=3 2 5 17 10 15 -8 8 -10 -11 11 -13 13 14 -16 -17 -18 -19 19 21 -22 22 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.016608237904296056 0.012724451083442605 -0.011373619989501104 0.0031850066093553862 0.012285878975148063 0.017157713453538861 0.014452682633843673 -0.018211431827116868 0.010759403305222907 -0.012901883074293012 -0.0047201101588598797 -0.013290496795738202 -0.018151728313539027 0.016714007705766382 -0.023646486111192314 0.0077992814369142269 -0.0068191083613864485 -0.0046148536092391152 -0.018507780345707648 -0.017745257028765303 0.014688942676823703 0.0023564498658146379 -0.018619773536201582 -0.020375112526351102 0.018673406487194181 -0.015957371760220235 0.011634253990378761 0.0011124984336530308 -0.017196112457532071 0.016821575636641412 0.0061547773620169522
leaf_weight=75.297551639378071 145.9704087600112 79.490480318665504 56.668728895485401 15.046756058931349 8.6861490681767446 16.346006587147716 10.534485213458536 6.7925828769803074 25.179111078381538 9.5472865775227529 8.2240776792168599 5.7233844473958007 16.64364963024855 8.8629207313060778 22.015099607408047 5.6601280421018592 7.9411617890000334 4.8998254686594001 7.9259689897298804 7.7492583096027365 14.824197955429552 4.5397593528032294 4.6005856469273558 4.6662467718124381 12.144527502357958 15.929424256086348 35.459261290729046 4.4666294232010832 7.6750307977199546 47.649918645620346
leaf_count=972 378 794 235 37 18 41 121 36 230 38 50 47 35 79 72 33 40 52 93 20 54 30 43 9 105 41 132 31 16 152
internal_value=0.000171272 -0.00804488 -0.00483167 0.00555458 0.00770054 -0.00054039 -0.00265321 -0.000804188 -0.0078749 0.00980043 0.00248392 0.000813285 0.00235139 0.00441472 -0.0012266 0.00898143 0.0104882 0.000475638 0.00124945 -0.000329736 0.0099503 0.00108993 -8.7772e-05 0.000902682 -0.000130294 0.00110047 -0.00170806 0.0019274 0.00390767 0.0111077
internal_weight=697.161 275.969 200.672 421.192 296.088 121.181 99.1749 88.6404 31.9717 211.109 84.9795 76.2933 70.5699 62.3459 30.878 22.0061 201.561 125.103 120.203 105.157 31.4678 97.2307 89.4815 84.9417 80.2755 75.6749 59.7454 47.6009 43.1343 193.62
internal_count=4034 2462 1490 1572 963 696 622 501 266 608 355 337 290 240 151 74 570 609 557 520 89 427 407 377 368 325 284 179 148 530
is_linear=0
shrinkage=0.0145577


Tree=26
num_leaves=31
num_cat=0
split_feature=16 13 5 3 10 16 6 15 9 3 17 3 17 19 10 16 3 6 15 4 5 16 2 13 16 6 10 18 6 17
split_gain=123.483 33.5154 23.5068 18.3969 13.6967 20.813 13.3303 11.1037 10.9674 11.9515 9.51867 13.0683 9.01156 11.4515 12.0386 12.1114 14.9357 8.54805 11.3583 9.00903 10.036 8.02052 7.60736 8.39955 10.8359 7.42471 9.18569 6.68251 6.46958 11.9513
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 64.407391431150018 20.959950986500004 5.1651206822000004 46.074827201850006 68.722917647950013 93.846007959550022 241.79519611995002 76.825379535700009 179.91109285790003 11.950964240300001 71.322105742700003 15.969962655300002 80.215525238150022 15.255356438950001 30.046989284200006 191.71186625420003 20.769304081650002 22.494947397000004 315.94243452415003 116.72209819155002 21.094950670800003 16.465384711100004 62.025417527550012 17.551307094650003 16.375382608200002 192.20712075930001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 7 17 -3 21 9 -4 11 -8 -13 -14 -15 16 -16 18 -6 -20 -21 -2 23 -5 -25 -23 -27 -17 29 -26
right_child=3 2 8 22 5 -7 10 -9 -10 -11 -12 12 13 14 15 27 -18 -19 19 20 -22 25 -24 24 28 26 -28 -29 -30 -31
leaf_value=-0.013825222875556245 0.013542544856126401 -0.014862803658378899 -0.014942041090367284 0.0098142662409818962 0.0060996177753195576 -0.021024808234829023 -0.013693096781256677 -0.0052934958448370099 -0.012789899621524719 0.011889341397515456 0.013743308196346636 -0.0077061589241575208 0.010691951381636984 0.011285163114749369 -0.013178052636832636 -0.012048065855488279 0.0060076986660726906 0.0083429034545185639 -0.018275678546288462 0.0022466192925509301 -0.018297787697591009 0.0093122613889668835 -0.015330872737747197 -0.014767125359405038 -0.023871947789303318 0.0081750557850579705 -0.0052777579769267523 0.008353083913397525 0.0018423167775599007 0.0061372050648607632
leaf_weight=69.450196109712124 44.948941178619862 9.8052956089377385 4.2429739236831647 14.432158596813677 35.996324189007282 5.320530377328395 10.823540441691874 8.6206379905343038 48.719489693641663 6.3183008655905724 7.3681190311908713 16.969983734190464 18.838894858956337 11.776143804192541 7.8692455589771262 19.83708027005196 29.321666210889816 42.848757617175579 5.5798687860369673 22.83273067325354 4.3242736533284178 83.51899566501379 4.5404234901070586 7.3125706091523162 4.2926182299852353 17.674571879208091 13.835995964705942 2.8017120212316504 86.826355017721653 3.8484218046069145
leaf_count=972 104 119 51 37 115 32 103 45 575 32 18 145 47 38 64 199 90 127 56 95 41 234 52 93 32 47 67 9 379 16
internal_value=0.000132669 -0.00645043 -0.00381971 0.00440768 0.00612146 0.00286888 -0.000976828 0.00837672 -0.0103136 0.00110988 0.000107162 -0.000742586 0.00056236 0.00211377 -0.000143081 -0.00239248 0.00194817 0.0040082 0.00130592 -0.00396507 -0.00102471 0.00911336 0.000372395 0.000983295 -0.000262794 0.00738261 0.00226805 -0.00952328 0.000854051 -0.00968606
internal_weight=670.897 264.143 194.692 406.754 285.502 116.902 135.412 168.599 59.2808 10.5613 125.606 118.238 107.415 90.4447 71.6058 59.8297 37.1909 111.582 68.7332 32.7369 27.157 159.979 121.253 116.712 102.28 115.03 31.5106 22.6388 94.9674 8.14104
internal_count=4034 2462 1490 1572 963 466 832 497 658 83 713 695 592 447 400 362 154 434 307 192 136 452 609 557 520 348 114 208 427 48
is_linear=0
shrinkage=0.0123654


Tree=27
num_leaves=31
num_cat=0
split_feature=16 8 5 16 15 10 16 6 0 6 12 6 15 2 5 9 16 10 0 3 3 17 0 0 19 15 5 0 14 2
split_gain=150.974 38.0729 22.6234 21.7685 20.7057 15.0808 13.2818 13.2623 12.797 12.4762 15.5775 11.5335 10.9314 10.4409 10.7194 9.94883 13.8782 11.7134 9.67314 9.53835 9.39388 11.4667 8.24426 11.8786 7.88421 15.716 11.4181 8.85829 7.23337 7.02718
threshold=18.594956516900002 5.9453602998000008 23.545618314050007 12.604970524100002 31.385732506450001 66.964115113200009 19.974953289850003 13.200308423050002 86.692020874450009 16.455384477450004 222.91560472515002 16.405383309150004 30.046989284200006 90.745765132650021 20.769304081650002 183.49441567960005 18.404956961200003 71.015621515800021 96.039789794050009 93.499196860750018 76.825379535700009 241.79519611995002 94.165934477050016 95.469836670350006 12.651020723000002 24.006097767650004 13.8160216159 97.674372337300014 271.76753865565007 315.94243452415003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 7 15 9 12 -3 11 19 -11 -4 22 -14 -15 -5 17 -17 -19 -2 21 -20 -7 -24 -22 -26 -27 -28 -8 -13
right_child=2 3 8 4 -6 6 28 -9 -10 10 -12 29 13 14 -16 16 -18 18 20 -21 24 -23 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.011253717855655926 0.0099092557810933537 -0.013455623033625045 -0.016992499078287999 0.019260185975750695 -0.013607125712651241 0.010862969306645976 -0.018223917406316226 0.0055637462698178699 0.008787080507217368 0.0051781163902786028 -0.011368545354396681 -0.00020325497112077539 -0.017438485664404632 0.0038900222792634673 -0.015925553902329831 0.01561526310916973 -0.01485344226317655 -0.017115101907149488 -0.012271594484567093 0.0014658491927751899 0.0052900907434583139 0.011667061783999455 -0.012008288964482786 0.0088197783162268124 -0.011498652866534682 0.015073658043723077 0.0072107410654291201 -0.014327622922489494 0.0024232747091485129 -0.014619330760898377
leaf_weight=112.626021258533 145.65341102331877 30.325938612222672 6.3647454604506484 3.5959725230932227 13.932210288941858 25.763265416026115 6.1220324710011464 5.4526381939649573 15.139295510947703 82.23538801074028 7.8574511483311644 62.836970813572407 4.5821319520473507 22.797561436891559 4.0531863868236533 6.7574160024523726 7.1460368409752837 3.8479546904563895 11.739203505218027 19.074697159230709 50.164399042725563 3.2126800790429106 5.8806130290031424 8.3572589829564077 12.66064888238907 7.7659075856208828 4.9700896143913251 4.6678570285439491 3.2874793633818626 4.5726340264081946
leaf_count=1280 372 381 56 12 162 59 47 20 42 248 51 343 44 86 38 12 73 32 113 70 175 17 35 21 101 18 19 47 13 47
internal_value=0.000204528 -0.00621355 0.00441996 -0.00279887 -0.000671191 0.00575384 0.00152871 -0.0105571 -0.000615693 0.00709429 0.003735 -0.00254524 0.00318038 -0.00177431 0.000898812 0.000875441 0.000290036 0.001313 0.000337062 0.00893155 0.00104262 -0.00712795 0.00707376 0.000217243 0.00256532 -0.00198111 0.00494255 -0.00322073 -0.0110102 -0.00118115
internal_weight=703.443 278.865 424.578 166.239 130.46 335.664 80.8435 35.7786 88.9136 254.821 90.0928 73.7744 71.434 31.4329 26.8507 116.528 112.932 105.786 99.0287 164.728 95.1808 14.9519 40.0011 14.2379 80.2289 30.0645 17.4039 9.63795 9.40951 67.4096
internal_count=4034 2462 1572 1182 781 1084 343 401 488 741 299 446 283 168 124 619 607 534 522 442 490 130 115 56 360 185 84 66 60 390
is_linear=0
shrinkage=0.0112276


Tree=28
num_leaves=31
num_cat=0
split_feature=16 8 5 0 15 10 16 0 6 17 6 15 12 13 2 10 19 7 7 9 18 3 5 17 13 0 0 9 0 9
split_gain=188.855 42.6723 28.8854 24.5722 21.9607 17.2266 14.6809 14.2162 12.5546 12.3338 12.0559 11.7759 11.7309 10.9363 10.5259 10.0328 12.7269 19.8271 8.98616 8.80574 12.2682 8.55727 8.49284 10.2234 8.16397 7.45922 12.0426 6.8489 8.56923 9.99649
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 103.48144189910001 31.385732506450001 66.964115113200009 19.974953289850003 86.692020874450009 16.465384711100004 168.81379805985003 16.405383309150004 30.046989284200006 216.11788648010003 117.64961624655002 90.745765132650021 70.206395618550019 12.651020723000002 28.8637720374 25.350214218950004 206.75106037490002 15.625782642300001 93.499196860750018 17.324237253850004 192.00947391610003 113.62230596715001 94.165934477050016 95.469836670350006 227.07958281845004 85.791387400750025 66.346857137250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 9 8 11 10 21 -3 -4 25 -10 -14 -13 -11 19 22 -8 -17 -21 -2 -18 -24 -12 -7 -27 28 29 -26
right_child=2 3 7 -5 -6 6 18 -9 12 15 24 14 13 -15 -16 16 17 -19 -20 20 -22 -23 23 -25 27 26 -28 -29 -30 -31
leaf_value=-0.010666711324418245 0.0093137108173237011 -0.009115518665948447 -0.015767117119791698 -0.010496387058892508 -0.012579041814837703 0.010143233742589765 -0.016835760061768242 0.0097063039171897385 0.0050971475836139365 0.01609912836011371 0.01333336224974728 -0.015246739420337599 -0.016266322754569049 0.0072368184424042078 0.0011115243664892008 0.0075774177208307687 -0.0089641063906778333 0.012930988247434529 0.003831683385695615 -0.013113167973635105 0.003371110488048795 0.0022921176013420185 0.0087844550829877174 -0.010316644206522119 0.0055321561363104879 -0.01013873002208154 0.0086832148243287215 0.011874855644501491 0.0035448151418365458 -0.0072432802656379556
leaf_weight=121.34451579302549 163.32548733055592 12.409395612776278 6.4083080664277068 34.4229706376791 14.87707696855068 26.392973408102989 6.5724147558212263 11.62835246324539 80.832999311387539 4.7396717444062224 3.8143121004104605 4.796616554260253 5.4113895595073682 3.3145783245563507 27.490579918026924 33.019258014857769 27.476309783756733 6.8652288615703574 3.2715179771184921 5.9995158910751369 21.43547286093235 20.255486160516739 7.3820885717868787 4.8015445396304131 7.6569195091724387 5.922479234635829 8.7345020025968534 3.492460921406745 16.277252614498138 37.520232044160366
leaf_count=1280 397 117 55 381 162 59 49 28 239 11 7 44 42 9 124 99 210 14 11 45 81 72 23 39 34 35 21 7 55 284
internal_value=0.000288384 -0.0060319 0.00449279 -0.00278902 -0.000880382 0.00577679 0.00171691 -0.000778275 0.00701317 0.000521728 -0.00240019 0.00328525 0.0038855 -0.0073386 -0.00131867 0.0015922 0.00094948 -0.00305672 -0.00996717 0.00403263 -0.000233691 0.00853898 -0.00582423 0.00125675 -0.00115444 0.0069064 0.00107779 -0.0020053 -0.00279411 -0.00507802
internal_weight=737.892 294.773 443.119 173.429 139.006 356.321 83.1811 86.7978 273.14 124.128 75.1695 73.3372 89.559 8.72597 32.2872 111.719 106.979 46.5252 9.84393 60.4542 27.435 183.581 39.6599 12.1836 68.7612 41.05 14.657 64.9469 61.4544 45.1772
internal_count=4034 2462 1572 1182 801 1102 343 470 759 639 442 283 290 51 168 522 511 286 60 225 126 469 272 62 387 115 56 380 373 318
is_linear=0
shrinkage=0.0101895


Tree=29
num_leaves=31
num_cat=0
split_feature=16 8 16 5 15 10 6 0 6 2 0 6 9 16 10 17 19 0 9 18 15 17 3 5 15 5 16 17 7 13
split_gain=121.927 32.8015 19.123 18.4364 18.0813 12.3484 11.7073 11.1622 10.8605 14.806 10.8599 10.8566 9.23056 12.2456 10.0838 8.93608 13.667 12.9258 8.72845 9.62092 8.32471 7.87199 7.40726 7.39393 6.81503 6.78437 7.66848 6.7194 10.0527 6.50795
threshold=18.594956516900002 5.9453602998000008 12.604970524100002 23.545618314050007 31.385732506450001 66.964115113200009 13.200308423050002 86.692020874450009 16.465384711100004 198.51835910855002 91.937202686950016 16.405383309150004 183.49441567960005 18.404956961200003 71.015621515800021 241.79519611995002 12.651020723000002 103.33357670195001 206.75106037490002 15.625782642300001 29.037712645600003 199.84861692095004 93.499196860750018 20.769304081650002 24.006097767650004 13.955288807050001 15.524963695900002 196.31479727660005 24.312940751750002 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=1 -1 6 5 12 8 -3 11 22 -10 -7 -5 -4 14 -14 16 17 18 -16 -20 21 -12 -2 27 -18 -26 -27 28 -22 -13
right_child=3 2 4 7 -6 10 -8 -9 9 -11 20 29 13 -15 15 -17 24 -19 19 -21 23 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.015138052692956495 0.012884172417143945 -0.018589180785998388 0.026435015204092808 -0.023729368290453256 -0.018764501039788946 -0.015310769510604538 0.0072464427657035427 0.011725287018509856 0.0065662678752144996 -0.017469815885643787 0.015603432975037631 0.019802166142548844 0.020771839114153281 -0.020505014966501051 0.011265275130576676 0.01700491717923449 -0.016959890659496463 -0.019835888620188154 -0.019676448655574691 0.0046433533970587273 0.0034151986100906429 -0.0033867910919523382 0.0025004595634662238 -0.021563615310130416 0.016935001420059027 0.013646771391940066 -0.015583435535996016 0.0054183006100657367 -0.029958718973165946 -0.0027430961899983035
leaf_weight=103.4236121699214 139.28989518433809 27.419807955622673 3.5220801830291739 6.0627389773726454 12.667402490973471 8.2124604955315572 5.2412576973438254 14.65004889667034 77.46564194560051 7.0111227780580512 20.743727773427967 3.3886950910091391 6.5338855683803549 6.6131159216165534 31.328774027526379 7.5184662267565718 15.388186074793341 5.3571101427078238 5.6234076693654087 14.876114174723623 5.6204272583127004 7.440278246998786 19.668175362050533 3.8188939690589896 3.6145945638418189 3.0532569885253897 8.5758960619568807 28.312249176204205 3.7917115390300751 61.620425015687943
leaf_count=1280 383 381 12 56 162 53 20 42 239 48 49 7 12 73 94 29 135 62 45 57 22 32 71 39 13 8 79 117 31 383
internal_value=0.000246653 -0.00820932 -0.0036547 0.00566295 -0.000828369 0.00740377 -0.0144432 -0.000863445 0.00916053 0.0045714 0.00191675 -0.00345836 0.00120015 0.000380859 0.00173672 0.000432134 -0.000986742 0.00358641 0.00600741 -0.00202803 0.0039458 0.0105902 0.0115994 -0.00056194 -0.00952417 -0.00201799 -0.00790899 0.00156409 -0.0100296 -0.00156789
internal_weight=667.853 260.757 157.333 407.096 124.672 321.375 32.6611 85.7219 243.435 84.4768 77.9397 71.0719 112.005 108.483 101.87 95.3358 87.8173 57.1854 51.8283 20.4995 69.7273 28.184 158.958 41.5433 30.6319 15.2437 11.6292 37.7244 9.41214 65.0091
internal_count=4034 2462 1182 1572 781 1084 401 488 741 287 343 446 619 607 534 522 493 258 196 102 290 81 454 209 235 100 87 170 53 390
is_linear=0
shrinkage=0.0158389


Tree=30
num_leaves=31
num_cat=0
split_feature=16 13 0 0 7 10 0 15 15 3 4 18 10 17 16 3 7 13 5 9 12 2 15 7 9 17 13 13 6 18
split_gain=103.729 30.9015 20.3471 16.2612 12.2412 10.2024 16.9345 9.77079 9.5802 9.19396 9.16242 14.4606 12.3107 8.76955 6.81778 6.55301 31.0872 9.0679 18.2262 6.45375 6.96716 10.848 9.14909 6.41917 11.5633 8.08642 11.26 6.44425 6.06134 5.53368
threshold=18.594956516900002 95.862351557400004 95.620390325650007 85.732241321850012 22.721067571950005 70.206395618550019 96.163458868000006 46.074827201850006 27.063546193350003 108.47659710545001 363.87426917165004 17.323446153950005 81.479100559500012 206.50651863080003 22.824946625350005 103.00289635185001 19.078733418100004 108.49810477050001 19.234448447350001 181.33671263215004 133.18488666030001 310.17567643235003 33.235275174000002 23.109894804950002 194.82237869650001 204.49254535040004 117.38883580790001 115.12515406205002 16.285380505300001 15.625782642300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 15 4 9 7 8 19 -7 -2 11 12 13 29 -6 16 -3 -18 -19 -5 22 23 -21 24 -22 -25 27 -27 -9 -4
right_child=3 2 10 5 14 6 -8 28 -10 -11 -12 -13 -14 -15 -16 -17 17 18 -20 20 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.014040019112602938 0.0032172610011847644 0.034010181987344026 -0.0010099110722600411 -0.0034490026568785004 -0.017621605120812893 0.0070844135816811437 0.0074854178049582106 -0.015520687754762619 -0.017859326720533291 -0.011577375561006301 -0.012910553221175429 0.011940919921457158 -0.015564878828427907 -0.010332442472472822 0.0014339708422451533 -0.015130419896622135 -0.013036057917643798 0.012473991145336023 -0.015179892205051195 0.0050182892547890471 0.003571465684540968 0.014148079876645533 0.01289151872533042 0.0073522902224045844 -0.015273278047870766 -0.0040027482688331029 -0.018114347842332009 0.012445112070186531 0.0016452376362958939 0.0063830609164100809
leaf_weight=63.410363432019949 56.869112804532051 2.9207805320620528 40.657601453363895 9.6044080108404142 9.8559013940393907 3.3203033059835461 15.769480392336844 4.7431011125445393 10.59665924310684 7.8485889360308638 8.7384484298527223 16.044308662414551 8.9089453108608705 10.952084951102732 4.4860131815075865 20.679565347731113 31.457235604524612 7.9709968715906125 7.6870410293340683 39.449326410889626 21.264426179230217 20.996327452361584 62.831588216125965 88.792771965265274 7.1418683901429167 8.2026534602046031 5.0782010555267325 7.4756525605916968 11.730032600462435 28.121841013431549
leaf_count=972 233 7 239 40 100 11 44 33 103 95 79 44 119 106 29 275 388 21 103 135 72 54 159 276 38 39 39 18 54 109
internal_value=0.000181571 -0.00632518 -0.00366849 0.00424852 -0.000950514 0.00554517 -0.00160631 0.0062841 -0.0119083 0.00142305 -0.000305228 0.000746988 -0.00127916 0.000317078 -0.0116612 -0.00906293 -0.00655528 -0.00907002 -0.0011022 0.00686687 0.00724614 0.00556752 0.00985485 0.00426159 -0.00116645 0.00566908 -0.00153138 0.00383984 -0.00329734 0.00201285
internal_weight=643.606 247.549 184.139 396.056 79.0596 316.997 29.6864 287.31 13.917 64.7177 113.423 104.685 88.6405 79.7315 14.3419 70.7156 50.0361 47.1153 15.658 270.837 261.233 158.952 102.281 137.956 28.4063 109.549 20.7565 15.6783 16.4731 68.7794
internal_count=4034 2462 1490 1572 457 1115 158 957 114 328 696 617 573 454 129 794 519 512 124 870 830 536 294 482 110 372 96 57 87 348
is_linear=0
shrinkage=0.0128137


Tree=31
num_leaves=31
num_cat=0
split_feature=16 8 5 16 15 10 6 0 0 6 6 9 16 16 16 3 5 12 15 13 5 3 17 13 17 7 2 5 0 16
split_gain=140.874 34.8293 21.4996 20.2277 18.9713 14.1932 12.6381 12.4243 11.8925 11.7278 10.5703 9.94225 11.4422 11.3418 22.3524 10.1691 15.4773 9.48184 9.29267 9.284 8.68802 8.2041 8.13636 7.31151 6.83055 10.3441 6.35001 10.7941 10.2079 7.1665
threshold=18.594956516900002 5.9453602998000008 23.545618314050007 12.604970524100002 31.385732506450001 66.964115113200009 13.200308423050002 91.937202686950016 86.692020874450009 16.465384711100004 16.405383309150004 192.57902085675002 18.404956961200003 17.809958352600002 15.969962655300002 81.105404879350019 13.361597395450001 216.11788648010003 29.037712645600003 117.64961624655002 20.769304081650002 93.499196860750018 199.84861692095004 113.62230596715001 196.31479727660005 24.312940751750002 315.94243452415003 29.996566321350006 85.791387400750025 22.744946812400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 6 11 9 -3 -7 10 21 -4 -5 13 14 15 16 -13 -11 22 -19 24 -2 -9 -12 25 -20 27 28 29 -25
right_child=2 3 8 4 -6 7 -8 18 -10 17 23 12 -14 -15 -16 -17 -18 19 20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.01227843495653963 0.010618577004377657 -0.014827717388017105 -0.018414995811391742 0.010231272004675598 -0.014955383910138668 -0.012808277648014224 0.0061341207175031626 0.012612751260390208 0.0094890983539489895 0.0052743925642227355 0.01595277095755205 0.0092932630574365776 -0.016608729206490758 0.0094733843648819975 -0.014807610458520063 0.0073623441285540518 -0.0091150574549858261 -0.019211340565768696 0.0028783590049011516 0.0077932365760224175 -0.017438794334524492 0.0020840048262474788 -0.002429948097462574 -0.013984885603033216 0.0044838439453448306 -0.023485188490100162 -0.016396767147730994 0.007798410400710159 0.0038090819536512259 -0.0014355097428332612
leaf_weight=108.13492871820927 145.86802570521832 29.233464971184731 6.1328898146748534 15.026205845177172 13.313814677298067 8.3100743517279607 5.2830698266625395 21.644049428403381 14.867418751120566 77.723172590136528 3.6104364395141593 10.682163022458555 6.5328164994716635 17.635906279087067 15.840027712285517 27.861981555819511 21.219781115651131 5.0988544002175313 5.8084020763635618 3.2383681833744049 4.1997960209846488 19.914161629974842 7.5430734604597083 16.768437206745151 28.927201882004738 3.8498664423823357 4.6073358729481688 15.409363269805906 15.656534031033514 12.251241512596605
leaf_count=1280 383 381 56 62 162 53 20 49 42 236 7 49 69 66 147 78 148 42 22 9 39 71 32 161 117 31 47 58 52 65
internal_value=0.000227354 -0.00679249 0.00473754 -0.00314479 -0.000861561 0.00619836 -0.0116193 0.00163166 -0.000695308 0.00765413 -0.00272948 0.000772972 -0.00065149 0.000466548 -0.00163445 0.00185701 -0.00295115 0.00391846 0.00329892 -0.00872214 -0.00040272 0.00959338 0.00872514 -0.00132109 0.00145155 -0.00763037 -0.00228512 -0.00120305 -0.00430776 -0.00868691
internal_weight=692.193 270.764 421.429 162.629 128.113 332.125 34.5165 80.2825 89.3037 251.843 74.4362 114.799 99.7727 93.2399 75.604 59.7639 31.9019 86.0604 71.9724 8.33722 42.7853 165.782 29.1871 68.3033 38.5855 9.65827 64.6929 60.0856 44.6762 29.0197
internal_count=4034 2462 1572 1182 781 1084 401 343 488 741 446 619 557 488 422 275 197 287 290 51 209 454 81 390 170 53 383 336 278 226
is_linear=0
shrinkage=0.0124726


Tree=32
num_leaves=31
num_cat=0
split_feature=16 13 0 3 18 16 9 4 3 10 5 5 6 4 18 3 6 10 19 7 12 6 10 2 13 16 7 2 16 8
split_gain=95.4427 29.5193 19.3823 15.1125 11.7327 15.557 12.4689 9.2889 8.56415 11.7667 14.2792 9.48982 12.747 7.90249 13.1904 11.8072 8.95952 11.2299 11.4534 7.37882 7.19186 7.48612 7.42553 6.73019 7.72019 10.0471 6.96418 6.79164 6.23734 6.22356
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.499196860750018 13.843998451900001 22.634947069650003 196.26893085885004 224.04800382715004 89.256809930900019 66.964115113200009 19.327153142150006 21.089169479000002 16.625388449550005 363.87426917165004 17.323446153950005 81.105404879350019 12.26528657645 81.479100559500012 11.950964240300001 23.9417051038 156.64017958600002 16.455384477450004 62.030794443850006 315.94243452415003 116.72209819155002 21.094950670800003 20.873561687950005 74.580378076100018 22.634947069650003 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 20 6 7 19 9 -8 -11 12 -10 14 15 16 17 18 -4 29 21 -2 -22 24 -5 -26 -27 -28 -24 -6
right_child=3 2 13 23 5 -7 8 -9 11 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 22 -23 28 -25 25 26 27 -29 -30 -31
leaf_value=-0.017642487604240416 0.01650560738152073 -0.011375386560142456 0.012264335490244277 0.012456864667231914 0.015802923577644543 0.017239757917430834 0.017985410138457968 -0.03462013671518583 -0.034480226270151661 0.007060658708794256 -0.014676506530239095 0.0024284850396908311 0.0086876431160749085 -0.015432683239647645 0.014595880206271276 0.0049588092922882993 -0.016946825933187141 -0.019137067222107965 -0.010400036100492107 -0.023309830786803366 0.012685322068916774 0.0043585262922823977 0.0043833697690320358 -0.0198106223734663 -0.019232422240260342 0.015871232321556555 -0.012225971082132728 0.0013890313165376715 -0.014542275764110445 -0.010152413748454811
leaf_weight=60.563375063240528 61.511742122471333 68.033354163169861 14.899568259716036 14.004785537719725 4.7923313975334185 19.489491567015648 18.306886307895184 3.5458116307854644 5.0620741248130825 40.418974883854389 9.9601278528571111 17.551598347723484 2.8144839555025101 8.524901080876587 15.682061567902563 39.925422191619873 15.991874758154152 7.757232788950204 9.7567287757992727 4.1487504988908759 27.288583233952522 17.157925218343735 27.70420315861702 4.2036082670092574 6.9910603612661353 7.6236313730478278 11.089905008673666 76.648389223963022 5.5225929617881766 4.9825742393732071
leaf_count=972 166 794 43 37 12 52 44 29 45 150 72 67 8 79 44 174 144 112 100 37 73 55 95 52 93 20 57 350 29 29
internal_value=0.000226853 -0.00781837 -0.00452337 0.00519073 0.00732646 0.00383506 0.00149376 -0.0111231 0.00383572 0.00682034 0.00276314 -0.00422628 -0.0190553 -0.000381075 0.000852556 -0.0015874 -0.00698681 -0.00207283 0.00329583 -0.00513938 0.0106144 0.0138563 0.00639988 0.000403141 0.00113339 -0.000415977 0.000963472 -0.000331872 0.00123776 0.00257268
internal_weight=631.954 241.135 180.571 390.82 270.258 131.073 111.584 17.4695 94.1141 68.686 50.3791 25.4282 7.87656 112.538 104.013 88.3308 48.4054 32.4135 24.6563 13.9237 139.185 78.6697 60.5154 120.561 116.358 102.353 95.3619 87.7383 33.2268 9.77491
internal_count=4034 2462 1490 1572 963 545 493 107 386 266 222 120 53 696 617 573 399 255 143 78 418 221 197 609 557 520 427 407 124 41
is_linear=0
shrinkage=0.0162611


Tree=33
num_leaves=31
num_cat=0
split_feature=16 13 6 7 5 7 18 5 10 0 10 16 8 4 19 13 17 6 19 17 6 0 0 3 19 15 6 16 7 9
split_gain=80.9572 27.4996 17.922 14.4145 13.7586 12.2489 10.2667 15.0196 10.6951 11.54 9.25838 9.75844 9.74292 12.303 14.591 8.91958 7.20987 9.19473 14.0867 13.3617 7.95921 7.50735 7.18911 12.244 6.96645 8.87178 6.60689 6.59463 8.03754 10.2034
threshold=18.594956516900002 95.862351557400004 15.51536251395 19.506002767000002 23.545618314050007 22.356277907050004 13.975517741000003 18.393720489900002 71.322105742700003 96.039789794050009 66.964115113200009 19.974953289850003 8.8430989333000021 168.01744813895002 14.451165964200003 113.62230596715001 252.75344531235004 13.65531905435 11.850956171350001 180.29620661735001 13.78532209185 97.225399829550014 94.047642319350018 84.812788641250009 13.351077205700003 24.273602154900001 14.955349429350003 22.494947397000004 23.051546669900002 190.73543849905005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -5 -7 8 -8 -10 12 22 27 -14 -15 -6 17 18 19 -11 -19 -22 -12 -24 -20 -26 -13 28 29 -2
right_child=4 2 -4 5 15 6 7 -9 9 16 11 26 13 14 -16 -17 -18 20 24 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.011408046171014052 0.0092611694914900584 0.020101898434313804 -0.011192871318044827 -0.010895189398020821 0.011670728294396774 0.013425219896556486 0.012495933646563474 -0.012647233706824721 -0.012957438496185639 -0.00630842942336421 0.0057640136571325525 0.0032231866770920377 0.005979241313940396 0.0016119139929217257 -0.027088045605423175 -0.001706313454745435 0.013152660296694004 0.012205828656530691 -0.010883532511775488 0.0088936843685452818 0.006985230243816737 -0.0050049450084395427 0.0034842487855793179 -0.010795428772857628 -0.014205387759936293 0.0088386414493964449 -0.016164037370117519 0.0047333090621993991 0.011070568223939188 -0.0091259390135202505
leaf_weight=55.685650728642941 8.6600052714347822 3.4879865422844878 24.827323243021965 15.465442098677157 6.1625654846429816 5.532351240515708 7.0731664523482314 12.371039379388092 8.6033779606223089 11.432873360812666 34.252999648451805 3.056745693087576 9.44566508382559 4.2815188467502576 3.8450995907187462 75.990115877240896 4.5199045538902274 9.3181364536285383 24.035731498152018 15.679977089166639 11.146644040942194 12.863512240350245 20.210270836949352 10.400803439319132 2.9950853660702688 5.2765070870518684 5.8713486269116402 145.14207150042057 46.768348157405853 5.7383227273821822
leaf_count=972 25 10 353 194 15 18 19 176 121 120 116 11 30 16 29 473 12 23 242 42 36 68 80 87 33 23 49 487 126 28
internal_value=0.000138108 -0.00486432 -0.00277766 -0.00138297 0.00317143 -0.00189514 -0.000831397 -0.00146079 -0.000235517 -0.00108609 0.00424066 0.000955643 0.00532342 -0.00232052 -0.0119674 -0.000702854 -3.60705e-05 -0.000678796 -0.00320049 0.0024833 0.00381707 0.000561458 0.00239842 -0.00136759 -0.00797042 0.000494561 -0.00952636 0.00597449 0.00891967 0.00193315
internal_weight=610.141 230.315 174.629 149.802 379.826 146.314 130.848 125.316 112.945 105.872 297.673 73.7922 223.881 17.5723 8.12662 82.1527 97.2684 92.7485 59.4202 27.1129 33.3283 24.0102 64.8641 30.6111 32.3073 8.27159 8.92809 206.309 61.1667 14.3983
internal_count=4034 2462 1490 1137 1572 1127 933 915 739 720 1084 343 741 75 45 488 599 587 460 162 127 104 283 167 298 56 60 666 179 53
is_linear=0
shrinkage=0.0106939


Tree=34
num_leaves=31
num_cat=0
split_feature=8 10 3 10 15 8 10 9 5 0 16 16 6 4 5 8 6 16 10 5 3 17 2 8 13 12 5 0 18 14
split_gain=71.0214 32.3924 15.1419 20.0526 14.0323 13.2493 11.2646 28.9141 8.72298 11.0901 9.38362 8.45203 8.18633 8.14904 8.85203 8.05352 10.8233 7.66875 10.8664 11.2261 7.8103 7.52682 7.49331 7.40161 7.22532 8.29473 7.08426 15.6909 6.81621 6.50596
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 81.479100559500012 46.074827201850006 8.8430989333000021 72.378669787950017 72.82855515350002 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 13.200308423050002 377.6847677435 29.026000224750003 9.3427090425500019 16.645388916850006 19.199955102150003 66.964115113200009 17.679107616400003 93.499196860750018 167.14057114020002 253.13454704850002 8.1436447804000007 99.604685275000008 134.98489220775002 13.716117217950002 97.878695155250014 14.005298574600001 148.67011998770002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 3 22 5 17 7 13 -6 10 11 -10 -5 14 21 16 -7 -2 20 -20 29 -1 26 -21 -23 -26 -3 -28 -4 -19
right_child=1 2 28 12 8 15 -8 -9 9 -11 -12 -13 -14 -15 -16 -17 -18 18 19 23 -22 24 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.017687205330138314 0.014006053774202555 0.010617121029336356 0.007799630832928877 -0.013669933917323998 -0.022052434146029989 -0.0015608894301478899 -0.01596586700330032 -0.017096931509873559 0.0027548318700587782 0.021062577765409062 0.013584051706215758 -0.018927994736899944 0.0072712757838146571 -0.017018434294668736 0.015879347569442766 0.0027673907861499179 -0.029072774629981472 -0.020185993719565542 0.011632451665297193 0.00040355979972711499 0.0028101085068525113 -0.010180338539548637 -0.012184349168903272 -0.019912383232634077 -0.0086772959995895932 0.0164872240041984 0.0071959118635319848 -0.0061754640477410345 -0.0142216025616256 0.0089114631891615229
leaf_weight=4.0836094804108205 26.415908880531788 20.75456415116787 3.0911074653267887 25.927900876849893 4.7056011408567455 7.5722079202532786 41.539647340774536 28.428250379860401 5.7654776498675409 3.7234129607677451 4.0263633579015723 9.1491245180368406 4.2784953005611888 3.9658442363142958 9.2024776265025121 19.76136215031147 4.476025328040123 1.5265086591243733 6.4785153940320042 6.4883000478148443 63.686844952404499 5.3864656165242222 6.4867144152522078 7.7324825152754784 3.6198414862155905 8.9440180361270887 39.066314980387688 30.937918178737164 26.231032732874155 156.18439880013466
leaf_count=56 74 84 13 446 40 32 742 446 32 6 10 94 18 54 32 96 36 9 16 31 233 64 61 61 27 39 133 232 307 510
internal_value=0.000163254 0.00243131 -0.00281221 -0.000721398 0.0049399 0.00581612 -0.0102845 -0.00657564 -0.00467456 -0.00106655 -0.00541669 -0.0105462 -0.0107038 0.00192104 0.00432563 -0.00274327 -0.0117818 0.00683011 0.00604713 -0.00367127 0.00695574 -0.000499779 0.00237933 -0.0106431 0.00341028 0.00923694 0.00342022 0.00128652 -0.0119001 0.00862982
internal_weight=589.637 484.467 156.774 127.452 327.693 300.323 105.17 63.6305 27.37 22.6644 18.941 14.9146 30.2064 35.2023 31.2364 31.8096 12.0482 268.513 242.097 20.6993 221.398 22.0339 97.2455 14.2208 17.9503 12.5639 90.7588 70.0042 29.3221 157.711
internal_count=4034 2574 1294 974 1280 1098 1460 718 182 142 136 126 464 272 218 164 68 934 860 108 752 186 510 92 130 66 449 365 320 519
is_linear=0
shrinkage=0.0140261


Tree=35
num_leaves=31
num_cat=0
split_feature=8 10 3 16 15 8 10 9 16 13 6 12 17 3 5 0 16 16 16 10 5 2 16 17 0 16 15 2 5 14
split_gain=61.6971 27.1604 13.0126 17.7337 11.7581 11.1882 10.6535 26.149 10.129 9.03368 8.1326 7.98779 7.94743 10.8288 7.53302 9.38207 8.0024 7.60392 6.73695 9.094 9.37279 7.69342 8.41354 9.00542 8.54519 14.2171 6.84697 8.27398 6.6209 7.3401
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 12.604970524100002 46.074827201850006 8.8430989333000021 72.378669787950017 66.346857137250012 21.094950670800003 99.604685275000008 13.200308423050002 320.0928336514001 241.79519611995002 76.825379535700009 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 19.199955102150003 66.964115113200009 17.679107616400003 309.00014058725003 22.494947397000004 204.64886559710001 89.168090812600013 20.864951208700003 34.139075990150012 74.580378076100018 30.284449345300001 168.39662374755002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 3 10 5 18 7 9 -9 -1 -3 12 13 -5 -6 16 17 -16 -2 21 -21 22 24 26 -20 -26 -24 -28 29 -7
right_child=1 2 -4 11 14 28 -8 8 -10 -11 -12 -13 -14 -15 15 -17 -18 -19 19 20 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.012258121461905842 0.016045965563213627 -0.018933337771190425 -0.013660789863017237 -0.016806045307815064 -0.025517914915263916 0.0036944336034101083 -0.019131296194296241 -0.018296998568703707 0.029459453161386689 0.012389253295105309 0.0069810651699245985 -0.021095646030639365 0.021880306191206945 0.0038257258293850748 0.0029981636952956109 0.023882499947059516 0.015615022269026868 -0.022272580760888391 0.01901013951217571 0.013224314273698351 -0.011859595797667152 0.018964555119467399 0.016242254716729156 -0.013485653270031709 0.013523301254447596 -0.015418256588603484 -0.011491267547901893 0.0056328339589651185 0.01690941299285054 -0.013988209955835286
leaf_weight=5.6753759309649494 25.221626184880733 19.054553266614679 27.953319873660803 8.0774694196879846 4.4502170756459263 12.31169162318111 38.005711100995541 35.485212471336126 1.3324071764945973 17.740350276231766 4.2900317981839171 4.0571414530277243 6.2024178132414809 82.341439995914698 5.7794260382652345 3.5898036509752265 3.8320349156856528 8.5162124224007112 28.577071629464626 6.2310145720839527 13.951489351689814 16.541086532175541 15.972420409321783 7.3977659046649924 17.179238341748718 6.8707589954137793 8.7881548777222616 113.92283618450165 4.1838403344154349 15.129067581146954
leaf_count=75 74 381 320 99 40 56 742 555 3 85 18 53 25 398 32 6 10 94 82 16 92 49 44 49 54 35 42 397 10 98
internal_value=0.00017486 0.00273443 -0.00318006 -0.000817824 0.00555708 0.00653477 -0.0120817 -0.00763366 -0.0165687 0.00641536 -0.0141711 0.00227842 0.0032599 0.00198261 -0.00536309 -0.00123309 -0.0062067 -0.0120562 0.00769361 0.00679883 -0.00411535 0.00782218 0.00689466 0.0047945 0.0127242 0.00525509 0.00576961 0.00440646 -0.00301656 -0.00605464
internal_weight=568.661 470.422 151.976 124.023 318.446 292.278 98.2391 60.2333 36.8176 23.4157 23.3446 100.678 96.6213 90.4189 26.1677 21.7175 18.1277 14.2956 260.653 235.432 20.1825 215.249 198.708 146.081 52.6271 24.05 138.683 122.711 31.6246 27.4408
internal_count=4034 2574 1294 974 1280 1098 1460 718 558 160 399 575 522 497 182 142 136 126 934 860 108 752 703 532 171 89 483 439 164 154
is_linear=0
shrinkage=0.0170045


Tree=36
num_leaves=31
num_cat=0
split_feature=16 13 6 7 5 7 18 5 10 0 13 10 13 15 2 6 2 3 18 6 19 13 6 0 9 7 18 5 9 19
split_gain=72.3334 25.6608 16.9432 13.2394 13.2368 11.6325 9.05723 14.1694 10.5314 10.3505 8.49316 8.21163 8.88342 8.59279 8.7526 8.3381 12.7086 7.30708 6.89018 12.8788 10.7768 10.098 8.79834 7.12175 6.33044 5.95462 8.49681 5.94778 5.89393 6.8647
threshold=18.594956516900002 95.862351557400004 15.51536251395 19.506002767000002 23.545618314050007 22.356277907050004 13.975517741000003 18.393720489900002 71.322105742700003 96.039789794050009 113.62230596715001 66.964115113200009 111.38282034450002 29.329759478700002 90.745765132650021 16.455384477450004 198.51835910855002 93.499196860750018 17.399600107550004 13.65531905435 11.950964240300001 98.050756475600011 13.78532209185 97.39208423365001 227.07958281845004 23.127267687200003 11.862896247150001 13.524641568350001 201.61239113610003 14.551174033150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 11 -5 -7 8 -8 -10 -6 15 13 -13 -15 17 -17 -2 19 20 21 -11 -21 -24 25 26 -12 -23 -27 -30
right_child=4 2 -4 5 10 6 7 -9 9 18 24 12 -14 14 -16 16 -18 -19 -20 22 -22 27 23 -25 -26 28 -28 -29 29 -31
leaf_value=-0.013426842508077559 0.0093241105539196567 0.023016320436744158 -0.01322936705431214 -0.012871024321239207 0.013741598584615261 0.01497791383739857 0.014920660295489099 -0.014975421690886954 -0.015256315434420697 -0.013044634571977139 0.0023563898827541597 0.0077114395574203951 -0.011969702008343613 -0.018409084626437991 0.00085495474447784038 0.0044713148047391838 -0.014106492358336943 0.00072228873734555643 0.0073370637710877861 0.014995216799682303 -0.012161584214969226 0.014629483328429185 0.0066486641438948833 -0.0072811025405651684 0.014285190160380629 0.0063432825651299971 -0.010591567499614863 -0.00095141077809723072 -0.010480095452662453 0.0079833639607205867
leaf_weight=51.237381041049957 117.68974377214909 3.5033514350652686 23.336368855088949 14.717171132564543 5.9678900986909857 5.6156192235648623 7.0352881029248229 11.706908874213694 7.9240374304354182 6.7080310806632069 12.230900034308432 30.18093778938055 7.4638045430183402 4.4236949160695067 29.534317187964916 77.479170821607113 6.5115351676940909 18.664693675935268 16.893850989639759 9.248109854757784 23.164756130427122 6.8590348213911083 13.233962744474413 10.933891355991362 3.6532438248395911 16.68083164840937 25.514411251991987 9.5771268382668477 10.404612690210341 4.8005005940794936
leaf_count=972 372 10 353 194 15 18 19 176 121 102 79 97 53 47 146 249 50 70 67 22 247 15 43 61 8 68 218 42 82 18
internal_value=0.000271404 -0.00550118 -0.00311883 -0.00151509 0.00371901 -0.0021135 -0.000885268 -0.00160783 -0.000205291 -0.0012232 -0.000910095 0.00497563 0.00121802 0.00275266 -0.00165456 0.0061967 0.00303104 0.00814666 -7.22999e-05 -0.00164236 -0.00600298 0.0001611 0.00440073 0.000346634 -0.00210325 -0.00296308 -0.00639594 0.00555071 0.00110061 -0.00465088
internal_weight=592.895 221.695 170.458 147.121 371.2 143.618 128.901 123.285 111.578 104.543 79.2524 291.948 71.6028 64.1389 33.958 220.345 83.9907 136.354 96.6188 79.7249 46.3089 23.1442 33.416 24.1679 73.2845 69.6313 37.7453 16.4362 31.8859 15.2051
internal_count=4034 2462 1490 1137 1572 1127 933 915 739 720 488 1084 343 290 193 741 299 442 599 532 406 159 126 104 473 465 297 57 168 100
is_linear=0
shrinkage=0.0127721


Tree=37
num_leaves=31
num_cat=0
split_feature=16 8 0 0 15 7 3 6 17 10 16 7 19 15 0 10 9 5 5 4 9 4 16 14 18 7 9 16 10 17
split_gain=113.963 29.9493 19.7805 17.6411 16.2283 14.0333 10.8335 9.76328 8.42219 8.45184 13.2221 17.9023 8.88389 7.91684 7.68469 12.4869 7.52644 10.6753 7.40749 7.15639 6.55814 6.29436 5.64255 5.39875 10.7833 8.38148 8.66668 5.72773 6.63163 12.1978
threshold=18.594956516900002 5.9453602998000008 85.732241321850012 103.48144189910001 31.385732506450001 22.721067571950005 108.47659710545001 14.825346391850003 168.81379805985003 71.015621515800021 15.584963555600002 28.8637720374 12.551012654050002 46.074827201850006 96.163458868000006 69.64719632740001 187.45330412110005 30.284449345300001 27.179953022650004 185.90055573720002 181.33671263215004 197.64724210580002 22.614947116400003 195.25924573520004 13.893471991850001 23.109894804950002 194.82237869650001 22.624947093000003 62.213609596700003 203.00435256470004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 8 6 16 14 -3 -10 -11 12 -12 20 15 -4 -2 19 -7 -18 -9 -21 -15 24 -22 26 -25 28 29 -27
right_child=2 3 7 -5 -6 18 -8 13 9 10 11 -13 -14 22 -16 -17 17 -19 -20 21 23 -23 -24 25 -26 27 -28 -29 -30 -31
leaf_value=-0.0079325348032376446 0.0045889042931596263 -0.0068535284364094236 0.0033103730812273271 -0.0081416227949722871 -0.0099414281697064923 -0.010397054575043772 -0.0081378941892302822 -0.0040068387361001162 0.0088520391244896381 0.0027905408569100904 0.0058395748241885309 0.010217342677688581 -0.0082660851832693002 0.0021953853893138956 0.0052605605914661357 -0.006851836164861333 -0.011974866321590517 0.0079354929351439906 0.0059596840857960185 0.0078445901625419992 0.0080303440830079686 -0.006708440765787047 -0.009025409035440253 0.0028705242281886261 0.00044563672374695528 0.0033438974917492014 -0.0074589575016947574 0.0077507903701225728 0.0056316504388750094 -0.010621422601370939
leaf_weight=96.726051487028599 37.391898185014725 10.424636349081991 17.755944654345512 26.88355503603816 12.036549530923365 13.19120918214321 8.1597675904631597 5.7105257064104071 9.3190735280513746 59.953993573784828 3.6811086982488659 5.5048803389072409 25.256565794348717 10.082009315490721 17.205062285065651 17.060509771108627 6.7682206779718426 5.9512908011674872 2.3467065617442122 3.8019993677735311 80.449832230806351 4.8878404870629311 4.7413304001092902 23.009592078626159 16.204782173037529 22.475078359246258 7.8349980637431136 41.654734499752522 53.808885507285595 5.6272147223353377
leaf_count=1280 133 117 60 381 162 119 95 26 26 229 18 14 235 42 47 135 45 14 10 9 207 32 35 75 68 69 38 106 166 41
internal_value=0.000270971 -0.00423762 0.00304401 -0.00190263 -0.000573328 -0.000663843 0.00102146 0.00398923 0.000414576 0.00114511 0.000384257 -0.00380435 -0.00647173 0.00463406 0.000622651 -0.00166924 0.00229249 -0.00171826 -0.00792668 -0.00543491 0.00498203 -0.000341164 -0.00139365 0.00518648 0.00675872 0.00420233 0.000246678 0.00518974 0.00388736 0.000547476
internal_weight=655.906 249.786 406.119 153.06 126.177 82.4989 66.961 323.62 114.14 103.716 94.3965 34.4426 28.9377 271.599 52.0215 34.8165 58.8012 21.4094 15.5379 15.4581 256.776 8.68984 14.8233 251.065 96.6546 154.411 30.8446 123.566 81.9112 28.1023
internal_count=4034 2462 1572 1182 801 457 328 1115 639 522 496 267 253 873 242 195 233 100 129 86 796 41 77 770 275 495 113 382 276 110
is_linear=0
shrinkage=0.00848275


Tree=38
num_leaves=31
num_cat=0
split_feature=8 10 3 3 15 8 10 9 17 0 2 18 6 16 4 5 5 0 16 16 15 10 16 10 19 10 8 6 17 15
split_gain=61.5344 27.3222 12.0044 16.9849 11.6723 10.7084 10.3375 24.8802 7.5363 9.01779 7.18943 7.68061 12.9922 9.44633 7.07727 7.88945 6.64335 8.22239 7.39096 6.65293 6.53384 8.45121 6.31228 6.1377 7.05278 8.08174 6.03712 9.96467 5.96818 6.08902
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 76.825379535700009 46.074827201850006 8.8430989333000021 72.378669787950017 72.82855515350002 241.79519611995002 107.57327517365 83.586740321150003 17.323446153950005 13.65531905435 15.089964713100001 377.6847677435 30.284449345300001 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 29.037712645600003 71.397382570300024 15.584963555600002 72.378669787950017 11.850956171350001 81.320481529800006 9.3427090425500019 16.645388916850006 193.46017548480003 25.621990087700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 3 8 5 -2 7 14 -3 -10 -5 12 23 -14 15 28 -6 18 19 -18 21 -4 -15 -12 25 -25 27 -7 29 -1
right_child=1 2 20 10 16 26 -8 -9 9 -11 11 -13 13 22 -16 -17 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0085271162457178709 0.0071782740861878955 -0.016496067534835488 0.0065077126012301452 0.0099550175164732739 -0.022817334500508751 -0.00053807476198915812 -0.017631437662184311 -0.018822402256863154 0.022944510855151513 -0.017358601543278025 0.01241203541700699 0.011003121931598841 -0.012565550279603155 0.017055235280709378 -0.018844436096578807 0.019450303383700917 0.0018638167815107562 0.020853715468962523 0.013995215492555092 -0.020162418310591859 -0.018801505092934833 -0.020716573305915656 0.0015385586825407314 0.0062906421933043681 -0.01945826237541495 -0.018462051161758006 0.002913568218011676 -0.030119519460773712 0.02017396769871117 0.010091693935499553
leaf_weight=14.79626441001893 260.95981359481812 20.46170408278704 7.7018240243196505 22.810477033257484 4.3019700720906284 7.8770153671503049 37.360984120517969 25.635102350264788 2.9587548375129691 2.5689417831599712 2.8391134589910534 12.805497430264948 6.3790765926241866 12.20536056160927 3.7180153541266909 6.5596494972705832 5.8363958671689096 3.4524468928575507 3.7256550267338744 8.1245164610445482 15.893967054784296 4.4595472440123558 13.876014050096272 8.0951838642358798 14.599461231380699 5.4777658134698859 19.840652391314507 4.3936685621738434 3.1522027850151053 6.1624321341514579
leaf_count=160 934 358 29 82 40 32 742 446 13 52 7 47 35 28 54 18 32 6 10 94 236 55 74 27 155 96 96 36 16 24
internal_value=0.000257217 0.00260889 -0.00285406 -0.000767163 0.00523534 0.006123 -0.0111322 -0.00708685 -0.0120912 0.00421404 0.00220298 -0.000115233 -0.00235837 0.00460122 0.00166147 0.00414729 -0.00499013 -0.00136214 -0.00569871 -0.0109543 -0.012158 -0.00347537 0.00879993 -0.00964312 -0.0118658 -0.00369904 -0.00245292 -0.0111301 -1.60778e-05 -0.00305267
internal_weight=569.029 471.645 153.133 125.077 318.512 293.071 97.3847 60.0237 25.9894 5.5277 99.088 76.2775 63.472 32.4605 34.3886 30.6705 25.441 21.139 17.6866 13.9609 28.0553 12.1614 26.0814 31.0115 28.1724 13.5729 32.1113 12.2707 24.1109 20.9587
internal_count=4034 2574 1294 974 1280 1098 1460 718 423 65 551 469 422 137 272 218 182 142 136 126 320 84 102 285 278 123 164 68 200 184
is_linear=0
shrinkage=0.0157379


Tree=39
num_leaves=31
num_cat=0
split_feature=8 10 3 16 0 9 15 5 10 9 0 16 2 15 2 6 7 17 0 5 3 9 0 4 5 15 10 18 7 16
split_gain=53.2979 22.7998 10.4937 15.0695 9.9728 11.5721 10.4253 10.2346 9.84331 22.5941 8.68275 13.5709 10.0807 19.8018 7.63041 7.49282 7.27513 7.18573 7.86415 7.14813 11.637 6.83331 6.41162 6.18058 6.74984 6.11642 7.38479 5.80031 8.64937 6.53534
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 12.604970524100002 86.329079026800017 186.68586460755003 34.139075990150012 21.566902724800006 72.378669787950017 72.82855515350002 85.732241321850012 22.664946999500003 108.63443756215001 41.29990759910001 253.13454704850002 13.200308423050002 23.051546669900002 236.15709471040003 103.33357670195001 29.996566321350006 94.972471916200007 210.65484416470002 99.744485097750015 377.6847677435 30.284449345300001 29.037712645600003 71.397382570300024 13.581061237400002 23.203497038450006 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=8 4 3 15 5 6 -2 -8 9 23 11 -7 -12 -14 17 -3 -15 18 21 20 -13 -5 -23 24 -1 26 -4 -6 -29 -30
right_child=1 2 25 14 27 10 7 -9 -10 -11 12 19 13 16 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-2.3233236358248921e-05 0.018057157209122657 -0.015876778395196592 0.0053961171646720327 0.0052101343895472772 0.0098318651506497691 -0.020355515002032802 -0.0099928254734473025 0.0088186764041081524 -0.015986506291465828 -0.017054605281513709 0.011141620734569797 0.0053430978802699097 -0.026791689825180664 -0.010024439088074965 -0.012810742887859789 0.0055134808223342678 0.0070978592531869868 0.016597472432373687 -0.016950252758303506 0.01243657547539169 -0.017970741450891368 0.00092820825887405948 -0.016179951213245572 -0.016970885901728492 0.016773526486495483 -0.016940966131128266 -0.018523573948829235 -0.011723109849239343 0.0036547342716626266 0.012105570514495591
leaf_weight=23.813071187585596 13.328634992241858 17.169240269809965 7.6605456471443194 58.791739735752344 69.372952423989773 11.188182033598421 9.0812793672084826 17.78822648152709 34.138461951166391 23.439304549247026 16.950359836220741 9.3926789835095459 5.7719289734959593 6.9701190069317844 6.9975377619266501 4.2459961995482436 19.844927050173283 7.2364435717463484 4.4848951920866957 6.0444206446409217 8.4582681879401189 14.921330437064173 6.5536085627973071 3.419248715043067 6.2860078513622275 14.609631258994339 4.1292028985917568 6.4012074470520011 86.49518109112978 24.385209649801254
leaf_count=200 35 381 29 263 232 128 43 58 742 446 45 41 36 41 79 18 66 30 71 16 71 76 56 54 18 236 55 37 351 80
internal_value=0.000207584 0.00220978 -0.00247455 -0.00066954 0.00441755 0.00126273 0.00763215 0.00246082 -0.00986481 -0.00619567 -0.00176298 -0.00725082 0.00212365 -0.00256712 0.00170296 -0.0116357 0.00264721 0.00280702 0.00162954 -0.001115 -0.00570364 0.00266768 -0.00429277 0.00139797 0.00348467 -0.0107068 -0.00298144 0.00652723 0.00457251 0.00551327
internal_weight=549.37 458.274 146.8 120.401 311.474 124.819 40.1981 26.8695 91.0961 56.9576 84.6209 35.0835 49.5373 32.587 98.9856 21.4152 26.815 91.988 84.7516 23.8954 17.8509 80.2667 21.4749 33.5183 30.0991 26.3994 11.7897 186.655 117.282 110.88
internal_count=4034 2574 1294 974 1280 580 136 101 1460 718 444 256 188 143 575 399 107 496 466 128 112 395 132 272 218 320 84 700 468 431
is_linear=0
shrinkage=0.0144177


Tree=40
num_leaves=31
num_cat=0
split_feature=16 13 6 3 7 7 18 16 10 19 9 2 18 19 6 8 6 10 15 7 7 3 12 15 6 4 6 18 18 10
split_gain=84.2317 26.8623 16.6056 15.9845 11.3493 11.4205 10.3636 13.5019 10.8744 18.1862 10.1604 8.39825 10.2859 11.3493 13.1213 13.0876 11.0573 10.6648 10.3384 8.13539 7.18789 6.57393 6.38893 6.7486 6.28371 5.88943 5.84038 9.36203 16.1708 5.65851
threshold=18.594956516900002 95.862351557400004 15.51536251395 93.499196860750018 19.506002767000002 22.356277907050004 13.843998451900001 22.624947093000003 62.165217350350012 14.551174033150001 196.26893085885004 296.99113550545002 17.323446153950005 13.051052998800001 13.65531905435 7.6440346712000009 12.26528657645 81.479100559500012 21.092276343250003 23.9417051038 23.514778597300005 108.47659710545001 156.64017958600002 37.050691080100002 16.455384477450004 248.34582299520005 13.78532209185 14.85568425095 15.681876268450003 61.87486387225001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 -3 -6 22 8 9 -8 19 12 13 14 16 -15 17 18 -7 20 -10 25 24 -24 -2 -5 -16 -28 -29 -27
right_child=3 2 -4 21 5 11 7 -9 10 -11 -12 -13 -14 15 26 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 29 27 28 -30 -31
leaf_value=-0.010306455875085711 0.0096516885290836383 0.015630107076838581 -0.010041599195657683 0.0024153012897587859 -0.0097041220335699514 0.0075213981362736004 -0.01722439099412728 0.0095116993180028864 -0.008948571405261365 0.0094455685370146026 0.0034970546091010473 -0.011774403448312069 0.0069940003265967178 0.0082242390864562948 0.010912044400999325 -0.011655755336963884 -0.011197892540187104 -0.011162265529528684 -0.0055491334892247834 -0.014212469956862778 0.007010134712098803 -0.008552222151220942 -0.0048198309906152164 0.0051223994296336253 0.0030250032992119743 0.0019633546262791952 0.0063461766657052004 -0.014238597650668974 0.005801230214659686 -0.0053546586706331722
leaf_weight=54.030731525272131 58.922209985554218 3.631508767604827 23.565046265721321 71.702338188886642 15.054732259362934 14.954208444803958 7.0944269672036153 21.243943281471729 4.6749628856778163 3.6284036487340927 80.778863474726677 6.2277258560061446 16.058802202343941 3.8400558233261135 8.8552508726716024 16.336893726140261 12.737077277153729 6.8279685564339152 9.1636104062199575 5.7005648463964453 6.1174884885549545 7.6223683357238761 7.2880875617265692 53.216272279620171 17.403682336211205 17.404924131929874 20.821309790015221 7.1633511148393145 8.0061921253800374 23.070909928530455
leaf_count=972 166 10 353 268 194 52 59 60 31 9 314 84 53 26 20 219 121 113 82 53 19 95 32 165 55 84 72 66 25 162
internal_value=0.000338292 -0.00434136 -0.00248099 0.00309458 -0.00129067 -0.00171141 0.00441793 0.0024502 0.00106111 -0.00819978 0.00208199 -0.000792817 -0.000244663 -0.00131401 0.000180695 -0.00787222 -0.00359907 -0.000471442 0.00255523 -0.00484865 9.73068e-05 0.000155506 0.00627648 0.0039248 0.00814068 0.000747186 0.00386242 0.00212791 -0.00366196 -0.00220786
internal_weight=613.144 227.274 173.244 385.869 149.679 146.047 266.069 129.239 107.995 10.7228 97.2719 130.992 124.765 108.706 88.529 20.1769 43.6829 30.9458 24.1178 16.493 10.7925 119.801 136.83 60.5044 76.3259 112.178 44.8461 35.9909 15.1695 40.4758
internal_count=4034 2462 1490 1572 1137 1127 963 545 485 68 417 933 849 796 551 245 368 247 134 103 50 609 418 197 221 514 183 163 91 246
is_linear=0
shrinkage=0.00968975


Tree=41
num_leaves=31
num_cat=0
split_feature=16 13 6 0 18 16 9 6 7 7 12 10 4 2 18 19 8 6 6 10 15 3 10 3 4 7 8 6 18 18
split_gain=80.7205 25.8616 15.5975 15.3809 11.1055 14.4621 10.0588 10.0038 9.64326 10.9219 9.21968 9.1654 8.60224 8.28868 10.8458 10.8592 11.5135 11.3055 11.2707 10.5439 9.2697 7.00106 6.85483 7.54981 6.54476 6.42944 6.5506 6.09478 7.97079 15.7298
threshold=18.594956516900002 95.862351557400004 15.51536251395 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 16.375382608200002 19.506002767000002 22.356277907050004 156.64017958600002 62.014663695050011 224.04800382715004 296.99113550545002 17.323446153950005 13.051052998800001 7.6440346712000009 13.65531905435 12.26528657645 81.479100559500012 21.092276343250003 108.47659710545001 62.030794443850006 93.216908757050007 183.52566960905003 23.9417051038 8.1436447804000007 13.78532209185 14.85568425095 15.681876268450003
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 10 6 12 24 -3 -10 -5 -8 25 14 15 17 -17 18 19 20 -11 -9 -12 -24 -2 26 -6 -19 -29 -30
right_child=3 2 -4 4 5 -7 11 21 9 13 22 -13 -14 -15 -16 16 -18 27 -20 -21 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.011345080695773882 -0.024378834933597687 0.015649181457813507 -0.011036492833440536 0.0091839108873471281 0.010777360025623085 0.011131520057051297 -0.011787415296309932 0.0016006774294282525 -0.010657405843883767 0.0082047578990885432 0.0075804567596510298 0.0031139565540037363 -0.021614591918610034 -0.013055324014186553 0.0078577291062344578 0.0077235907258689672 -0.012804908790782341 0.011870282361667542 -0.012280325513778816 -0.012303005497695915 -0.005458134114958383 -0.0092439876408091318 0.0026259947710432431 -0.011239683263935872 -0.0038763684595247172 -0.014861290708596616 -0.006901393768484196 0.0062544363276739569 -0.015669134858368874 0.0062908589226157502
leaf_weight=52.671942342072725 2.967638447880744 3.6740138307213774 22.661680966615677 79.567438669502735 4.7572781592607516 18.678232468664646 5.0079882740974417 94.898774314671755 14.771903131157158 14.897806543856865 28.499666653573513 87.969048600643873 3.5107917264103881 6.1685708537697783 16.147386342287064 3.9109367020428207 15.833280291408299 8.7677511572837812 12.77275751903653 6.6025452576577655 9.2331963330507261 7.3638780787587157 29.05427511036396 5.3357388451695433 4.493756428360939 3.6514128819108 4.8680110573768616 20.406480319797993 7.0628038570284826 7.9692763909697533
leaf_count=972 21 10 353 227 12 52 30 443 194 52 80 358 29 84 53 26 219 20 121 113 82 93 102 29 30 37 29 72 66 25
internal_value=0.000328779 -0.0047813 -0.00275809 0.00333009 0.00470081 0.0024162 0.000933146 -5.4102e-05 -0.00149238 -0.00192808 0.00676067 0.00231133 -0.00669988 -0.000934431 -0.000329528 -0.00155982 -0.00873862 5.61422e-05 -0.00382124 -0.000305669 0.00297695 0.000819759 0.0036948 0.000474683 -0.0120309 -0.00275595 0.00183629 0.00387212 0.00189332 -0.00402702
internal_weight=604.176 223.552 170.88 380.624 270.9 128.443 109.765 109.724 148.219 144.545 142.457 92.977 16.7875 129.773 123.604 107.457 19.7442 87.7126 43.5063 30.7335 24.131 102.263 62.8897 34.39 7.46139 13.2767 9.62529 44.2063 35.4386 15.0321
internal_count=4034 2462 1490 1572 985 547 495 587 1137 1127 438 388 107 933 849 796 245 551 368 247 134 536 211 131 51 78 41 183 163 91
is_linear=0
shrinkage=0.0107142


Tree=42
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 10 8 4 2 4 4 16 19 5 5 0 16 16 15 10 6 17 18 18 2 5 15 7 0
split_gain=52.9964 23.545 17.5128 11.3344 14.9745 10.6134 9.58826 8.51771 6.42314 6.14412 11.6597 11.4306 8.04211 12.8305 6.24761 5.91571 7.10151 6.35432 6.17716 5.87393 6.56733 5.76294 5.63856 11.2543 11.0666 7.17398 8.64126 7.75335 6.27227 5.48581
threshold=98.255079293500017 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 70.389210771400016 8.8430989333000021 224.82737758030004 309.00014058725003 309.28270023145006 313.22340827140005 19.199955102150003 13.751109481500002 23.195398057700004 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 29.037712645600003 71.397382570300024 16.455384477450004 188.83172615260003 13.077716774800001 13.162733570450003 108.63443756215001 19.925387549600003 30.501457990950005 22.516377366000004 97.878695155250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 5 29 7 8 9 -2 10 12 -12 -3 -14 -13 -7 17 18 -17 20 -6 -10 23 28 -25 26 27 -24 -15 -5
right_child=1 3 -4 4 19 15 -8 -9 21 -11 11 14 13 22 -16 16 -18 -19 -20 -21 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.013311602641032219 -0.0077022512550477982 0.015539065141613115 -0.018184378357851499 0.0063939025338192214 0.0051801765201322974 -0.022020089890868001 -0.015342622033211262 -0.0019807813482304098 0.015812843563951393 0.015784092723396394 -0.022418664536899575 -0.0074938191514334644 -0.017984403601977027 -0.00070009770654630822 0.014368864768288244 0.0015789083398134462 0.019269496008091597 0.012935695235624352 -0.01955243613806185 -0.017987756882303987 -0.019392793073667591 -0.0015903815997515159 0.011166678418211302 -0.032193192391408249 0.0038996392427745313 0.0050346981436249641 0.015310634211359172 -0.010451181692478629 0.011708092359177637 -0.0011823331779012021
leaf_weight=60.857658751308918 8.0545358583331126 23.187622062861919 21.941695839166641 39.860523860901594 7.6876807063817996 4.0790014341473606 8.0806803554296476 31.492753695696592 11.280523948371412 16.127295084297657 6.4602464139461544 6.5727022215723974 5.2329801470041266 19.942982539534569 5.9639966934919357 5.8179657831788116 3.2695240974426261 3.5041853040456763 7.674341756850481 14.100449953228233 3.9326844103634357 7.630759432911872 9.6553185731172579 4.1776727586984617 3.9570480510592461 81.740821480751038 47.318232156336308 6.7386377826333037 19.058633998036385 53.613058943301439
leaf_count=1202 75 61 422 146 29 40 126 164 43 53 58 34 33 78 16 32 6 10 94 236 55 62 30 29 15 293 141 40 53 358
internal_value=0.000298111 0.00199482 -0.00734839 0.00322973 -0.000827236 0.00477977 -0.000564266 0.00560972 0.00386427 0.00654301 0.00592205 -0.0057056 0.00692151 0.00591141 0.00290676 -0.00502587 -0.00160539 -0.00562098 -0.0104405 -0.0112779 -0.00313606 0.00879059 0.0065607 0.00191183 -0.0146362 0.00806724 0.0119579 0.00228079 0.00536332 0.00204845
internal_weight=549.012 488.155 56.9882 431.166 119.194 311.972 35.0465 287.627 26.9658 256.134 240.007 18.9969 221.01 197.822 12.5367 24.345 20.266 16.9965 13.4923 25.7208 11.6204 18.9113 192.589 47.1363 8.13472 145.453 63.7122 16.394 39.0016 93.4736
internal_count=4034 2832 728 2104 824 1280 306 1098 180 934 881 108 773 712 50 182 142 136 126 320 84 105 679 175 44 504 211 70 131 504
is_linear=0
shrinkage=0.0154666


Tree=43
num_leaves=31
num_cat=0
split_feature=8 10 10 9 0 3 15 8 17 0 12 4 5 6 2 2 4 4 16 10 5 15 3 16 7 8 18 3 15 10
split_gain=45.6446 18.8196 9.75588 19.8069 9.2296 12.6044 8.91346 7.25171 6.0215 7.36792 5.98775 5.88815 5.95216 6.3887 6.05149 5.72676 9.75288 9.89642 7.23069 7.13479 7.64122 7.11208 6.34838 7.00924 6.33414 7.70378 6.36393 6.52459 5.51601 5.77239
threshold=5.9453602998000008 70.206395618550019 72.378669787950017 72.82855515350002 103.33357670195001 83.538459487450012 46.074827201850006 8.8430989333000021 241.79519611995002 107.57327517365 320.0928336514001 377.6847677435 29.026000224750003 15.635365317800002 184.38272419390003 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 66.964115113200009 17.679107616400003 35.215351613950006 93.499196860750018 22.744946812400002 22.381996090050006 8.3434888241000014 13.077716774800001 93.846007959550022 29.037712645600003 71.397382570300024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 11 5 10 7 15 -6 -10 -3 12 13 14 -1 16 18 -18 -2 22 -21 -22 -20 24 25 -24 -26 -28 29 -7
right_child=1 4 -4 -5 8 28 -8 -9 9 -11 -12 -13 -14 -15 -16 -17 17 -19 19 20 21 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=0.0066336709913569335 0.01434999561270041 0.0021931028653243783 -0.016390556882672973 -0.017322634188516834 -0.016601176324343929 0.0045295265836400129 -0.0046161910871386127 -0.0017178068646509055 0.022439960652001826 -0.01622798958622727 -0.019016228182924429 -0.01761485782732641 0.013796021603721781 -0.018663372137887498 -0.017096809213749065 0.014846581630194445 -0.023568090627727915 0.0013387980761812612 0.0082964679555285591 0.010809196743513385 -0.017783856445066401 0.0049552760093685474 -0.024389295839668052 0.011918803722904324 0.0092757600510100305 0.0027085273015113698 0.0016024775036051896 -0.018039446825986068 -0.017136991582769507 -0.018360864869669046
leaf_weight=14.961721658706674 21.903856419026852 97.01146313175559 31.209024369716644 20.913168370723724 14.600576419383289 7.6482947468757647 23.173958890140057 31.576485760509968 2.2280820906162253 2.1752516515552998 3.0672181360423556 3.3405465856194487 8.6167829632759076 3.7381626926362506 2.8589625693857661 14.970993071794508 4.7899091988801983 13.915095962584017 114.62718841060996 5.9058942571282413 8.5462215766310674 4.7966981008648863 4.900141127407549 13.078543342649935 16.319132149219513 4.49135822057724 15.247814603149893 5.0214949920773497 12.931381050497292 3.6280065551400185
leaf_count=87 61 546 742 446 327 29 182 164 11 52 38 54 32 52 47 53 50 58 397 16 62 22 30 34 46 16 53 36 236 55
internal_value=0.000265863 0.00218261 -0.00972888 -0.00590916 -0.00228093 -0.000797722 0.0042916 0.0050286 -0.0119811 0.00333795 0.00154308 0.00121253 0.00329679 -0.000899618 0.0028266 0.00588581 0.00531139 -0.00503927 0.00621258 0.00528873 -0.00334451 -0.00960928 0.00624552 0.00226481 -0.000481175 -0.0114301 0.0023292 -0.00326359 -0.010475 -0.00283517
internal_weight=532.193 446.555 85.6384 54.4293 143.29 124.286 303.265 280.091 19.0039 4.40333 100.079 33.5162 30.1756 21.5588 17.8207 248.514 233.543 18.705 214.838 192.934 19.2488 13.3429 173.686 59.0585 45.9799 9.3915 36.5884 20.2693 24.2077 11.2763
internal_count=4034 2574 1460 718 1294 904 1280 1098 390 63 584 272 218 186 134 934 881 108 773 712 100 84 612 215 181 46 135 89 320 84
is_linear=0
shrinkage=0.0149454


Tree=44
num_leaves=31
num_cat=0
split_feature=13 3 7 9 9 0 5 6 3 16 9 15 10 5 6 16 3 2 7 17 5 18 19 19 16 19 18 14 0 6
split_gain=40.4962 17.191 12.0405 11.2896 8.32738 15.1508 11.3618 10.7838 8.08203 6.96326 6.71287 7.10072 6.38845 6.1928 5.45892 5.24581 11.9625 5.15172 13.1223 7.84969 12.0212 5.07573 4.95828 5.76565 4.79895 12.4912 5.48957 10.6699 4.78721 5.43691
threshold=98.255079293500017 103.48681881535002 19.716522186550005 179.18874144770004 186.68586460755003 85.732241321850012 29.996566321350006 14.825346391850003 83.538459487450012 19.144955230800004 177.77223095870002 32.393814985100008 70.123053416500014 29.026000224750003 13.200308423050002 22.664946999500003 94.972471916200007 108.24034454255001 23.109894804950002 201.71342726775001 20.444185446200006 11.862896247150001 12.551012654050002 12.751028791950002 18.044957803000003 12.851036860900001 15.625782642300001 216.04581652670001 97.674372337300014 12.350288562550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 -2 10 -5 6 15 8 24 -3 11 -4 -10 -11 22 -6 -17 19 -19 -9 -21 -15 -1 -24 25 26 27 -7 -28 -30
right_child=1 9 3 4 5 7 -8 17 12 13 -12 -13 -14 21 -16 16 -18 18 -20 20 -22 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.012279891899025019 0.014220851897922741 -0.013912580472472241 -0.0074509568181079875 0.0071218444928488282 -0.015925097554526594 0.0036048190864710829 0.0090740685222955534 0.0078737399330061648 9.9394572134222178e-05 -0.016177863431690503 -0.028947341705172512 0.010004782949411884 -0.010356820092313234 0.0080829470063562281 0.0013275860845061724 0.0036687061674667456 -0.017057020502805637 -0.0054375092540257875 0.0042114400600019629 -0.019374304881509881 0.010810634204285328 -0.010190408783521477 0.012563933583172182 -0.010143033254347098 0.0060576987723431576 -0.010798983281876295 0.015411336938486215 -0.013148083825763069 0.0079405819321950247 -0.0027244213727900769
leaf_weight=41.395155604928732 10.64916032925248 13.24437475204468 19.109022319316871 40.088042713701725 10.529590193182235 15.119193457067015 5.5065797567367545 61.284011069685221 14.925480604171751 3.1733125410974017 1.6664443761110295 3.8750596716999999 17.60818699374795 7.0800111442804319 5.765604253858327 8.9956438653171045 6.7307483069598666 23.534456819295883 113.26134453341365 3.8340806700289241 3.4792379140853882 2.9885354191064835 2.5468103326857081 3.9338159114122391 21.957625828683376 12.664045568555592 5.376809060573577 8.0565331652760488 15.043963126838209 11.785269632935522
leaf_count=1055 38 292 281 140 132 55 17 216 73 50 12 11 284 40 53 41 66 115 453 32 9 40 28 66 86 134 10 71 56 78
internal_value=0.000188687 0.00131246 0.00187234 0.00156251 0.00203869 0.00147217 -0.00628167 0.00222318 -0.000537306 -0.00788439 -0.00616013 -0.00450796 -0.00555982 -0.00185506 -0.00948105 -0.00950217 -0.00520171 0.00387009 0.00255143 0.00649974 -0.00501412 0.00265907 -0.0107827 -0.00121946 0.00127819 -0.000264105 0.00214489 -0.00221896 0.00528514 0.00325577
internal_weight=515.208 461.567 435.081 424.431 399.781 359.693 31.7626 327.93 122.537 26.4862 24.6505 22.9841 32.5337 13.2419 53.6414 26.256 15.7264 205.393 136.796 68.5973 7.31332 10.0685 47.8758 6.48063 90.0034 68.0458 55.3818 23.1757 32.206 26.8292
internal_count=4034 2832 2410 2372 2068 1928 256 1672 847 422 304 292 357 130 1202 239 107 825 568 257 41 80 1149 94 490 404 270 126 144 134
is_linear=0
shrinkage=0.011758


Tree=45
num_leaves=31
num_cat=0
split_feature=16 13 6 0 18 16 9 12 18 5 6 4 16 16 6 3 10 5 5 6 10 0 13 2 13 16 9 5 3 16
split_gain=63.816 23.8915 13.7486 13.073 9.03044 14.1742 9.76398 9.01741 9.00029 9.07197 8.87644 8.40626 8.27995 13.9584 8.33681 8.22923 10.2413 12.7084 9.90323 9.60371 7.20203 7.61566 6.87998 6.54951 6.96746 9.07339 9.93917 8.43145 9.46141 10.9082
threshold=18.594956516900002 95.862351557400004 15.51536251395 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 156.64017958600002 17.323446153950005 26.575048724050003 16.375382608200002 224.04800382715004 15.584963555600002 13.904967484100002 14.815346158200002 89.256809930900019 66.964115113200009 19.327153142150006 21.089169479000002 16.555386813950005 62.030794443850006 86.382848189450016 117.57971633515002 315.94243452415003 116.72209819155002 21.094950670800003 186.68586460755003 29.996566321350006 94.972471916200007 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=1 -1 8 10 7 6 11 -5 9 12 -2 -6 13 -3 -14 16 -8 -18 19 -17 -9 -22 -20 24 -12 -26 -27 28 29 -28
right_child=3 2 -4 4 5 -7 15 20 -10 -11 23 -13 14 -15 -16 18 17 -19 22 -21 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0081161105973817215 -0.0083485603296525445 -0.006742628519658277 -0.007827346427742965 0.0063732507156594792 -0.0021702144769595363 0.0080820373226375298 0.0083030742600734408 0.0052652410320817404 0.0041492092447412924 0.010336086707091388 0.0063769482534788676 -0.016048820050127654 -0.0055273162433752921 0.0017915131745467078 0.0032568484410771203 -0.016766302098893803 0.0032187662914581979 -0.0069422883168076691 0.0041006060604141022 0.0013975473039836222 -0.008104979662693565 0.0016227199083760492 -0.007066957766566022 -0.0094587963357029101 -0.0090866790696706948 0.0047501303508187612 -0.0030273573013878396 0.0071981795261864198 -0.0097777918938138416 0.0069426025548939155
leaf_weight=47.077247243374586 7.3961056917905799 15.272281829267738 20.228033065795898 74.700053244829178 12.443776883184908 17.673171177506447 16.558743864297867 27.56489759683609 18.518115922808647 3.71962060406804 12.502075120806692 3.3990670889616004 47.394777543842793 50.466246817260981 7.6805636286735526 4.6351294592022922 36.684611868113279 9.4744917713105661 12.169572852551939 2.8915664851665497 6.01956733316183 27.033127412199974 4.6696533709764472 3.8614637777209273 6.0764094442129126 26.305732823908329 27.88439117372036 6.4673123806715003 8.5146013125777227 8.8420431166887266
leaf_count=972 51 192 353 227 78 52 44 80 74 14 34 29 586 232 39 43 150 72 41 10 32 99 28 50 92 82 169 16 70 23
internal_value=0.000221924 -0.00320717 -0.00179181 0.00220488 0.00316742 0.00161112 0.000500025 0.00455444 -0.000938361 -0.00169488 -7.91433e-05 -0.00514786 -0.00206529 -0.000191127 -0.00430232 0.00152752 0.00302614 0.00113314 -0.00232991 -0.00978821 0.0023131 -0.000148892 0.00100375 0.000529707 0.000929016 0.000119049 0.000836071 -0.00115514 -0.00234927 -0.000627048
internal_weight=574.124 210.357 163.28 363.768 255.917 120.6 102.927 135.318 143.052 124.533 107.85 15.8428 120.814 65.7385 55.0753 87.0838 62.7178 46.1591 24.3659 7.5267 60.6176 33.0527 16.8392 100.454 96.5926 84.0905 78.0141 51.7083 45.241 36.7264
internal_count=4034 2462 1490 1572 985 547 495 438 1137 1063 587 107 1049 424 625 388 266 222 122 53 211 131 69 536 486 452 360 278 262 192
is_linear=0
shrinkage=0.00782139


Tree=46
num_leaves=31
num_cat=0
split_feature=13 8 9 9 9 0 16 10 16 19 10 15 0 6 4 4 6 15 6 19 19 4 4 16 15 15 19 9 15 18
split_gain=38.0543 16.3007 13.9787 7.84072 7.39744 12.148 11.5845 10.403 13.2327 11.7978 9.14528 7.81303 7.75517 10.2308 7.38002 6.04095 5.69618 9.61036 5.57844 5.94604 5.49117 5.34229 6.74529 5.69915 4.55653 7.67206 7.13016 5.82708 5.87043 6.21564
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 38.295222230400007 186.68586460755003 85.732241321850012 22.704946905950003 64.407391431150018 22.494947397000004 14.451165964200003 62.837331883000012 34.139075990150012 85.121961326250016 21.760508430800005 170.06818406760001 158.55438663830003 15.255356438950001 31.385732506450001 13.200308423050002 12.551012654050002 12.751028791950002 376.36865522600004 224.82737758030004 18.964955651700002 19.763739472850002 25.852338405700003 12.851036860900001 204.99169312540002 22.516911658450002 15.625782642300001
decision_type=2 2 2 2 2 2 2 2 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 -2 11 6 -6 8 -7 16 -10 -3 13 -8 15 -13 17 24 19 -1 -21 22 23 -5 -9 26 27 -26 -29 -30
right_child=1 4 -4 21 5 7 12 9 10 -11 -12 14 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.013326263445263307 -0.015872670012278524 0.013309180363469352 -0.014139854630300732 -0.014401577889466621 -0.014752816849333304 0.011562995614165955 -0.015927306185339673 0.0072615380277409967 0.0014988893870853958 -0.016611961182548478 0.012814814984057321 0.0045465780383258823 0.012185901292717882 0.0053905572271980614 0.0067900894298041532 -0.016094714143825316 0.0055358493863681439 -0.006738567143859708 0.0012986337842873258 0.01411639420016208 -0.0098215307083461094 -0.014645739010277806 0.008154955252241013 0.0048011851186628776 0.0045477453730865701 0.0035600162101625992 -0.011438505473801904 -0.015952652607090414 -0.0093979912737614558 0.010687901313441169
leaf_weight=38.061003614217043 4.4192441813647738 17.389512680470943 17.631399668753147 4.749989498406654 12.871410727500914 33.053165704011917 6.5439786389470118 17.024674333631992 102.49993243440986 6.0980546325445166 12.169784091413019 3.9763020575046557 5.8726701065897933 7.2035184502601624 21.677414312958717 4.7267995327711105 32.216748040169477 27.657331727445126 5.8597165010869494 2.4457866959273806 3.6198493242263794 2.7337416112422934 16.861377947032452 4.6671202182769775 17.122694924473763 51.855928998440504 12.256512876600025 5.6275303885340682 5.0281281620264036 4.4002068936824799
leaf_count=1046 73 55 422 77 157 109 62 62 426 38 41 13 15 28 74 28 124 298 53 25 62 43 93 28 61 280 135 55 31 20
internal_value=0.000209838 0.001325 -0.00524812 -0.000558717 0.00214912 0.00154281 -0.00565447 0.00225793 0.00468298 0.000259822 0.00269984 0.00671203 0.00031431 -0.00475701 0.00293588 -0.00666405 0.000853882 -0.000216094 -0.0100153 -0.0115177 -0.000169277 0.00177396 0.00348209 -0.00488469 0.00137587 0.000335255 -0.00342806 -0.00037695 -0.00597769 -2.3899e-05
internal_weight=508.322 458.335 51.0629 33.4315 407.272 359.502 32.4916 327.011 147.723 179.288 114.67 47.77 19.6202 13.7475 30.3805 8.7031 173.19 140.973 49.9864 44.1266 6.06564 29.0122 26.2785 9.41711 113.316 96.291 44.4351 32.1786 15.0559 9.42834
internal_count=4034 2848 736 314 2112 1942 262 1680 576 1104 467 170 105 90 115 41 1066 942 1186 1133 87 241 198 105 644 582 302 167 106 51
is_linear=0
shrinkage=0.0123416


Tree=47
num_leaves=31
num_cat=0
split_feature=16 13 6 0 7 18 5 16 16 6 15 3 0 6 5 0 16 5 2 19 3 4 5 9 5 0 3 16 7 12
split_gain=72.8729 25.0638 14.9009 14.3754 11.3779 11.0442 11.5534 9.46627 15.8911 11.563 8.09465 8.04998 8.04721 7.61463 6.67856 9.22526 6.47032 6.18626 8.3458 5.91868 15.4335 5.87093 5.29526 4.78024 8.55415 4.71026 13.778 6.13902 5.34447 4.70233
threshold=18.594956516900002 95.862351557400004 15.51536251395 85.732241321850012 22.721067571950005 17.323446153950005 26.575048724050003 15.584963555600002 13.904967484100002 14.815346158200002 46.683480308100009 108.47659710545001 91.394134144600017 16.465384711100004 20.769304081650002 91.937202686950016 22.824946625350005 23.042623356550003 198.51835910855002 11.850956171350001 80.215525238150022 342.39448800975009 13.716117217950002 186.16747084260001 30.284449345300001 94.047642319350018 84.643415779050017 19.199955102150003 23.974509389900003 167.80616279730003
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 6 7 8 22 29 12 23 13 -5 15 -14 -6 18 -15 -10 -21 -7 -3 -2 -25 27 -27 -17 -28 -9
right_child=3 2 -4 10 16 21 -8 9 19 -11 -12 -13 14 17 -16 25 -18 -19 -20 20 -22 -23 -24 24 -26 26 28 -29 -30 -31
leaf_value=-0.0074749304540610078 0.0034389612582775737 0.00034256902374179171 -0.007266402804741794 0.004824285321196305 -0.0097362430803485337 0.0065756295259811462 0.01079696816001819 -0.0035336871737326114 0.0064108907460468699 0.0038240394934793988 -0.0029888866678792641 -0.0062887379682921192 -0.0076654294101421872 0.0017133424895992106 -0.0070442039603185813 0.0076467039638402987 0.00073570921260968406 0.0051300193317937396 -0.0070998909881705395 -0.007198978939450605 0.0031057950250797861 -0.0024763008138373962 -0.0089648080949101382 -0.0036435130911975939 0.006479899627640129 0.0039494209784847745 0.0038486188677883948 0.0011096417147154786 -0.0084859784113785822 -0.007999937318354973
leaf_weight=48.63903184980154 32.549523130059242 4.286093968898057 21.068174608051777 141.9831066057086 9.4234190322458726 14.067436553537847 3.7131327055394641 28.922293413430452 11.118087150156496 8.0719497017562372 11.288604997098444 7.2591016590595236 4.9806365668773642 46.466979809105396 4.8021415024995795 15.180660821497442 4.4103393256664267 22.725808925926685 6.2011168077588072 9.8870427124202234 29.42480006441474 4.9258200898766509 11.366471085697411 15.664948940277101 5.8324184864759436 20.707156717777256 2.2519148066639891 14.117197282612322 8.6944549940526468 20.518796384334564
leaf_count=972 128 26 353 447 100 41 14 322 31 39 70 95 39 153 44 39 29 61 46 101 100 33 166 91 14 69 8 55 84 264
internal_value=0.000334622 -0.00296605 -0.00165574 0.00223823 -0.000552304 -0.000847776 -0.00160504 -0.00197763 -0.000135321 -0.00409444 0.00293856 0.000766711 0.00317081 0.00385109 0.00108022 0.00167196 -0.00639768 0.00201834 0.000675677 0.00181415 0.000514114 0.00422805 -0.0064162 0.00171434 -0.000896945 0.00243496 0.000526547 0.00449682 -0.00594847 -0.00538725
internal_weight=590.549 216.009 167.37 374.54 75.1398 146.302 127.309 123.596 66.0825 57.513 299.4 61.306 288.111 217.377 70.7342 65.932 13.8338 75.3939 52.6681 50.4299 39.3118 18.9933 15.6526 54.0469 21.4974 60.9514 31.6535 29.2979 10.9464 49.4411
internal_count=4034 2462 1490 1572 457 1137 1063 1049 424 625 1115 328 1045 707 338 294 129 260 199 232 201 74 192 233 105 255 161 94 92 586
is_linear=0
shrinkage=0.00713567


Tree=48
num_leaves=31
num_cat=0
split_feature=16 13 6 3 6 18 6 19 6 4 10 7 6 5 2 5 17 2 13 16 5 9 9 5 16 16 0 6 16 19
split_gain=61.2626 22.1152 12.9134 11.7381 8.22282 8.19924 10.0653 21.7878 8.61798 8.4535 7.72382 10.8931 7.30455 8.83788 7.10084 6.80253 5.93136 5.71494 6.30492 8.19493 5.45384 9.87319 5.36023 13.7315 5.62724 5.32652 5.61209 11.5435 5.3121 14.0113
threshold=18.594956516900002 95.862351557400004 15.51536251395 93.499196860750018 15.255356438950001 17.323446153950005 13.65531905435 13.051052998800001 12.26528657645 286.25887787650009 81.479100559500012 22.356277907050004 16.455384477450004 22.938948824900006 198.51835910855002 23.730745871350006 200.26331585350002 315.94243452415003 116.72209819155002 21.094950670800003 29.996566321350006 208.27565494345001 70.31345721160001 19.426367441400004 15.089964713100001 22.744946812400002 85.667718326750006 16.545386580300001 17.684958644900004 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -2 6 8 22 9 10 11 -3 15 14 -14 -6 -13 18 -5 -20 21 25 -8 24 -24 26 27 -21 29 -7
right_child=3 2 -4 17 12 28 7 -9 -10 -11 -12 16 13 -15 -16 -17 -18 -19 19 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010812154291342529 0.0013842076837716443 -0.012972414582415869 -0.010428554535931197 0.0076579210774107859 0.0076442109550975195 0.011407821767105938 0.014299643183455607 -0.012519470134460286 -0.011985967941778778 -0.012669133701668974 -0.011954028483608291 0.006448732034185326 0.0015240168932198605 0.0086552917834781216 -0.01092879138877402 -0.0027379207422652814 -0.0068270822697626635 -0.012543664840195607 -0.012233430559665493 -0.014738619806715239 0.0097857682046880307 -0.014273966857396056 -0.0031589294145076548 -0.011826028204011102 0.0067114082616408716 0.0057348287455311264 0.00099329592945961208 0.0045096849068323869 0.013061555198741658 -0.012346893523513983
leaf_weight=43.773413829505444 75.13987984135747 4.9433953687548664 19.377803530544043 12.620180658996103 113.06725432723761 6.3289066553115862 4.7264610528945914 11.32518734037876 15.784877739846705 8.0829622261226159 5.7562646307051173 21.128622829914097 32.119331561028957 17.163512878119946 6.034614495933055 7.4638105183839789 4.535032980144023 3.7646742239594451 5.9493257179856291 8.1492475345730764 6.5492765605449668 5.1844491474330416 7.963572345674037 6.3871192596852771 32.8089744374156 18.176497556269169 46.915737345814705 6.002809911966323 6.4584367871284476 4.8779275417327881
leaf_count=972 357 65 353 37 368 16 17 175 173 120 106 99 111 44 44 39 48 52 93 92 16 52 35 115 110 62 183 22 17 41
internal_value=0.000441445 -0.00417598 -0.00236592 0.00303038 0.00430075 -0.00125871 -0.00221919 0.000716726 -0.00530037 -0.00292602 -0.000760287 0.00134492 0.00554699 0.00237817 -0.00044558 0.0070013 0.00410276 0.000216485 0.000654996 -0.000256803 0.000526385 -0.00019188 0.00360579 0.00253403 0.00478356 0.000729421 -0.000760412 -0.00657416 0.00545302 0.00106826
internal_weight=568.56 204.259 160.486 364.301 250.988 141.108 123.442 63.2113 60.2312 44.4463 36.3633 30.6071 175.849 55.3175 38.1539 120.531 25.6637 113.312 109.548 96.9273 90.978 84.4287 51.8861 47.1597 40.7725 79.2443 61.0678 14.1521 17.6653 11.2068
internal_count=4034 2462 1490 1572 963 1137 1063 452 611 438 318 212 606 199 155 407 147 609 557 520 427 411 277 260 145 359 297 114 74 57
is_linear=0
shrinkage=0.010533


Tree=49
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 10 2 4 4 8 16 19 5 5 0 15 6 19 16 16 10 16 19 5 16 17 18 14 2
split_gain=38.8444 17.0032 13.4435 8.32718 11.7967 8.08661 7.65608 6.76237 7.78572 10.0631 6.64722 6.27324 9.77408 5.51 5.45656 6.30594 5.43446 5.40422 5.59687 5.37391 5.93259 5.32237 5.26003 9.51778 6.66515 8.51075 5.04911 6.15093 5.48814 6.4422
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 70.389210771400016 310.17567643235003 309.28270023145006 313.22340827140005 8.8430989333000021 19.199955102150003 13.751109481500002 23.195398057700004 24.367802910700004 86.692020874450009 29.037712645600003 13.200308423050002 12.551012654050002 23.044946110900003 22.604947139800004 71.397382570300024 18.044957803000003 12.651020723000002 13.524641568350001 14.464966174600002 188.10488866565001 13.043896815850003 195.25924573520004 96.242542698950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 6 5 22 7 -2 8 10 -10 11 -3 -13 -11 -7 19 21 18 -1 20 -16 -6 23 24 -5 -26 27 -14 29 -28
right_child=1 3 -4 4 16 14 -8 -9 9 13 -12 12 26 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=-0.016793875648838604 0.0031199235619717323 0.014261233740517921 -0.017742527813722344 0.015536368721242064 0.0046078982885977447 -0.021630334284491685 -0.014683882083360605 0.015144255855198782 -0.021329362549303624 -0.0065109757016837012 -0.0019272617734186126 -0.015769881974970097 0.0036636680630721345 0.013023063820424171 0.0019528164256211176 0.018851376930122871 -0.017759508062568079 0.0011715478387129699 -0.0010083336424365529 0.012480597522424215 -0.019344721269424769 -0.018838968377970899 0.008559059537257439 -0.0086883492776619019 -0.012834878996472007 0.0045706390891689539 0.0065020066135589583 -0.01289766968997349 0.0046318178183182681 0.016900448182248631
leaf_weight=37.807081982493401 25.907344207167625 20.816795419901609 17.519359368830919 9.1903866156935674 7.571415953338148 3.8122596964240101 7.5689802952110758 15.027401663362978 6.2322582006454494 7.6498863175511342 28.028700899332762 5.2155705466866484 31.928101919591427 6.4584947563707829 5.7683695480227524 3.1663605198264113 12.224087882786987 6.0525562055408946 6.3640499897301188 3.3172008767724028 7.0470405444502831 3.4032247923314571 21.446980260312557 22.267701327800751 8.6671996191143972 31.845439285039902 34.861833624541759 6.5552945658564559 84.038221880793571 24.676716387271881
leaf_count=1046 180 61 422 25 29 40 134 56 60 39 150 33 115 20 32 6 236 53 87 10 94 55 83 198 70 136 137 37 310 80
internal_value=0.000378569 0.00179192 -0.0066898 0.00284375 -0.000678511 0.00423802 -0.000905508 0.00499081 0.00439587 -0.00484886 0.00519225 0.0061512 0.00524973 0.00243126 -0.00460503 -0.00124191 -0.0106178 -0.0126286 -0.0145195 -0.00518563 -0.00975844 -0.00266295 0.00178974 -0.000227492 0.0035631 0.000846934 0.00585188 0.000842596 0.00719454 0.0108118
internal_weight=512.436 462.213 50.9957 411.217 116.616 294.601 33.4763 271.489 256.462 20.3406 236.121 208.093 187.276 14.1084 23.1112 19.299 23.1987 50.2237 44.1711 16.1326 12.8154 10.9746 93.4177 71.9707 49.703 40.5126 182.06 38.4834 143.577 59.5386
internal_count=4034 2848 736 2112 832 1280 314 1098 1042 119 923 773 712 59 182 142 320 1186 1133 136 126 84 512 429 231 206 679 152 527 217
is_linear=0
shrinkage=0.0155729


Tree=50
num_leaves=31
num_cat=0
split_feature=16 13 5 0 7 18 6 19 6 4 10 7 15 10 6 3 16 9 17 9 0 16 18 15 9 5 16 3 15 2
split_gain=65.7848 22.7778 14.1988 13.4986 10.476 9.21136 11.2946 12.9066 8.39202 8.57727 8.34853 9.58568 7.64608 8.10292 7.6553 7.44675 7.25146 6.71531 6.4949 6.02966 8.90462 5.70785 5.68229 5.69646 5.17153 8.85754 5.93125 12.7132 4.94377 9.61624
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.732241321850012 22.721067571950005 17.323446153950005 13.65531905435 13.051052998800001 12.26528657645 286.25887787650009 81.479100559500012 22.356277907050004 46.683480308100009 66.590419433100024 16.465384711100004 108.47659710545001 19.974953289850003 204.27826083785001 200.26331585350002 66.346857137250012 87.350693116400024 22.824946625350005 14.030930991100002 36.207782793200003 187.45330412110005 30.284449345300001 22.704946905950003 94.972471916200007 41.492094664050008 198.51835910855002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 15 6 8 -8 9 10 11 -3 13 14 -5 24 22 -18 -13 20 -4 -6 -15 -24 -2 26 -26 -28 29 -16
right_child=3 2 19 12 21 -7 7 -9 -10 -11 -12 18 -14 16 28 -17 17 -19 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0076836661329877896 0.0034509072952260619 -0.009360111724475588 0.0085342814055456 0.0050048717366467663 -0.0099911283327955881 0.0045915882898713654 0.003194646427607457 -0.0091723579360436184 -0.0085384821350515637 -0.009003474473770234 -0.0084533634524972447 0.0047020075676361224 -0.0029745028590861399 0.0063689743810315131 0.0018103806719213802 -0.006504083132121319 -0.011864645192892329 0.00033430249401317322 -0.0050159223395580309 -0.0064924277381957496 -0.0085702801456467893 0.00037418108952527539 0.0016921347022331445 -0.007066657626560848 -0.01270918308587443 0.0065736499425051737 0.0076616968353934462 -0.0085285745226374565 0.0049082746752299395 -0.008972204810485624
leaf_weight=44.53364660218358 33.907307557761669 4.0377904027700451 3.8801142498850814 137.66282955557108 8.8621562942862493 17.868548989295959 37.731644384562969 5.3317357562482348 13.391480527818201 7.5531123913824549 5.7936239168047896 21.289700862020258 11.440851449966429 13.334543392062185 44.561216600239277 6.9552589245140544 4.2366318404674512 6.0874201357364655 4.6363257318735114 36.768857341259718 2.9781123921275139 4.4017011150717726 45.831210762262344 4.5155346617102614 3.569185525178912 5.6871768981218329 4.6580180227756482 6.3384134322404861 22.472695246338844 5.1030341535806647
leaf_count=972 133 49 13 440 100 72 125 74 132 111 106 99 70 36 147 95 38 28 48 614 47 29 209 43 31 14 10 45 62 42
internal_value=0.000398172 -0.00297334 -0.00167255 0.00227532 -0.000557518 -0.000328038 -0.00120917 0.00166347 -0.00339085 -0.00179922 -0.00027745 0.0013034 0.00298897 0.00322938 0.00397605 0.000743318 0.00111261 -0.00467172 0.00296416 -0.00529782 0.00110681 -0.00655133 0.00205037 0.00090657 0.00167403 -0.00130082 -0.00437542 -0.00167048 0.00201269 0.000702463
internal_weight=575.42 205.795 161.261 369.625 74.3792 117.634 99.7654 43.0634 56.702 43.3106 35.7574 29.9638 295.246 283.805 209.8 61.1154 74.0053 10.3241 25.926 43.6271 6.85823 13.2639 63.6813 50.3467 54.1601 20.2528 14.5656 10.9964 72.1369 49.6643
internal_count=4034 2462 1490 1572 457 816 744 199 545 413 302 196 1115 1045 691 328 354 66 147 674 60 129 288 252 233 100 86 55 251 189
is_linear=0
shrinkage=0.00744031


Tree=51
num_leaves=31
num_cat=0
split_feature=8 10 15 0 3 10 9 16 8 13 0 5 5 0 16 16 2 4 4 16 10 16 19 3 6 15 10 5 14 13
split_gain=45.2837 19.3562 9.18924 9.09694 12.5864 8.9994 17.2106 7.63002 6.90535 6.73663 6.30587 12.1681 5.54724 6.50316 5.75722 5.95118 5.54024 8.72768 9.99741 6.15923 7.04818 7.69868 12.4977 6.18854 5.65076 5.42022 5.42187 5.00131 5.73534 10.132
threshold=5.9453602998000008 70.206395618550019 46.074827201850006 103.48144189910001 83.538459487450012 72.378669787950017 66.346857137250012 21.094950670800003 8.8430989333000021 99.604685275000008 97.878695155250014 13.812766882300002 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 66.964115113200009 19.974953289850003 13.751109481500002 93.499196860750018 16.375382608200002 29.037712645600003 71.397382570300024 30.284449345300001 168.39662374755002 113.82394032690001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 8 4 10 6 9 -8 16 -1 -3 -12 -4 14 15 -14 17 19 -19 -2 23 22 -22 -21 -25 26 -6 28 -10 -30
right_child=1 3 12 -5 25 -7 7 -9 27 -11 11 -13 13 -15 -16 -17 -18 18 -20 20 21 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0075434747385041316 0.0098429430591111308 0.0043465693038523875 -0.01464077840032384 -0.0085923633796763394 0.0029459442068268272 -0.011487250758315944 -0.01057091184421252 0.015205909970232563 0.0028325047848094783 0.0058534371586926905 0.0044811878749118324 -0.0050180247832963248 0.0011887014692107669 0.012878675175770392 0.0086303404113444535 -0.013103373346276441 0.010478623891523634 -0.016457377641088216 0.0013747879910585474 0.0059784719505131274 -0.010502981470473958 -0.012322126614446493 0.01018154810337981 -0.0075821267234070398 0.0029232971041991489 -0.012054730232766851 -0.01281812297038246 0.010088842542703265 0.0075079924637988247 -0.011973515313247399
leaf_weight=5.4707390181720283 21.552624799311161 40.181546326726675 3.8861583471298244 17.676442004740238 7.6771349608898181 29.406943127512932 28.973784595727924 1.3332084268331517 12.25625048577786 17.469193212687969 25.837978828698397 35.574310347437859 5.8469129055738502 3.1993302702903739 3.4233914092183104 7.2354534938931465 15.1083427965641 4.6063429862260845 14.393498390913008 116.43185584247112 5.2819832041859653 5.7648664936423293 8.3951968327164632 6.383247695863246 51.799771212041378 12.822030726820229 3.5374421775341034 3.9874987602233878 4.0223792642354956 11.251527037471531
leaf_count=75 61 147 40 381 29 742 555 3 56 85 133 313 32 6 10 94 53 50 58 397 33 46 21 35 180 236 55 10 12 86
internal_value=0.000355798 0.00167735 0.00317863 -0.00151599 -0.000520329 -0.00680942 -0.00422598 -0.00943699 0.00370841 0.00265853 0.00110168 -0.00102142 -0.00313705 -0.000868326 -0.00353292 -0.0067158 0.0042949 0.00389668 -0.00294846 0.00449988 0.00390646 -0.00211068 0.0021934 0.00457643 0.00177075 -0.00737596 -0.00202656 -0.000938369 -0.00253556 -0.00684307
internal_weight=530.787 448.134 304.827 143.307 125.63 82.6539 53.2469 30.307 281.235 22.9399 101.594 61.4123 23.5912 19.7051 16.5058 13.0824 249.718 234.609 18.9998 215.61 194.057 19.442 13.6772 174.615 58.183 24.0366 11.2146 31.5177 27.5302 15.2739
internal_count=4034 2574 1280 1294 913 1460 718 558 1098 160 593 446 182 142 136 126 934 881 108 773 712 100 54 612 215 320 84 164 154 98
is_linear=0
shrinkage=0.0105353


Tree=52
num_leaves=31
num_cat=0
split_feature=16 13 7 0 7 18 19 6 8 6 10 15 3 7 3 15 9 10 2 16 7 18 3 4 6 2 6 4 16 9
split_gain=57.7039 21.359 12.3077 11.2777 9.76053 7.30306 9.25203 10.114 9.79178 9.77201 8.534 11.504 6.72879 6.56044 13.6112 6.47298 6.85296 6.7411 10.4614 10.0715 9.10635 6.79748 7.26562 6.23867 5.85507 7.7802 8.90446 5.99378 5.5052 5.24872
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.732241321850012 22.721067571950005 17.323446153950005 13.051052998800001 13.65531905435 7.6440346712000009 12.26528657645 81.479100559500012 21.092276343250003 108.47659710545001 19.506002767000002 103.48681881535002 46.683480308100009 181.33671263215004 64.407391431150018 108.63443756215001 20.959950986500004 23.109894804950002 13.314799198000001 93.499196860750018 372.47712237630009 13.78532209185 137.73157856955004 14.185331438000002 195.50296729855003 22.824946625350005 187.45330412110005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 13 4 12 6 7 9 -8 10 11 -4 29 14 -3 16 -5 18 -18 -19 21 22 -20 -22 -9 26 -26 -28 -6 -2
right_child=3 2 5 15 28 -7 8 24 -10 -11 -12 -13 -14 -15 -16 -17 17 19 20 -21 23 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0092044130655770662 0.0041396805050773573 0.010563477671645777 0.0067889094839272569 -0.0034191424749654121 -0.011977654875717104 0.0047210370791468375 0.0055591647214287285 0.009446784862321124 -0.010597832841642077 -0.010143852824135305 -0.010232655311531598 -0.0056867244120850473 -0.0077191987810076561 -0.0093153520506442291 -0.010084016623993258 -0.0033711844434464074 0.0082199073751249539 0.0027935802618632992 0.0050910430757955183 -0.008709037262858545 0.0035147798396992576 -0.011773593773503507 -0.0060435306081868005 0.0094117389539816187 -0.005738172683005905 -0.005408249192704509 0.0027950953010207817 0.013228986866501509 0.00054320509567578376 -0.0017445124934435624
leaf_weight=42.320625953376293 33.136768385767937 4.7245849892497045 14.630858637392526 10.862268932163714 8.5406740456819517 17.59053198248148 3.8317744433879879 8.5403638184070569 14.920411318540571 12.441418576985596 6.1039987280964842 10.193373810499905 6.5768789164721957 24.214529510587454 5.7575584203004837 11.271574556827543 54.805440478026867 91.917326062917709 12.176756203174596 6.6336751133203498 68.481929875910282 4.2879875451326361 7.8240084424614897 18.527403570711613 5.9320348948240307 10.420192394405602 11.265031747519972 7.4243669025599948 4.2869371920824042 19.615515384823084
leaf_count=972 133 16 54 54 100 74 28 20 233 128 115 115 95 418 115 70 160 401 38 34 239 25 37 57 28 89 41 16 29 100
internal_value=0.000360358 -0.00351625 -0.00199258 0.00252373 -0.000662179 -0.000657708 -0.0015528 -0.000314137 -0.00729635 -0.00339646 -0.000682207 0.00166614 0.000879633 -0.00673604 -0.000777634 0.00332531 0.00359927 0.00388732 0.00499563 0.00201931 0.00340794 -0.001473 0.00073536 0.00477045 0.00275317 0.0011218 0.00388542 0.00693996 -0.00779323 0.00195169
internal_weight=559.257 200.312 157.991 358.945 72.1568 123.294 105.704 86.9516 18.7522 43.3696 30.9282 24.8242 59.3292 34.6967 10.4821 286.788 275.517 264.655 166.104 98.551 111.298 24.2888 20.0008 87.0093 43.582 35.0416 24.6214 18.6894 12.8276 52.7523
internal_count=4034 2462 1490 1572 457 941 867 606 261 412 284 169 328 549 131 1115 1045 991 556 435 396 100 75 296 194 174 85 57 129 233
is_linear=0
shrinkage=0.00901559


Tree=53
num_leaves=31
num_cat=0
split_feature=8 10 10 9 3 3 15 17 6 2 4 4 8 18 16 19 2 18 16 12 18 6 2 4 5 0 19 17 17 5
split_gain=38.9564 16.0289 8.83153 15.9016 8.52706 10.2357 7.74552 6.34226 7.01795 6.30947 7.21507 9.42145 6.04999 5.80589 5.66807 8.72815 5.21388 8.90902 7.37341 6.14591 6.90629 7.00023 5.99191 5.1968 5.12762 5.83114 5.32995 4.96762 5.93693 4.85837
threshold=5.9453602998000008 70.206395618550019 72.378669787950017 72.82855515350002 84.812788641250009 76.825379535700009 46.074827201850006 241.79519611995002 8.5652001245500013 310.17567643235003 309.28270023145006 313.22340827140005 8.8430989333000021 14.164583421250002 19.199955102150003 13.751109481500002 263.04952530525003 17.323446153950005 12.604970524100002 146.83961421510003 15.504699510200002 13.565316951450002 189.28685862455004 377.6847677435 24.367802910700004 86.692020874450009 14.251149826300002 183.49170501290004 181.79266834725004 30.284449345300001
decision_type=2 2 2 2 2 2 2 2 2 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 23 5 7 9 -3 -9 10 12 -12 14 -6 -2 -16 17 18 -7 -20 -21 -22 -23 29 -8 26 -26 28 -17 -1
right_child=1 4 -4 -5 13 16 24 8 -10 -11 11 -13 -14 -15 15 27 -18 -19 19 20 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.00043510111469414347 0.011679364387755407 -0.013056427062489143 -0.01410244172071101 -0.014714218172537282 0.0095023832331511925 -0.015285782080679076 -0.017727757404019787 -0.0062329134625731782 0.02741625991982161 0.012518691860066383 -0.017017151073518581 0.0021766862488862108 -0.0012154390153489643 -0.01601648567680751 -0.012165223406111451 0.0055727208134852182 -0.013206899424733127 0.012499164509196232 0.0039544356875674015 -0.011401712375587443 -0.0068799046925866261 -0.0014373655377660861 0.01613576752370325 -0.015322032344299876 0.0090708662596118306 0.015428490358703622 -0.0084296933482877166 0.0054281658648855091 -0.015326841920983082 0.012729258337348474
leaf_weight=23.61207997426391 20.468024358153343 16.02514581009746 27.119066033512354 18.045813962817192 1.7763969190418709 4.971782859414815 3.6959869004786041 3.5762342140078536 1.4905958250164983 14.749596118927 6.2347399219870594 14.290995962917803 28.66088505834341 10.219022061675785 5.2115372717380515 4.849685847759245 4.2714552655816069 11.110185183584688 50.496187828481197 11.536609277129172 10.867121350020172 6.6657010205090028 6.5100663267076015 3.1751124113798133 3.9155888929963139 3.0880078002810469 12.028299923986195 173.96232916787267 4.4006966650485992 5.9596636369824401
leaf_count=200 61 358 742 446 7 103 40 59 6 56 60 59 150 182 33 16 46 34 251 112 83 37 16 54 18 6 118 637 26 18
internal_value=0.00038483 0.00190416 -0.00809937 -0.00489423 -0.00173559 -0.000747729 0.00362229 -0.00903922 0.00366624 0.00423104 0.00375738 -0.00365349 0.00439772 -0.0122374 0.00516787 0.00446054 0.000895466 0.00148512 0.000141117 0.00103218 -0.00311522 0.000860924 0.00724541 0.00051728 -0.00368514 -0.000958065 -0.00413181 0.00493347 -0.00436986 0.00221794
internal_weight=512.985 435.073 77.9117 50.7927 139.517 127.521 295.556 21.092 5.06683 272.828 258.079 20.5257 237.553 11.9954 208.892 188.424 106.429 102.158 91.0475 86.0757 35.5795 24.0429 13.1758 32.7469 22.7279 19.0319 15.9439 183.213 9.25038 29.5717
internal_count=4034 2574 1460 718 1294 1105 1280 423 65 1098 1042 119 923 189 773 712 682 636 602 499 248 136 53 272 182 142 136 679 42 218
is_linear=0
shrinkage=0.0130285


Tree=54
num_leaves=31
num_cat=0
split_feature=16 13 7 3 10 16 16 15 18 10 16 17 10 7 6 2 7 0 5 3 19 5 17 17 5 18 2 13 16 7
split_gain=50.9171 19.8273 12.2949 10.8068 7.51209 15.306 8.11822 6.95749 15.0595 8.58767 8.34644 14.1991 6.82035 8.00038 6.1915 7.61888 5.85887 11.2322 5.81094 5.61906 13.0076 9.61639 9.33205 5.69891 5.52088 5.49544 5.383 6.97342 7.35917 6.39462
threshold=18.634956423400002 95.862351557400004 22.356277907050004 93.499196860750018 64.407391431150018 20.959950986500004 22.494947397000004 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 62.837331883000012 22.721067571950005 16.235379337050002 216.11743889730002 19.506002767000002 76.451683855550016 21.633008747850003 81.105404879350019 11.950964240300001 14.582249945350002 180.29620661735001 195.00249838555001 13.716117217950002 14.952049568200001 315.94243452415003 116.72209819155002 21.094950670800003 20.873561687950005
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 14 -2 9 -9 -4 19 -12 13 -8 15 -6 17 -3 -15 20 21 22 24 25 -11 -21 27 -5 -29 -30
right_child=3 2 7 26 5 -7 12 8 -10 10 11 -13 -14 18 -16 -17 -18 -19 -20 23 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.012560744314879697 0.012052790583580901 -0.013854529737498482 0.011208939180250123 0.0096026970731322159 0.0029308924356201164 -0.017875769510282604 0.011706846815194159 0.018813326326772621 -0.013933338600853374 0.0054124798867910343 -0.010510137395525398 0.0095587257014071152 0.013342873870399305 -0.0029536652198268168 0.010342341846397186 -0.014209674410698574 -0.012790302436394264 0.012502198466946265 0.0044979066450357274 0.0062215527052393322 -0.013748151820729209 -0.017571510706389216 0.011166665249036463 0.012472222135013889 -0.014989094529788765 -0.010460479372230661 -0.014774160363138176 -0.014435979407838325 0.011435668631691404 -0.00057423802171659741
leaf_weight=38.618342965841293 34.185072168707848 5.3075750060379487 10.323142305016516 12.130643188953398 71.788888908922672 5.5198960974812499 16.384016163647175 2.6159338653087607 13.078772846609352 3.9938789904117638 24.384566761553291 7.0559238120913497 13.423151716589926 24.010740451514721 16.725273430347443 4.2644799426197997 22.95272970199585 4.7614158876240253 50.225935444235802 9.4940151199698466 9.6169526390731317 3.1073542460799208 16.266883969306946 12.232115078717468 4.2498611286282539 4.5268114097416392 3.6042057648301116 5.485449891537427 7.5085862278938285 82.435537610203028
leaf_count=972 105 115 35 36 334 32 49 6 224 19 300 27 41 114 49 37 419 16 188 29 103 34 43 31 80 24 52 93 20 407
internal_value=0.000560532 -0.0045786 -0.00257651 0.00340709 0.00491292 0.00227994 0.00678531 -0.000736875 -0.00847525 0.000417043 -0.00075654 -0.00600625 0.0050546 0.00382691 0.00347911 0.00196978 -0.00931442 -0.00139098 0.00208781 0.00184322 -0.00126908 0.0030763 0.00569394 0.00625745 -0.00510506 0.000835535 0.000203105 0.000704974 -0.000426071 0.000428356
internal_weight=540.278 192.586 153.968 347.692 236.527 98.2985 138.229 120.946 15.6947 105.252 94.9284 31.4405 104.044 90.6207 92.7786 76.0534 33.0217 10.069 74.2367 63.4879 37.2349 27.618 24.5106 26.2529 8.24374 14.0208 111.164 107.56 95.4296 89.9441
internal_count=4034 2477 1505 1557 949 452 497 955 230 725 690 327 392 351 420 371 550 131 302 363 279 176 142 84 99 53 608 556 520 427
is_linear=0
shrinkage=0.012459


Tree=55
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 0 15 6 9 6 13 18 15 2 0 16 18 16 7 10 3 9 6 19 19 0 7 3 15 16
split_gain=36.2055 15.7862 11.9159 7.46337 11.1789 7.57331 9.26141 10.1241 6.53595 6.34691 7.71484 5.81433 12.7156 15.3181 5.43688 10.2707 5.19302 8.0845 6.17951 6.24307 12.139 5.08693 4.8228 5.77842 5.30123 4.81619 8.65753 4.92724 4.79533 4.7934
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 86.329079026800017 34.139075990150012 18.395429806250004 38.295222230400007 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 85.791387400750025 22.794946695500006 13.581061237400002 22.624947093000003 23.203497038450006 62.111448187750007 92.781378539900018 194.56033515110002 13.200308423050002 10.550851274900003 12.551012654050002 95.469836670350006 20.873561687950005 108.47659710545001 29.037712645600003 18.704956259700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 2 8 5 29 6 7 -3 -2 10 -8 -11 13 -13 15 -14 21 18 -18 20 -20 -7 24 -24 -1 26 27 -10 -6 -5
right_child=1 3 -4 4 28 16 9 -9 25 11 -12 12 14 -15 -16 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.014481542011160215 -0.016955936890123306 0.013804954578253658 -0.015174993196930534 0.00031181988724447084 -0.0026322028097105401 0.011258001701239619 0.0044062163635007878 -0.0081668308899893391 0.0057772779651798058 0.0035659173139706308 -0.022424179517658571 -0.00068791389998657762 -0.018027500254410949 -0.031045637013024527 0.0052602097252587507 0.010245512173060812 -0.011050325205506773 0.010834932779718585 -0.021309535003021671 0.0042499133082443139 0.0068789022179692877 0.0033554183195934556 0.011204167429647065 -0.016498197168915596 -0.0011231855693278029 0.016008351964166702 -0.019720134936232831 -0.0098270055496094775 -0.015213681711122442 0.0089608824849972783
leaf_weight=35.14626145735383 4.1090863570570937 17.01958101242781 16.052524503320456 78.470974568277597 10.744491908699276 41.389838375151157 3.1625486910343152 4.9236346706748 17.218174234032642 45.621997881680727 5.0965388379991055 6.4017390981316549 5.9732512719929236 5.7411140725016594 20.481699578464031 3.8462977930903435 6.3687744215130797 22.401047304272652 5.3399431034922582 69.907615803182125 5.8074738830327988 23.117521703243256 3.6122167631983748 2.2100461460649967 6.3939308039844027 3.5265203453600398 3.7625411227345458 4.6882219277322283 11.337418153882025 13.706601068377493
leaf_count=1046 73 51 422 474 84 147 11 43 110 185 48 26 82 50 69 15 37 80 50 281 20 85 18 35 87 15 60 56 236 38
internal_value=0.000416622 0.00158246 -0.00562455 0.00245676 -0.000468001 0.00359887 0.000963061 0.00887491 -0.00102132 -0.000839286 -0.0121504 0.000221497 -0.00337333 -0.015041 0.00130234 -0.00695302 0.00538702 0.00360206 0.00174874 0.00275441 -0.00662419 0.00842595 -0.0108133 0.000688754 -0.0124254 0.00122139 -0.000810116 0.00243778 -0.00909186 0.00159792
internal_weight=503.58 456.217 49.3571 406.86 114.259 292.601 118.268 21.9432 33.3045 96.3252 8.25909 88.0661 42.4441 12.1429 30.3012 9.81955 174.332 109.825 87.4238 81.055 11.1474 64.5074 47.3625 5.82226 41.5402 29.1955 25.6689 21.9064 22.0819 92.1776
internal_count=4034 2848 736 2112 832 1280 580 94 314 486 59 427 242 76 166 97 700 468 388 351 70 232 1186 53 1133 241 226 166 320 512
is_linear=0
shrinkage=0.0134944


Tree=56
num_leaves=31
num_cat=0
split_feature=13 8 9 10 6 0 5 15 0 17 12 13 10 0 9 5 6 2 5 3 3 13 0 9 17 17 19 6 3 7
split_gain=31.9568 14.3513 10.7538 7.88177 7.76005 7.47502 7.98506 6.5723 13.4016 7.11829 8.71771 8.13244 6.20696 8.04298 6.69211 6.53234 8.3492 6.15712 5.98137 6.34583 9.73173 5.7674 5.48202 6.88863 7.44415 5.38725 7.5368 5.94775 5.34688 4.75609
threshold=95.986020631400024 5.9453602998000008 72.82855515350002 72.378669787950017 14.845346859150002 86.329079026800017 20.305669781650003 35.098844929350008 87.350693116400024 201.25367619745001 123.47238069670001 112.64908412395 61.907125369850007 85.667718326750006 191.29995577870002 29.996566321350006 16.635388683200002 104.38256328765002 13.716117217950002 81.105404879350019 83.538459487450012 109.49014582065001 85.812895065800021 191.72037998490001 194.36188291790003 192.41413881610001 14.251149826300002 16.505385645700006 93.499196860750018 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 18 6 -6 8 -7 -10 -11 -12 14 -14 -8 16 -16 -9 -3 -20 -21 -22 -15 28 25 26 -25 -28 -24 -2
right_child=1 4 -4 -5 5 7 12 17 9 10 11 -13 13 22 15 -17 -18 -19 19 20 21 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.014634690531018469 -0.00064866496933546375 0.0061465713663703568 -0.017177686047242093 -0.017185366098150127 0.014501684611473267 -0.022970794398855528 0.012254351864353471 0.01673192537261952 0.0076959236750333481 -0.02456505121045037 -0.014251172102779127 0.012061889324906882 -0.014345354804637452 0.0055945777461271712 0.0064213747400447864 0.012988550630640125 -0.016174367309477994 0.0067538514914401047 -0.0082414014386481618 0.0047871268888418882 -0.012200093650706026 0.00061376773835047124 -0.0019640786571426031 0.011826075979250067 -0.016747015692920621 0.0131978864808725 -0.026312606228699974 0.0016064790018210126 -0.026130446299847954 0.018055525344590057
leaf_weight=31.298404682427645 26.118542417883877 25.294816222041845 15.039648611098526 6.4043713845312586 9.5071796104311925 4.6590448990464202 16.218914750963449 18.118941530585289 40.062749501317739 3.8901226706802836 4.5097922571003419 7.3269734084606171 12.22293118573725 21.405269503593445 7.0471515208482769 5.8966531455516806 8.6656779348850232 77.843987349420786 29.768018882721663 45.150804221630096 17.764147771522403 15.749543040990828 3.7487962469458562 5.0037489831447655 5.2314817756414405 8.5730916038155538 3.7371880710124969 3.5231683850288391 5.1862269565463066 3.6871706098318091
leaf_count=987 213 141 432 153 32 42 49 70 152 31 33 22 142 88 25 16 75 297 311 181 294 79 15 14 30 23 28 13 36 10
internal_value=0.000435961 0.0014673 -0.00622006 -0.00166887 0.00243742 0.00393063 0.000964634 0.0061297 0.00214801 0.0042457 -0.00454341 0.00203665 -0.00024426 -0.00300787 0.00476974 -0.000847798 -0.00604025 0.00863783 -0.000603982 -0.00217873 0.00011549 -0.0061783 -0.000551215 -0.00430946 -0.000305561 0.00382231 -0.00273159 -0.0127646 -0.0159912 0.00166517
internal_weight=488.655 457.356 51.2497 36.2101 406.106 272.379 115.967 156.412 60.4487 55.7896 15.7269 11.8368 106.46 68.6319 37.8284 21.6095 15.7128 95.9629 133.727 108.433 78.6645 33.5137 56.409 35.0037 26.0687 20.8372 12.2641 7.26036 8.93502 29.8057
internal_count=4034 3047 808 376 2239 1233 586 647 280 238 86 55 554 389 165 116 100 367 1006 865 554 373 247 159 108 78 55 41 51 223
is_linear=0
shrinkage=0.0154165


Tree=57
num_leaves=31
num_cat=0
split_feature=13 8 9 10 6 0 6 9 10 16 16 2 17 0 16 13 4 10 17 3 12 5 3 2 9 15 5 18 3 19
split_gain=28.1238 12.1229 10.0133 7.05453 6.58818 6.2015 9.1515 7.83647 6.3824 13.4209 7.5616 7.1019 7.65033 6.32483 9.91705 6.17967 6.08504 8.06038 13.6126 5.53692 5.20681 5.10229 8.37453 4.92907 6.63363 4.87377 5.28891 4.64764 8.26172 5.3975
threshold=95.986020631400024 5.9453602998000008 72.82855515350002 72.378669787950017 14.825346391850003 86.643628628100018 16.375382608200002 186.68586460755003 64.407391431150018 20.959950986500004 22.494947397000004 253.13454704850002 204.12988953870004 85.732241321850012 22.664946999500003 117.38883580790001 168.01744813895002 62.041548276350007 195.42788627465004 83.538459487450012 320.0928336514001 29.996566321350006 94.972471916200007 327.65694121785003 201.61239113610003 34.139075990150012 21.566902724800006 17.323446153950005 81.105404879350019 11.850956171350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 19 6 15 25 10 -10 -7 12 -12 14 -9 -6 -15 -18 -19 20 27 22 -16 24 -21 -8 -27 28 29 -3
right_child=1 4 -4 -5 5 8 7 13 9 -11 11 -13 -14 16 21 -17 17 18 -20 23 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.012247996312624344 0.0012813438090848719 0.0013994237684741046 -0.014554146378621829 -0.01453205151579205 0.0036435491258058903 0.013837663401671033 0.015031163841413054 -0.017262466296729426 0.0038768782259999304 -0.018695689232285741 0.0042321365781720606 0.012849662602166231 -0.013100176719169476 0.013357222674875298 0.0049591068694080278 -0.019242060172155226 0.0037793385870847516 0.00012034720084363459 -0.029992925651465472 -0.0003047267809624791 -0.016166353685669287 0.010546243250361661 -0.014191997204589805 0.0084245284629025224 -0.013645965156372487 -0.0044137548199617684 0.0086351041825745989 0.0088344061971913981 0.004220730984266661 -0.0085171722406241143
leaf_weight=28.864533457905054 29.773148026317358 17.145399319007993 13.708891265094278 5.8485871516168109 3.0733332782983762 24.198781371116638 10.205389499664305 8.2212574891746062 60.207321897149086 4.938555806875228 25.748993985354904 12.997897103428839 5.3254087567329398 7.7256676331162444 8.3913263380527514 6.107182189822197 40.177853755652905 9.5134817138314229 3.5800204128026953 11.904202505946165 2.9768986254930487 5.5966214537620536 7.4864227436482897 3.8452544119209042 14.1160317864269 8.1876398324966448 15.708312246948479 12.984655685722826 44.628984116017818 21.358197601512074
leaf_count=987 223 142 432 153 11 90 35 121 270 29 97 47 44 19 39 59 146 40 27 92 42 16 71 23 243 36 51 51 173 225
internal_value=0.000344148 0.00115968 -0.00499413 -0.00131499 0.00192559 0.00310419 0.00110369 0.00203682 0.00511306 0.0021657 0.0079255 0.00467931 0.00126179 1.41043e-05 -0.00496806 -0.0115807 0.00243961 0.000856283 -0.00811321 -0.000518183 0.000979223 -0.000261264 -0.00407072 -0.0054866 -0.00754238 0.00741623 0.00416408 0.00151025 0.000366272 -0.00410138
internal_weight=474.546 445.682 49.3306 35.6217 396.351 267.391 133.975 124.794 133.417 65.1459 68.2711 44.0723 31.0744 90.6927 29.6956 9.18052 60.997 53.2714 13.0935 128.96 99.0941 21.4744 15.8777 29.8655 26.0202 34.1013 23.896 96.1172 83.1326 38.5036
internal_count=4034 3047 808 376 2239 1248 671 601 577 299 278 188 141 479 247 70 232 213 67 991 633 126 110 358 335 122 87 591 540 367
is_linear=0
shrinkage=0.0131635


Tree=58
num_leaves=31
num_cat=0
split_feature=16 13 7 3 16 9 13 15 18 10 16 17 0 7 9 8 15 10 6 16 9 17 0 7 10 4 15 2 16 17
split_gain=54.1985 18.9989 12.0334 11.2803 10.0124 15.9117 10.2674 7.87787 14.4166 7.53003 8.25438 15.3492 7.48879 6.48985 7.7137 10.0784 5.86148 6.91005 8.68613 8.30027 6.3917 5.65995 5.76263 5.26839 10.1871 4.89811 4.68231 9.04055 4.88788 4.7416
threshold=18.634956423400002 95.862351557400004 22.356277907050004 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 85.121961326250016 20.873561687950005 225.10873817095003 8.543332867800002 46.683480308100009 66.590419433100024 16.465384711100004 19.974953289850003 204.27826083785001 176.60850786575003 102.70985441565001 19.506002767000002 57.041016153700006 288.78964636655002 41.492094664050008 198.51835910855002 22.644947046300004 192.77618096940003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 23 16 5 6 25 9 -9 -4 21 -12 13 -6 15 -15 17 18 -2 -19 -21 -11 -23 24 -3 -5 27 28 -20 -28
right_child=3 2 7 4 12 -7 -8 8 -10 10 11 -13 -14 14 -16 -17 -18 19 26 20 -22 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.0063553821417246161 0.0041252925174322915 -0.0071224622510210368 0.0052924165826782376 0.0034454956483758164 0.0055899500166733561 -0.0089378110503979223 -0.0063772274409638566 0.0090226016539252801 -0.0072154804987388512 -0.0037957477591462983 -0.0054088929740474887 0.0049749385512989483 0.0069329025598274547 0.0030110555459060486 0.006545879566868946 -0.0088081736703870522 -0.0022265916769042765 0.0017680146362708694 0.002118750091576947 -0.010151446542500806 -0.00012057045526261062 0.0023464661238504405 -0.0048887960237119108 -0.006479557236149576 0.0056941817170495027 -0.0039173585111155198 -0.00068131440009618625 -0.008025069414390313 -0.0036177223125411265 0.0058022122182342
leaf_weight=38.240773838013411 130.25649175792933 5.146689869463442 10.331352662295101 18.627228222787387 6.4327757954597535 11.031265348196028 7.7747598588466635 2.6065487340092686 13.465389333665369 8.6824957877397519 24.555761292576793 7.3990376293659201 9.6379271596670133 4.6658387109637243 3.3440153300762168 7.5356364324688911 10.586999498307703 58.80304391682148 35.69830647110939 4.3922419250011426 6.0075992494821548 49.28685774281621 4.8274141028523436 22.571636077016592 4.7751948982477188 4.475907038897275 6.4920013546943691 4.7492729052901259 7.1151717677712432 14.722126230597494
leaf_count=972 434 111 35 65 17 123 99 6 224 113 300 27 22 15 9 66 69 274 115 38 28 190 60 419 20 48 26 42 32 35
internal_value=0.000333275 -0.00236926 -0.00137717 0.00180508 -0.000396997 -0.00242263 -9.50554e-05 -0.000461229 -0.00458199 0.000169021 -0.000389615 -0.00300455 0.0022881 0.000251263 -0.0019579 -0.00428851 0.00238576 0.00256781 0.00316593 0.000847547 -0.00435698 0.000941022 0.00170102 -0.00479235 -0.000954081 0.00201905 0.00134899 0.000247711 0.00116541 0.00381811
internal_weight=544.238 191.889 153.648 352.349 73.5254 41.9092 30.8779 121.155 16.0719 105.083 94.7516 31.9548 31.6162 21.9783 15.5455 12.2015 278.823 268.236 199.033 69.2029 10.3998 62.7968 54.1143 32.4935 9.92188 23.1031 68.7769 47.5628 42.8135 21.2141
internal_count=4034 2477 1505 1557 464 335 212 955 230 725 690 327 129 107 90 81 1093 1024 684 340 66 363 250 550 131 113 250 189 147 61
is_linear=0
shrinkage=0.00631991


Tree=59
num_leaves=31
num_cat=0
split_feature=16 8 9 6 9 0 16 10 16 19 10 0 6 15 5 9 19 6 17 6 6 16 15 0 16 12 15 17 8 15
split_gain=26.7633 11.8154 9.00922 8.69622 5.46226 8.34989 10.0228 7.62835 10.4397 8.19695 7.73708 6.52045 8.91707 6.2714 5.84447 9.73392 5.58047 7.25269 12.0232 8.84279 6.36026 8.55646 5.91956 9.39502 5.65214 6.02425 5.00141 6.65767 4.53735 4.89969
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 5.1651206822000004 186.68586460755003 85.732241321850012 22.704946905950003 64.407391431150018 22.494947397000004 14.451165964200003 62.837331883000012 85.121961326250016 21.760508430800005 34.139075990150012 21.566902724800006 184.85936449530001 11.850956171350001 13.65531905435 236.15709471040003 13.78532209185 15.255356438950001 19.974953289850003 31.385732506450001 94.047642319350018 18.874955862150003 99.140885195450011 18.946678378300003 182.63036160245002 7.6440346712000009 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=28 2 3 -2 13 6 -6 8 -7 16 -10 12 -8 -3 15 -15 -9 18 24 -19 21 22 23 -21 25 -18 -25 -28 -1 -30
right_child=1 4 -4 -5 5 7 11 9 10 -11 -12 -13 -14 14 -16 -17 17 19 -20 20 -22 -23 -24 26 -26 -27 27 -29 29 -31
leaf_value=-0.013247233222434221 -0.013544599399881535 0.012283737085796977 -0.013729433267165343 0.0016395883046750909 -0.014125912669993326 0.01098281384053767 -0.015050337951613561 0.0095225941377947571 0.001367935178771886 -0.013636316752400589 0.012559169546724241 0.012163419529925475 0.0055789288717027381 -0.016310774952937198 0.0067982345948304048 0.0076453463968464957 0.00209398165271282 0.011225422497856062 0.0087243557124292905 0.010747391448237513 0.0052048087112812232 -0.019655556280232505 -0.0066131807534886731 0.013445881927381078 0.0050861364067476995 -0.014873053152232401 0.0072111291687858032 -0.0054754636806356857 1.8091042136033452e-05 -0.01715685493643488
leaf_weight=22.991282837465405 7.3440774604678145 16.030610397458076 12.416978023946283 28.966992691159248 11.319284569472076 28.073749706149101 6.0915952734649199 10.6320788487792 98.348936628550291 6.3538967296481124 10.633121989667414 5.482380509376525 6.9886733591556549 5.4955100566148776 18.479084994643927 5.0606650039553642 4.0045043677091661 13.189985767006872 7.5630864165723315 13.040133841335772 30.644515838474035 3.8367861360311499 18.621527956798673 3.2413714975118628 3.6617498323321334 17.262433212250471 8.2322598025202733 29.270666148513556 10.44979785196483 3.4259480647742739
leaf_count=826 222 70 414 216 154 109 62 32 426 38 41 15 28 32 66 17 39 36 42 42 123 34 246 8 11 222 29 215 160 59
internal_value=0.000340694 0.00121388 -0.00456527 -0.00143148 0.00195192 0.00140621 -0.00488262 0.00201911 0.00420564 0.000251676 0.00245984 0.000753838 -0.0040283 0.00602663 0.00257203 -0.00482613 0.000792376 0.000183994 -0.00503981 0.00159751 0.000409413 -0.00151802 -0.00055691 0.00153992 -0.00921571 -0.0116782 -0.00140691 -0.00269063 -0.00985055 -0.00422244
internal_weight=467.154 430.287 48.728 36.3111 381.559 336.493 29.8819 306.611 137.056 169.555 108.982 18.5626 13.0803 45.0659 29.0353 10.5562 163.201 152.569 32.4918 120.077 106.887 76.2427 72.406 53.7844 24.9287 21.2669 40.7443 37.5029 36.867 13.8757
internal_count=4034 2989 852 438 2137 1952 259 1693 576 1117 467 105 90 185 115 49 1079 1047 314 733 697 574 540 294 272 261 252 244 1045 219
is_linear=0
shrinkage=0.0124631


Tree=60
num_leaves=31
num_cat=0
split_feature=16 13 5 3 16 9 13 6 0 15 10 6 17 5 10 4 7 18 17 17 9 3 19 16 9 8 10 16 6 18
split_gain=61.797 22.6788 13.7222 11.8509 10.1857 15.852 10.621 8.42318 7.60651 7.01307 7.94058 7.36955 6.87563 7.59772 8.12315 6.75972 6.6063 6.48235 7.78265 7.32896 6.24941 6.49403 5.88861 10.7342 4.99206 9.64287 4.73711 7.58552 6.23468 5.81002
threshold=18.594956516900002 95.862351557400004 18.393720489900002 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 5.1651206822000004 85.121961326250016 46.683480308100009 66.590419433100024 16.465384711100004 181.79266834725004 20.769304081650002 67.649671936450019 288.78964636655002 20.873561687950005 17.957852018100002 206.50651863080003 179.91109285790003 68.722917647950013 93.846007959550022 11.950964240300001 14.594965870600001 224.10491522260003 8.543332867800002 71.322105742700003 15.969962655300002 13.65531905435 15.343833331950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 9 5 6 15 -3 16 10 11 -2 -12 14 -14 -5 -6 18 19 -9 21 -4 -21 -24 25 -18 -25 28 -28 -30
right_child=3 2 20 4 8 -7 -8 17 -10 -11 12 -13 13 -15 -16 -17 24 -19 -20 22 -22 -23 23 26 -26 -27 27 -29 29 -31
leaf_value=-0.005594922484545752 0.0036293121540928053 -0.0061626686532497621 -0.0062778713446648062 0.0032038639959714784 0.0049282280787732559 -0.0076706380027968752 -0.0055383116990093762 -0.0030262192238565363 0.0060723770630007976 -0.0021418639256767175 0.005890649821363148 0.001441924470252096 -0.0049804560460783159 -0.0062288933390295381 0.0014429957952545882 -0.0037729675189122234 0.0025958326945107715 0.0047112093300872822 -0.0034640587076388311 0.0040324016922499654 -0.0049059236411601748 0.0031516019059951543 -0.0079374675717607569 0.0045327930008149508 0.0044509680386110393 -0.0075562001574733823 -0.0031971145290808235 -0.0039193170525527142 0.00060275880731081911 0.0062034385738150549
leaf_weight=43.874998241662979 132.39995148032904 6.6556142047047606 3.2518537268042547 19.21137693524361 6.2710536569356981 11.006889663636683 8.0311193354427797 14.677958205342291 9.8037257343530637 10.968460746109484 7.1031804680824271 70.362973362207413 6.568726733326911 5.0116573981940737 55.427797257900238 5.2813484556972972 4.7151525989174825 8.6220574229955655 18.145932152867317 16.839561402797699 33.649606332182884 6.601685918867588 4.3097793422639361 9.4221514090895635 3.0416236817836753 6.8391569219529629 6.264841832220557 9.8690845035016519 13.137076981365682 9.5358466655015928
leaf_count=972 434 119 52 65 17 124 99 152 22 69 18 250 46 46 244 48 15 28 154 48 590 32 52 33 10 65 56 107 46 21
internal_value=0.000283217 -0.00211402 -0.00116532 0.00163966 -0.000306563 -0.00200512 -8.77682e-05 -0.000194974 0.00210419 0.00214137 0.00231105 0.00287024 0.00078115 0.000239519 0.000762411 0.00169945 0.000239855 0.00016342 -0.000220244 0.000480025 -0.00378573 3.96981e-05 0.00122182 0.000320981 -0.00177448 -0.0034133 0.00105896 0.00021553 0.0016257 0.00295831
internal_weight=566.902 204.858 160.983 362.044 74.2014 43.5307 32.5238 117.48 30.6707 287.843 276.874 202.763 74.1114 67.0082 61.9965 24.4927 20.867 110.824 102.202 84.0563 43.5031 9.85354 69.3783 52.5388 14.5959 11.5543 48.229 38.8068 28.9378 22.6729
internal_count=4034 2462 1490 1572 465 336 212 816 129 1107 1038 684 354 336 290 113 107 697 669 515 674 84 363 315 90 80 263 230 123 67
is_linear=0
shrinkage=0.00546169


Tree=61
num_leaves=31
num_cat=0
split_feature=13 16 6 15 18 13 0 10 0 6 10 5 15 0 2 9 7 3 6 15 13 4 10 19 16 10 15 16 17 13
split_gain=25.8812 11.1374 9.12104 7.00524 11.2924 7.52829 7.92091 7.56282 5.45217 5.60564 6.62784 5.4935 5.24305 10.3292 7.13364 5.62961 5.68543 5.19839 6.74948 4.61993 4.24239 4.05755 3.97319 3.943 3.61737 7.31061 3.51545 3.76748 7.39229 3.50968
threshold=95.862351557400004 18.684956306450005 15.51536251395 29.037712645600003 14.053554955550002 107.54907905045002 96.682331287150021 71.015621515800021 86.329079026800017 16.375382608200002 62.181348099150007 20.374719724350005 35.098844929350008 87.350693116400024 123.74733359145002 199.89081775665002 22.671301016600001 86.272621406050021 16.165377701450002 29.593577021650002 104.79878638300001 284.07887079910006 64.665483411650015 14.251149826300002 11.134973961600002 81.479100559500012 19.763739472850002 17.634958761800004 215.04253427745002 112.64908412395
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 6 -2 -7 9 10 -3 -11 13 -10 -14 16 -15 19 -19 -18 24 -13 -17 29 -8 26 -26 28 -28 -24
right_child=1 8 -4 4 -6 7 20 -9 12 11 -12 21 14 15 -16 22 17 18 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.012979095260893823 -0.012252291121336616 -0.021144898098399617 -0.013078804810851203 0.015387435982261806 -0.014780890156873911 0.013678196516645721 0.015615933703184594 -0.0086618285716622157 -0.018381351007313289 0.012037729846416627 0.0033132039032370266 0.0018749970985124929 0.012922054163873672 0.0088555953971418081 0.0042804802391978748 0.015500972459103835 0.0079404712045445108 -0.020168778143660287 0.00069954640076139369 -0.012150777249292042 -0.017256886255553713 -0.0046253765718849756 0.0037094161359867961 -0.0069522473686701395 0.0069253134322723106 -0.013666882007790806 0.00021205765401582954 0.0094220017586615201 -0.018090524644152818 0.015984531020881931
leaf_weight=25.857447538524866 10.834229435771702 4.7442401833832246 12.812302500009535 2.8612726926803616 13.173157919198273 13.174642104655506 3.0098703727126113 3.6709377430379382 4.6654786616563788 8.3038526177406293 3.7649859637022018 80.362790577113628 23.452244147658348 7.2442870289087322 79.277768252417445 7.1260562241077414 7.2915999107062834 6.9332089349627477 5.0935975611209869 3.0861278586089611 2.5397864505648604 23.516590690240264 21.421558773145083 5.1062487438321105 17.258347371593118 6.5599916744977227 42.527206864207983 6.7292973659932604 4.6367195062339297 5.5579269826412192
leaf_count=972 244 49 357 9 244 41 8 45 42 32 15 411 100 24 337 19 29 56 20 36 30 197 109 26 70 133 263 40 60 16
internal_value=0.0004012 0.0011934 -0.00201026 -0.000893403 -0.00939749 0.000335702 -0.00118141 0.00880993 0.00270151 0.000447618 -0.0103232 0.0012646 0.00424487 0.00143876 0.00625327 0.00278163 -0.00174438 -0.00517178 -0.0113306 0.00196574 0.000259172 0.000403419 0.00620383 0.00413899 0.00081029 0.000236848 0.00151874 -0.000212624 -0.00158728 0.00623816
internal_weight=462.594 436.736 139.788 126.975 16.0344 110.941 94.0954 16.8456 296.949 120.692 8.50923 112.183 176.256 73.5261 102.73 68.8606 29.6488 22.4045 12.0268 10.3777 83.2612 103.879 39.2118 32.0857 80.7214 77.7116 71.1516 53.8932 47.1639 26.9795
internal_count=4034 3062 1544 1187 253 934 848 86 1518 704 64 640 814 377 437 335 165 141 76 65 604 608 170 151 574 566 433 363 323 125
is_linear=0
shrinkage=0.0137644


Tree=62
num_leaves=31
num_cat=0
split_feature=16 13 6 5 9 16 18 13 6 19 17 2 10 13 15 6 2 2 5 3 10 5 8 13 7 10 19 19 6 0
split_gain=51.5073 19.6824 12.2288 10.4435 7.81708 7.66301 10.9233 9.42947 7.61798 14.1507 14.5542 7.45194 7.34616 10.2312 8.96538 7.61476 9.27311 6.743 8.05594 6.59403 5.59468 5.32364 5.14865 5.52813 5.96574 10.8343 5.38451 5.68029 4.75844 6.22889
threshold=18.634956423400002 95.862351557400004 15.51536251395 23.626838821450004 226.28914430085004 15.584963555600002 18.273715221050001 109.72404167800001 13.65531905435 11.950964240300001 180.29620661735001 186.79363985910004 66.964115113200009 111.38282034450002 30.046989284200006 16.455384477450004 198.51835910855002 90.745765132650021 20.769304081650002 93.499196860750018 61.950140699950005 13.716117217950002 8.2435668022500028 107.94965931190002 22.356277907050004 71.504920895500007 12.551012654050002 13.351077205700003 13.78532209185 97.674372337300014
decision_type=2 2 2 2 2 2 2 2 2 2 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 12 -5 8 7 11 9 10 21 22 15 14 -14 19 -17 -16 -19 -2 -18 -3 23 24 -7 -26 -27 -28 -10 -30
right_child=3 2 -4 4 -6 6 -8 -9 28 -11 -12 -13 13 -15 17 16 20 18 -20 -21 -22 -23 -24 -25 25 26 27 -29 29 -31
leaf_value=-0.0066727157877031276 0.0047116778822331408 0.0014171429426972453 -0.0066723820879858384 -0.0010102413286782615 0.0072875348769923017 -0.0080136862527861175 0.0078264977417192884 0.0064626089994419701 0.0079576101057436642 -0.0077072139598951791 0.0049997287590593676 -0.0078289870144566797 0.0040071447306799504 -0.0066423307258071966 -0.0098191347144084441 0.0022052625676426203 0.0022453978587194268 0.0016856281865194856 -0.0093902323540976662 0.00031219289933764535 -0.010528777670520092 -0.0077894797209742258 -0.0060332743758506934 0.0051972165472799611 0.010680158681024718 0.0046525261803543215 -0.0082300658023897483 0.0012172531309579664 0.0037943435950934814 -0.0037563585484349459
leaf_weight=37.255034405738115 113.54729636013508 4.364351090043785 16.672806739807129 63.534790765494108 5.4523731917142859 5.9361786022782388 4.3960810899734488 4.3042292445898047 7.2931152135133734 10.575096588581799 18.108928754925728 14.66999604180455 30.427094805985689 7.6590501964092246 3.5471194162964848 74.288345135748386 2.3481957688927642 19.487799104303125 3.4131901636719695 17.373476006090641 4.280969999730587 7.6419991664588451 11.881851967424153 5.451237052679061 3.2486228644847897 3.453972201794385 7.6652545854449254 4.4484995864331722 18.887357100844387 6.4934977367520323
leaf_count=972 384 23 354 456 13 98 13 13 16 119 56 220 105 53 44 252 8 90 37 71 44 143 150 29 6 20 110 31 68 36
internal_value=0.000423185 -0.00233101 -0.00129077 0.00196032 -0.00035443 -0.000644415 -0.00229864 -0.00302761 0.000831492 -0.00108888 0.00123517 -0.00374733 0.00253812 0.00057366 0.0015454 0.00313658 0.00153273 -0.00128671 3.4869e-05 0.00412786 -0.00600388 -0.00444284 -0.00232457 -0.000865604 -0.00220082 -0.000366973 -0.00267225 -0.00476075 0.00322302 0.00186255
internal_weight=538.108 192.748 155.493 345.36 68.9872 138.82 65.4559 61.0598 73.3643 40.6904 30.1153 56.7556 276.373 64.5343 56.8752 211.838 80.9175 26.4481 22.901 130.921 6.62917 12.0064 42.0856 30.2038 24.7525 18.8163 15.5677 12.1138 32.674 25.3809
internal_count=4034 2477 1505 1557 469 1151 690 677 461 341 222 664 1088 329 276 759 304 171 127 455 52 166 444 294 265 167 161 141 120 104
is_linear=0
shrinkage=0.00665049


Tree=63
num_leaves=31
num_cat=0
split_feature=16 13 7 5 9 15 18 10 16 17 10 5 16 6 2 0 3 17 10 7 7 10 13 7 9 2 19 2 0 16
split_gain=53.9096 19.1928 11.6819 11.1721 8.42625 7.8188 10.9616 8.5335 10.3211 15.4444 7.07173 11.4991 8.44415 7.67319 10.1112 7.01171 6.89221 6.61279 6.51562 6.33857 5.34368 9.94873 4.36948 7.93384 6.58831 5.90451 4.72175 4.1383 4.54422 8.28493
threshold=18.634956423400002 95.862351557400004 22.356277907050004 23.626838821450004 226.28914430085004 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 66.964115113200009 20.769304081650002 19.974953289850003 16.455384477450004 198.51835910855002 103.33357670195001 93.499196860750018 168.81379805985003 61.950140699950005 25.350214218950004 19.506002767000002 57.041016153700006 116.60649449195002 23.127267687200003 201.61239113610003 97.254132369200008 14.551174033150001 131.42729508740004 89.705782438650019 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 20 10 22 7 -7 -4 15 -10 13 12 -12 16 -15 17 27 -9 -16 -14 21 -3 -5 25 -25 -24 -26 -2 29 -29
right_child=3 2 5 4 -6 6 -8 8 9 -11 11 -13 19 14 18 -17 -18 -19 -20 -21 -22 -23 23 24 26 -27 -28 28 -30 -31
leaf_value=-0.0062079117899005607 0.0058254591939824497 -0.0069367037614210831 0.0055239562021777511 0.002212116348124175 0.0069065108094741572 0.0076460515827180388 -0.0066996703649201943 -0.0042213676750488789 -0.0055124217939805376 0.0045902716015604082 0.0022450405703578931 -0.009022460941280749 -0.0088510175434804023 0.00215401111514852 0.0025799965176381153 -0.0073487326157184356 0.00029691049733866705 0.0022983244970986752 -0.010065882168263453 0.0028822900791106386 -0.0062808100357046714 0.0055835728965600365 0.00095949197895221793 0.00322680261250782 -0.0064762457577473729 -0.0057935762105256585 0.0023347542185901573 -0.00076376322723308205 0.0059289150104779361 0.0045369203199123517
leaf_weight=36.827324457466602 48.64273377507925 4.9340522736310977 10.478177070617674 13.502473615109919 5.7192492485046378 2.4139812067151061 13.147227641195057 6.6948354095220557 25.157698031514883 7.5280446782708159 52.367207400500774 4.387127272784709 4.9748258665204039 75.024995781481266 2.3883888721466056 3.5655993893742552 17.615344509482384 54.051528889685869 4.4986396059393883 2.73067906498909 21.946670528501272 4.7887955233454704 6.6025381758809116 15.62759128585458 6.2800275348126871 19.900269199162722 3.7015939429402351 18.904024139046669 19.929160319268703 28.035203792154789
leaf_count=972 161 111 35 64 13 6 224 99 300 27 232 43 45 252 8 53 71 211 44 9 419 20 38 67 65 206 16 79 59 85
internal_value=0.000447244 -0.00219311 -0.0012374 0.00188872 -0.00029707 -0.000374715 -0.00447425 0.000218848 -0.000354236 -0.00318561 0.00244658 0.00064881 0.00135511 0.00298548 0.00149531 0.00108477 0.00390238 0.00157979 -0.00568035 -0.00469296 -0.00458897 -0.00077009 -0.000924965 -0.0017378 0.000718431 -0.00411121 -0.00320877 0.00445221 0.00345325 0.00240215
internal_weight=542.366 191.534 154.707 350.832 71.3337 123.037 15.5612 107.476 96.9977 32.6857 279.498 64.4598 60.0727 215.038 81.912 64.312 133.126 60.7464 6.88703 7.7055 31.6695 9.72285 65.6145 52.112 25.6092 26.5028 9.98162 115.511 66.8684 46.9392
internal_count=4034 2477 1505 1557 469 955 230 725 690 327 1088 329 286 759 304 363 455 310 52 54 550 131 456 392 148 244 81 384 223 164
is_linear=0
shrinkage=0.00618797


Tree=64
num_leaves=31
num_cat=0
split_feature=16 13 5 3 16 9 13 18 6 19 15 10 16 19 16 6 0 6 3 3 9 5 4 7 5 9 3 4 10 7
split_gain=68.782 22.5542 14.6566 13.8364 10.6875 15.7547 11.7171 9.11837 12.6701 13.6319 9.06041 9.55829 10.1557 8.75098 10.8569 7.72922 7.13701 6.72829 7.2935 7.60287 6.40771 10.5896 6.37666 5.9499 5.88703 5.88093 6.76528 5.08866 4.96663 10.7321
threshold=18.594956516900002 95.862351557400004 18.393720489900002 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 17.323446153950005 13.65531905435 13.051052998800001 46.683480308100009 66.964115113200009 19.974953289850003 11.950964240300001 14.184966829400002 16.465384711100004 85.121961326250016 14.845346859150002 84.643415779050017 85.923121849150007 186.68586460755003 30.284449345300001 288.78964636655002 25.350214218950004 13.716117217950002 68.722917647950013 93.846007959550022 342.39448800975009 71.787208999250012 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 5 6 22 8 13 -10 11 15 17 14 24 -2 20 18 -13 -20 -6 -22 -5 -14 -3 26 -4 -9 29 -15
right_child=3 2 25 4 16 -7 -8 27 9 -11 -12 12 23 28 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0065885525117980112 0.0044973595948681064 0.0014911311578253365 -0.007455461649643268 0.0037511359540518493 0.0055653636793107347 -0.0089372423029723466 -0.0066732895267060865 0.0058319435001197842 0.0029557068816022129 -0.0079305591978485277 -0.0030243519937178764 0.0028234336734106547 -0.0094178753968817645 -0.0081014777975512448 0.0043810368197218195 0.0019039552799394054 0.0070432064087362946 0.0041476497673589409 -0.0060460078090965059 0.0025837907814462179 -0.006091472164933432 0.0052675349234329845 -0.0042123023834239716 0.0017379463598659905 -0.0080928235574108751 -0.0058431129046101335 0.0036850444421176096 -0.0018508071995114227 -0.0062698113301177189 0.0079102550768493825
leaf_weight=44.149556834250689 140.31933328509331 4.2514806091785449 3.4503786675631982 19.538859762251381 6.8307348340749803 11.250230658799408 8.462010592222212 13.859613344073297 37.923375509679317 5.403644371777772 10.907202020287512 18.533707909286022 5.6915132850408536 3.4785130321979514 11.726993374526499 71.245410360395908 9.8160854130983335 28.540907330811024 11.507628556340935 6.6082312017679206 9.2795781902968866 5.3034032508730879 5.2442640103399745 3.0030489787459373 6.9328733906149864 34.165015704929829 6.3965575471520424 4.7632105350494376 27.428724497556686 3.4072107970714569
leaf_count=972 440 21 52 65 17 124 99 41 125 74 69 70 49 38 37 250 22 89 106 23 76 14 48 11 113 590 32 31 328 8
internal_value=0.000437146 -0.0025225 -0.00142245 0.00208636 -0.00035987 -0.00237807 -0.000158428 -0.000254612 -0.00101794 0.001598 0.00271143 0.00293059 0.000945017 -0.00299852 7.0244e-05 0.00362402 0.0025156 0.00181323 -4.69938e-06 -0.00289806 0.000440143 -0.00196053 0.00206602 -0.00556472 -0.0044497 -0.00458472 -0.000218603 0.00386691 -0.0050475 -0.000178513
internal_weight=579.419 207.337 163.188 372.082 75.7252 44.4954 33.2451 119.176 100.553 43.327 296.357 285.45 73.885 57.2258 22.9113 211.565 31.2298 65.1905 36.6496 18.1159 21.4137 14.583 24.7831 8.69456 11.1844 44.012 9.84694 18.6228 34.3144 6.88572
internal_count=4034 2462 1490 1572 465 336 212 816 744 199 1107 1038 348 545 171 690 129 288 199 129 107 90 113 60 134 674 84 72 374 46
is_linear=0
shrinkage=0.00641236


Tree=65
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 10 2 4 4 12 18 3 6 17 10 18 5 8 16 10 16 19 17 18 7 2 5 5 2
split_gain=28.3473 13.3522 9.40308 7.48873 8.3862 6.79916 6.79323 5.61344 5.17196 7.20259 5.06613 5.49187 6.56205 5.72475 7.26634 7.58293 4.90143 4.72684 4.59212 4.62226 5.48392 6.48714 9.78025 5.25161 4.82752 5.85459 4.64451 4.57266 4.52589 4.45656
threshold=95.862351557400004 5.9453602998000008 72.82855515350002 70.206395618550019 84.812788641250009 46.074827201850006 72.378669787950017 310.17567643235003 309.28270023145006 313.22340827140005 320.0928336514001 17.323446153950005 81.105404879350019 12.26528657645 205.45998821870003 81.479100559500012 14.164583421250002 15.904541771600002 8.8430989333000021 19.199955102150003 66.964115113200009 19.974953289850003 13.751109481500002 188.10488866565001 13.043896815850003 22.516377366000004 108.63443756215001 24.367802910700004 23.195398057700004 96.242542698950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 5 10 7 -2 8 18 -10 11 12 13 14 15 -5 -6 -14 19 -3 23 22 -22 24 25 -21 29 -7 -11 -25
right_child=1 3 -4 4 16 27 -8 -9 9 28 -12 -13 17 -15 -16 -17 -18 -19 -20 20 21 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.013900610817393567 0.00092805854235758945 0.012186085374668577 -0.016064384995364885 0.0069095457568195276 0.0097634679045694277 -0.019892402090943024 -0.016212710048836919 0.013584625226472987 -0.017577114042483945 -0.0053433649486930666 -0.017589998196782686 0.0098103706742840545 0.011769654979319854 -0.012213815922598948 -0.019151879606678399 -0.0159955262732384 -0.017597615053304497 0.00093824821808171526 -0.0011657315209184218 -0.0024693177462051233 -0.012908440984706093 -0.016469375936341159 0.013043430995065905 0.0064892296878814905 -0.010777509412842098 0.010438503890054962 0.0046264644166057606 -0.0013125364218951399 0.011522170930153215 0.015608793126564933
leaf_weight=27.216427935287356 31.086503069847822 18.608782660216093 13.49431419931352 17.281453251838691 1.6675415039062489 3.3662223145365742 5.8825796190649262 13.355219662189482 5.4993048980832127 7.5840851143002492 3.2105951979756346 13.40619473159313 10.766363769769667 14.121862187981604 3.8053094446659079 3.7659766506403676 8.7527307178825122 43.228350026533008 27.165956828743219 17.656273089349273 5.2024752870202082 5.4264898151159278 7.7118784934282303 26.080776460468769 6.5798838660120955 13.091532900929449 75.729739744216204 17.916422765702009 6.175994236022234 20.455271139740944
leaf_count=972 228 61 433 73 7 40 154 56 60 39 50 53 35 146 54 104 182 263 150 76 33 46 21 102 37 39 281 142 20 77
internal_value=0.000593047 0.0014734 -0.00561398 0.0023729 -0.000680113 0.00369269 -0.00179941 0.00435228 0.00384481 -0.00342823 0.000512184 0.00105854 -0.000203477 -0.00477728 -0.000551674 0.00281118 -0.0132191 0.00309799 0.00447095 0.00525005 0.00452466 -0.00304988 0.00258886 0.00539514 0.000593187 0.00302646 0.00686118 -0.00425127 0.00222646 0.0104978
internal_weight=475.293 448.076 50.4634 397.613 120.006 277.606 36.9691 256.324 242.968 19.2594 109.586 106.376 92.9693 38.9746 24.8527 21.0474 10.4203 53.9947 223.709 196.543 177.934 18.3408 12.9144 159.593 37.3277 30.7478 122.266 21.2826 13.7601 46.536
internal_count=4034 3062 815 2247 967 1280 382 1098 1042 119 778 728 675 377 231 177 189 298 923 773 712 100 54 612 152 115 460 182 59 179
is_linear=0
shrinkage=0.0146266


Tree=66
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 4 5 2 4 4 17 8 5 15 0 16 19 17 4 6 19 2 18 3 19 7 0 10 5
split_gain=32.1385 13.7826 10.7284 7.31042 9.88265 7.92221 6.08946 6.58238 6.0582 6.0955 8.42124 5.5304 5.33916 5.04102 5.02393 5.01832 4.99856 8.94626 5.56433 5.42797 4.94644 4.83692 4.7694 5.48742 6.42315 8.19131 4.73805 7.01769 4.69443 4.45749
threshold=98.255079293500017 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 375.65892766775005 29.026000224750003 310.17567643235003 309.28270023145006 313.22340827140005 167.14057114020002 8.8430989333000021 24.367802910700004 29.037712645600003 86.692020874450009 19.199955102150003 13.751109481500002 183.49170501290004 171.27730165960003 13.200308423050002 14.251149826300002 253.13454704850002 17.399600107550004 81.105404879350019 11.850956171350001 20.873561687950005 95.469836670350006 71.397382570300024 23.195398057700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 2 6 5 22 8 7 11 9 12 -11 -2 16 -7 28 21 -3 -18 19 -19 -1 -15 23 24 25 -5 -13 -28 -6 -12
right_child=1 3 -4 4 14 13 -8 -9 -10 10 29 26 -14 15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0091598219227244926 -0.012603874244742654 0.0090734322400718489 -0.011567918639146749 0.0042551961371461288 0.0028927141197083849 -0.01458309234414883 -0.012629667174225657 0.0084848217856355653 0.0099835506381284952 -0.013353377564110007 -0.0035752324414465276 0.006524316110106336 -0.00088165228329891256 0.0067903346880886783 -0.01173658801413365 0.011689225242795235 -0.0099583820144475126 0.0029434427087839015 0.0043329731113853787 -0.013668520237047059 0.0013274993072016946 -0.0067328439482892332 -0.0082639157616244963 0.010164857617024119 0.0036123588916939968 -0.0064718137035165548 -0.015197332409283809 0.00397663940732082 -0.01238406425374167 0.0083284087696651292
leaf_weight=40.240489281713963 4.4746056534349981 19.559801332652569 14.305100949481128 12.402369871735571 7.4986017048358935 3.5611989311873939 4.1347496379166833 8.8293401449918729 14.29190097004175 5.6821283772587803 7.681761294603346 7.6229620948433903 27.310544285923243 3.8619998395442989 10.762865647673605 2.8837636634707442 5.2447376996278754 4.9991001114249212 167.5406690761447 3.781659297645092 5.6089411005377761 11.56303498521447 5.4638553671538821 7.8306265547871581 43.684827640652657 20.960479602217674 3.8772360458970052 4.531113289296627 3.1169335469603539 6.2406864166259766
leaf_count=1149 68 61 422 43 29 40 73 32 56 60 39 42 150 18 236 6 33 20 637 22 53 118 60 26 166 209 65 26 55 20
internal_value=0.000462158 0.00132387 -0.00398436 0.0019644 -0.000303046 0.00285573 -0.000743141 0.000932243 0.00336008 0.00297844 -0.00262004 -0.00231971 0.00345891 -0.00319397 -0.00669967 -0.000978703 0.00404831 0.00350696 0.00390749 -0.00421093 -0.00787687 -0.00334702 0.00121064 0.00182054 0.000972482 -0.00248413 0.00055077 -0.00486481 -0.00159285 0.00176053
internal_weight=489.548 443.699 47.7751 395.924 111.721 284.203 33.47 29.3353 262.333 248.041 19.6046 20.5059 228.437 21.87 21.3784 18.3088 201.126 181.566 176.321 8.78076 45.8494 15.425 90.3422 84.8783 77.0477 33.3628 16.0313 8.40835 10.6155 13.9224
internal_count=4034 2832 728 2104 824 1280 306 233 1098 1042 119 201 923 182 320 142 773 712 679 42 1202 136 504 444 418 252 133 91 84 59
is_linear=0
shrinkage=0.0104622


Tree=67
num_leaves=31
num_cat=0
split_feature=16 8 9 6 2 4 15 9 0 16 10 16 10 19 15 18 17 16 4 5 3 4 15 6 6 6 19 9 9 0
split_gain=26.0773 12.015 8.56726 8.24028 5.81219 5.89014 5.47383 4.97168 8.2023 9.64406 7.4953 9.31196 7.31104 7.18351 5.7331 5.59666 7.33687 5.8715 5.57465 4.89587 7.2447 4.64435 4.46083 6.5564 7.73909 7.85812 6.56372 6.16641 5.45428 5.04147
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 5.1651206822000004 306.37214232930006 224.82737758030004 26.384523135650003 186.68586460755003 85.732241321850012 22.664946999500003 64.407391431150018 22.494947397000004 62.837331883000012 14.451165964200003 34.139075990150012 18.273715221050001 214.03087950770001 17.684958644900004 170.06818406760001 29.996566321350006 94.972471916200007 158.55438663830003 19.763739472850002 13.65531905435 13.78532209185 14.825346391850003 11.850956171350001 206.54353961905005 214.31567825310003 94.940210418650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 6 -5 14 9 -9 11 -10 -13 15 -3 16 22 -18 21 20 -11 -16 -12 26 -25 27 -24 29 -29 -26
right_child=1 7 -4 4 -6 -7 -8 8 10 19 13 12 -14 -15 18 -17 17 -19 -20 -21 -22 -23 23 24 25 -27 -28 28 -30 -31
leaf_value=-0.011639259163081122 -0.016151780794275278 0.014316326074595763 -0.01625586151787398 -0.015006125314823602 -0.01831051089450678 0.00869452589260283 0.0091112897581356513 -0.018891726394237689 0.012929683987660789 0.0048756862292777137 0.010320048610983635 0.0019858449781126894 0.014979562491228322 -0.014931552286259961 0.0050894466459847623 0.018331903505286753 -0.019749154041733576 0.00053039759014864084 0.0074007579194753561 0.011796883574900703 -0.015344747293201991 -0.016882840693683666 0.0076134542052307555 0.013326752504237881 -0.0088563276815875266 0.0047716707630076835 -0.011520955410478611 -0.018454640006752031 0.00044941346834346391 0.0040367030001803236
leaf_weight=35.688388185575604 7.1341402474790803 15.835365405306218 12.005887772887943 5.6187634617090279 2.9131187275052062 17.970474477857351 3.3007699772715569 8.573368504643442 27.267135880887508 8.4907293003052491 11.872756265103815 99.895582493394613 10.580828852951525 6.4336528554558745 3.9055820330977458 4.0527539923787108 6.7052769865840656 5.9565875865519047 20.574057307094336 5.5408737584948531 7.2644207403063765 4.6633756160736084 5.2710454016923931 12.390143617987631 9.6683471649885195 52.967169690877199 15.937201924622057 9.3101598732173425 5.2872495632618657 21.83206726424396
leaf_count=1045 222 70 414 70 41 92 13 131 109 41 46 426 41 38 13 26 91 39 74 16 71 28 16 34 141 230 179 120 36 121
internal_value=0.000569338 0.00158445 -0.00534769 -0.00180215 0.0016328 0.00379335 -0.00608121 0.00247665 0.00185416 -0.00558007 0.00258119 0.00515036 0.00323031 0.000470759 0.00711707 0.00108529 0.000640648 -0.0102089 0.00320522 -0.000221052 -0.0044476 -0.00686825 0.00159111 0.00080991 0.00225137 0.000866158 -0.00676534 -0.00362134 -0.0116075 7.94758e-05
internal_weight=464.907 429.219 48.9432 36.9373 29.8031 26.89 8.91953 380.276 335.297 29.8694 305.428 137.744 110.476 167.684 44.9784 161.251 157.198 12.6619 29.143 21.296 15.7552 8.56896 144.536 132.663 111.455 99.065 21.2082 46.0978 14.5974 31.5004
internal_count=4034 2989 852 438 216 175 83 2137 1952 259 1693 576 467 1117 185 1079 1053 130 115 128 112 41 923 877 682 648 195 418 156 262
is_linear=0
shrinkage=0.0148642


Tree=68
num_leaves=31
num_cat=0
split_feature=13 16 6 15 18 13 16 17 12 12 8 9 0 6 10 10 19 5 10 16 16 10 6 19 17 2 6 15 15 6
split_gain=23.6252 10.1992 8.10839 6.30158 9.21265 6.44014 5.70233 8.15254 5.41548 5.55184 5.23738 5.58566 5.13379 5.20094 5.77573 5.06591 5.36901 4.85355 4.49586 10.1687 5.71679 5.13793 6.58593 4.41244 5.42128 12.4793 4.28695 7.55887 5.52001 4.00795
threshold=95.862351557400004 18.684956306450005 15.51536251395 29.037712645600003 14.053554955550002 108.49810477050001 15.584963555600002 236.15709471040003 167.80616279730003 144.57070813310003 3.1475436881500003 70.31345721160001 86.329079026800017 16.375382608200002 62.181348099150007 75.408562100950022 12.551012654050002 20.374719724350005 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 15.155354102400002 14.551174033150001 201.53484968420003 231.65109648115003 15.785368822600002 38.483556206400003 32.548041893900006 16.525386113000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 6 10 8 9 15 -2 -12 13 14 -3 -8 -17 -15 20 26 -14 22 -22 24 29 -26 27 -20 -28 -24
right_child=1 12 -4 4 -6 -7 7 -9 -10 -11 11 -13 18 17 -16 16 -18 -19 19 -21 21 -23 23 -25 25 -27 28 -29 -30 -31
leaf_value=-0.013183298050516924 -0.016589868852537368 -0.021082806738458387 -0.013211334694970291 0.014256234534420459 -0.014626710421726929 0.011364030441134827 -0.017827110094538821 0.0098045715084415907 -0.017055037512755663 0.0063022980308143706 0.021167542286406212 0.0016766962037603529 0.012714983627006907 0.012028695117102655 0.0027699320207465092 0.022353515276049778 -0.0083766504075179372 0.00048193240793930475 0.0029421635857088853 -0.016477326259982727 -0.015284107664256984 0.013991565675297151 0.0063908002133022954 0.011583066019639199 -0.030056992860349796 0.0059306678995665945 0.00033177838965964073 -0.014801712767751688 0.015492196735804252 -0.0069416998151786129
leaf_weight=24.008862469345331 2.9718402028083792 4.5428438875824195 11.758746234700082 2.7029985338449469 12.40637876652181 9.654910095036028 6.8887463174760395 5.9149388968944541 9.7663306724280101 6.7195202205330125 3.1172492988407603 56.768100764602423 22.272495329380035 7.871701404452323 3.7034137919545174 1.5914263799786565 4.0518012642860413 103.66017928533256 51.164701901376247 5.6378751620650283 3.7516940385103217 9.7655616253614408 30.068106144666672 12.388575151562689 3.2327697202563268 4.8296308740973473 8.4886738732457179 5.3274603430181733 11.189167581498621 5.335614673793315
leaf_count=972 65 49 357 9 244 34 132 27 171 52 9 372 98 32 15 10 62 608 264 32 24 41 116 37 37 22 41 46 33 23
internal_value=0.000500595 0.00126902 -0.00196624 -0.000887302 -0.00945968 0.000318185 -0.000772383 -0.00536448 -0.00845652 -0.00409446 0.00177967 0.00269127 0.00275092 0.000493628 -0.0103705 -0.00966911 0.000289453 0.00129688 0.00430969 0.00189399 0.00646611 0.00445985 0.00289823 0.00411952 0.00199228 -0.00849926 0.00325378 0.00126884 0.00895226 0.00438149
internal_weight=451.552 427.543 134.313 122.554 15.1094 107.445 97.79 34.9328 29.0178 19.2515 62.8572 59.8854 293.23 119.778 8.24626 12.532 5.64323 111.532 173.452 81.8079 91.6444 69.372 59.6064 55.8547 43.4661 8.0624 76.17 56.4922 19.6778 35.4037
internal_count=4034 3062 1544 1187 253 934 900 454 427 256 446 381 1518 704 64 204 72 640 814 416 398 300 259 235 198 59 384 310 74 139
is_linear=0
shrinkage=0.0141766


Tree=69
num_leaves=31
num_cat=0
split_feature=16 13 7 5 15 18 9 10 0 10 0 6 2 3 7 0 16 13 5 3 16 13 7 16 2 0 16 5 6 15
split_gain=46.2257 18.4307 11.1971 10.3008 7.26301 11.6934 7.09589 7.01772 7.49322 6.13247 8.43664 7.7009 9.37308 6.13944 5.57495 9.97238 5.15079 8.65566 5.31223 11.1893 6.77697 4.80722 4.684 6.83407 4.55725 4.43483 8.60016 4.35759 6.02787 4.26629
threshold=18.634956423400002 95.862351557400004 22.356277907050004 23.626838821450004 29.037712645600003 14.053554955550002 226.28914430085004 71.322105742700003 96.039789794050009 66.964115113200009 91.937202686950016 16.455384477450004 198.51835910855002 93.499196860750018 19.506002767000002 76.451683855550016 11.134973961600002 98.050756475600011 13.955288807050001 81.105404879350019 15.584963555600002 111.12203990580001 25.987500066900001 14.464966174600002 131.42729508740004 89.705782438650019 22.604947139800004 21.723721974650005 16.565387047600002 30.046989284200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 9 7 -6 -5 -4 -9 11 21 13 27 24 15 -3 -10 -18 -19 22 -21 -11 -20 -24 -2 26 -26 28 -13 -12
right_child=3 2 4 6 5 -7 -8 8 16 10 29 12 -14 -15 -16 -17 17 18 19 20 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0070153777428580612 0.0065775381886215576 -0.0078622999314605663 0.0059248268882509461 -0.0010853856272260444 0.0091142507137682294 -0.0077487964608408018 0.0075412247492619572 -0.0081227286272215274 0.0084938477053902416 0.0010269281101409049 0.0035456012222568364 -0.003011626861051189 -0.0063559052605602386 0.0004148362806908779 -0.0071860046550026565 0.0066156351532812322 -0.0070442524654069109 0.0033268557980175931 -0.0089291574974152653 0.0037140768915554403 -0.0047091696339927195 -0.0106096221250855 -0.010124271245493626 0.0016942826878903455 -0.0012839520206576114 0.0066030802967999846 0.005006420431819438 0.0037670091919361206 0.0030429317711127895 -0.00033633236619454263
leaf_weight=35.111608795821667 46.790555752813816 4.7816364094615 10.190024729818104 63.98599748685956 2.4686811789870253 12.365426767617462 5.1561832204461089 5.6936188861727706 3.6383933871984473 2.8252715170383444 28.882866311818361 14.922722637653349 6.9517454653978339 17.708523333072662 20.853880144655704 4.741866797208786 8.1146616414189321 24.755860522389412 8.1599805802106875 24.004091419279579 5.9683939218521109 4.7863960489630699 3.529085621237753 7.9962021261453629 18.178859561681747 18.34369720518589 27.077787205576897 41.314206063747406 18.345001980662346 27.80807327106595
leaf_count=972 161 115 35 456 6 224 13 114 8 11 104 64 52 71 419 16 141 131 92 70 48 42 38 48 79 59 85 127 61 172
internal_value=0.000467994 -0.00240982 -0.00131172 0.00199778 -0.000317285 -0.00494246 -0.000442068 0.000355034 -0.000262821 0.00261361 0.00070252 0.00319981 0.00150033 0.00428152 -0.00513804 -0.000653562 0.000256537 -0.000106618 0.000649917 -0.000684616 0.00203676 -0.00629041 -0.00482815 -0.0019246 0.0049018 0.00366896 0.00247968 0.0022326 0.000327071 0.00164143
internal_weight=525.451 182.373 147.262 343.078 116.884 14.8341 69.1422 102.05 91.8603 273.936 64.3026 209.633 81.5337 128.099 30.3774 9.5235 86.1667 82.5283 74.4136 49.6578 29.9725 7.61167 19.6853 11.5253 110.391 63.6003 45.2566 74.5819 33.2677 56.6909
internal_count=4034 2477 1505 1557 955 230 469 725 690 1088 329 759 304 455 550 131 576 568 427 296 118 53 178 86 384 223 164 252 125 276
is_linear=0
shrinkage=0.00707411


Tree=70
num_leaves=31
num_cat=0
split_feature=8 3 10 9 16 10 3 15 17 0 9 8 8 6 16 16 12 2 18 16 16 19 2 4 4 16 16 16 19 3
split_gain=35.0232 15.0609 7.72245 13.4185 9.04238 7.23139 12.558 9.85326 6.50401 6.45562 6.1286 5.76478 5.74738 7.5183 5.52396 5.50844 5.02171 4.80159 7.09238 7.77962 5.32895 10.0726 4.75863 4.98175 6.63891 4.82045 6.93991 9.83995 8.57182 4.86565
threshold=5.9453602998000008 76.825379535700009 72.378669787950017 66.346857137250012 21.094950670800003 70.206395618550019 83.538459487450012 46.074827201850006 241.79519611995002 107.57327517365 64.765169068750012 8.8430989333000021 9.3427090425500019 16.645388916850006 23.044946110900003 22.614947116400003 156.64017958600002 263.04952530525003 17.323446153950005 12.604970524100002 18.704956259700005 12.651020723000002 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 20.404952284350003 19.974953289850003 13.751109481500002 93.499196860750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 10 -5 7 17 11 -2 -10 16 22 13 -13 15 -9 -1 18 19 -7 21 -21 23 25 -25 -3 27 28 -27 -28
right_child=1 5 -4 4 -6 6 -8 14 9 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 24 -26 26 29 -29 -30 -31
leaf_value=0.0050871262048300999 -0.0095412366228773172 0.0083374908558858478 -0.010103220433788531 -0.0093681744249390717 0.015850471983965386 -0.010868629378516421 -0.0064940775348514964 -0.00072900316597752967 0.011616275804512393 -0.010271716199052098 0.010157759003479415 -0.00033742943913029022 0.0026440716026227542 -0.016525170929843087 0.0078726363122351949 -0.010887401067941413 -0.005484489028100537 -0.0090451245243411572 0.0091575625116134853 0.0031029993156497936 0.0071056003417280782 -0.0052807593429691942 0.0091895606759172868 -0.013195261984133672 0.001493784401730815 -0.0076148002822494943 0.0051363246588979547 -0.015085750404707167 0.0080563490448229535 0.0017266623437295482
leaf_weight=6.9337955340743127 14.945923598483207 19.666594114154577 22.800548715516925 24.571380838751796 1.3411640673875798 4.6794779710471621 21.669180670753121 11.077672388404613 3.0243988782167426 2.0038575697690248 5.9474326595664015 7.4864149838686007 18.598116960376501 3.9048898406326771 3.4527316913008681 8.3914993330836278 9.5612077042460424 3.7036801800131789 10.723391883075235 41.350282985717058 13.379569642245768 18.576757442206144 13.824830934405325 3.4160229191184071 14.161382272839544 5.2464177981019038 111.93590154498816 4.1091997548937789 7.7100641578435898 56.245673947036266
leaf_count=34 358 61 742 555 3 103 320 68 13 52 21 32 96 36 10 104 105 39 34 168 35 172 53 50 58 33 407 36 21 215
internal_value=0.000573359 0.00160539 -0.00556587 -0.0034264 -0.00806292 0.0020024 -1.403e-05 0.00279776 -0.00641095 0.00289349 0.00192703 0.00330989 -0.000596222 -0.00588652 -0.00315223 -0.00510742 -0.00104063 0.00150542 0.00194591 0.000954284 0.00170899 0.000504122 0.0038056 0.00347105 -0.00136091 0.00388554 0.0034129 -0.00233368 0.00171069 0.00399602
internal_weight=494.439 423.284 71.1555 48.355 25.9125 403.31 114.082 289.227 19.9742 5.02826 22.4424 266.306 29.9894 11.3913 22.9219 19.4692 16.495 92.4132 88.7095 77.9861 73.3066 59.927 236.316 222.491 17.5774 204.914 185.247 17.0657 12.9565 168.182
internal_count=4034 2574 1460 718 558 2151 871 1280 423 65 160 1098 164 68 182 172 139 551 512 478 375 340 934 881 108 773 712 90 54 622
is_linear=0
shrinkage=0.0094576


Tree=71
num_leaves=31
num_cat=0
split_feature=13 8 9 10 10 3 15 2 15 16 19 3 5 6 10 8 8 6 16 16 9 16 15 5 16 19 2 2 8 17
split_gain=23.3857 10.8301 8.03249 5.68762 5.63413 7.82708 6.36766 4.96865 4.35533 4.31958 6.07386 4.55787 4.50755 5.49982 4.19668 4.13358 5.38742 6.47732 4.09938 4.81066 3.96494 4.1831 3.84708 3.7803 8.26614 3.59221 4.6377 5.50636 4.71424 4.19371
threshold=95.862351557400004 5.9453602998000008 72.82855515350002 72.378669787950017 70.206395618550019 83.538459487450012 46.074827201850006 310.17567643235003 29.037712645600003 18.044957803000003 12.651020723000002 76.927540944650019 13.264960807550002 12.05528166975 71.397382570300024 8.8430989333000021 9.3427090425500019 16.645388916850006 23.044946110900003 22.614947116400003 191.72037998490001 15.524963695900002 28.343014915050002 15.363313533450002 15.164964537700001 14.651182102100002 108.24034454255001 96.242542698950004 8.7431769115000026 204.49254535040004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 9 7 15 14 10 11 -6 -13 -14 -7 22 17 -17 19 -8 -12 -22 -3 -15 -25 26 27 -24 29 -28
right_child=1 4 -4 -5 5 8 18 -9 -10 -11 20 12 13 23 -16 16 -18 -19 -20 -21 21 -23 25 24 -26 -27 28 -29 -30 -31
leaf_value=-0.015296384578122652 0.00068219185214071451 0.0149793846060765 -0.01790088788743224 -0.01812703690798087 -0.01313480391193101 0.0041049040304014109 -0.0008728683562292765 0.014864442250588724 -0.018288769811537781 0.0082169860242106863 0.010546712744559266 0.016238780372816942 -0.0095559477116862988 0.012156782572657556 -0.019412714834339682 -0.001707519619376361 0.003817778194439311 -0.028527141145385241 0.012494891117171558 -0.018306165058150185 0.00088621559809418744 -0.016057637256552761 0.0037740827666054529 -0.013146455295923575 0.008443341229471794 0.013054822938844956 0.0017031124804433953 0.013437617268805898 0.013115934471460861 -0.0096755995319635513
leaf_weight=23.70688559114933 30.22743321582675 9.6123200133442861 11.535652562975882 5.1193520426750174 4.6568878572434178 7.2004355043172854 10.517799675464635 12.017153121531008 9.3160672299563867 19.746686108410358 2.7437020391225841 6.9736539162695399 8.9666246734559518 12.554180130362509 2.8979452662169933 6.9744072034955042 16.811020821332932 3.7820814624428749 3.1172501966357222 7.303697006776928 5.7928463183343437 12.594284102320669 48.415034759789705 7.5239141434431103 13.484329555183647 11.955591909587381 93.954175174236298 24.025464951992035 8.9526908993720991 9.7342905849218351
leaf_count=972 228 35 433 154 69 29 68 56 236 83 10 22 117 44 55 31 92 36 10 104 29 168 211 53 52 37 393 101 35 71
internal_value=0.000658137 0.00154081 -0.00594415 -0.00204199 0.00246034 -0.000603177 0.00377268 0.00451559 -0.0101512 0.00134731 -0.000454421 0.00247325 0.00394155 0.00192513 -0.00264398 0.00398461 -0.0020176 -0.0111375 -0.0049637 -0.00801747 -0.00795821 -0.0107195 0.00478532 0.00499244 0.000711149 0.00428801 0.00372171 0.00697907 0.00162687 0.000634877
internal_weight=452.214 428.507 46.8824 35.3468 381.625 114.452 267.173 246.234 19.4144 95.0371 75.2904 54.1596 49.5027 42.529 10.0984 234.217 27.5675 10.7565 20.9387 17.8215 21.1308 18.3871 206.65 33.5624 21.0082 197.037 185.082 72.4405 112.641 103.688
internal_count=4034 3062 815 382 2247 967 1280 1098 320 647 564 357 288 266 84 1042 159 67 182 172 207 197 883 149 105 848 811 312 499 464
is_linear=0
shrinkage=0.0165021


Tree=72
num_leaves=31
num_cat=0
split_feature=13 8 9 10 10 3 15 2 18 5 0 19 12 18 0 5 15 18 16 16 5 10 4 16 16 7 10 4 4 5
split_gain=20.6086 9.09277 7.50894 5.13311 4.66954 7.08147 5.29079 4.51936 4.32823 3.94941 4.23097 4.06427 3.90852 4.98829 4.90069 5.03142 4.72994 10.4156 5.16201 5.47667 4.40737 5.34006 5.13008 4.56806 4.20441 4.046 3.74423 3.64539 5.32399 3.90391
threshold=95.862351557400004 5.9453602998000008 72.82855515350002 72.378669787950017 70.206395618550019 84.812788641250009 46.074827201850006 310.17567643235003 14.164583421250002 24.367802910700004 86.692020874450009 14.251149826300002 320.0928336514001 17.138111898250003 97.878695155250014 15.904541771600002 24.006097767650004 14.674589207750001 16.484961451000004 17.809958352600002 14.050239455300002 81.597392717250017 207.90319581710003 14.464966174600002 14.764965473100002 25.934372643900002 58.167480110400007 309.28270023145006 313.22340827140005 23.195398057700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 12 7 27 -7 -8 11 -11 13 14 15 -6 17 -17 -18 -20 21 22 -16 -22 -24 -25 -13 -3 -29 -30
right_child=1 4 -4 -5 5 8 9 -9 -10 10 -12 26 -14 -15 20 16 18 -19 19 -21 23 -23 24 25 -26 -27 -28 28 29 -31
leaf_value=-0.01427973829970983 0.00058275154147322157 0.0040495502918609727 -0.0168918116306086 -0.017071229599851547 0.017366785790027959 0.009829781846394374 -0.020680230981961732 0.013650852929607483 -0.018817321352233334 0.0093840583762306272 0.016662909196641151 0.012583509854445903 -0.018258028487113356 0.0099163032275268737 0.013603960710056607 0.0072878313730066358 0.015623843666156725 -0.026610806151942046 -0.02070020185899496 0.0033641500842681565 -0.020696563950840054 -0.017332609593024795 0.0057203138851020493 -0.011596214990935796 -0.021100121857858596 0.0033896736475278288 -0.013411635448594059 -0.016893099015808731 -0.0055761134810318408 0.011470477373389725
leaf_weight=21.801442433148623 30.241033643484116 212.00919192284346 10.500570097938178 4.6687980201095334 5.4880845546722403 1.567238099873064 3.0939412675797966 11.224757641553877 7.4588764160871506 3.7120287269353893 2.674883469939231 1.5940945670008648 2.6191143449395886 13.697992842644451 8.4444893226027506 4.7267773523926717 7.4553673192858723 4.2065890356898308 2.6217782758176353 20.334253460168839 5.7842446006834534 2.9650707300752392 3.4515226110815993 9.5673880167305487 2.4569530785083771 8.2293985448777658 9.2899141423404199 5.0672853924334076 7.4537105485796911 5.9185663126409054
leaf_count=972 228 923 433 154 15 7 40 56 182 18 6 5 50 64 25 14 18 29 32 154 88 84 12 97 37 59 113 60 39 20
internal_value=0.000573965 0.00134771 -0.00527308 -0.00177827 0.00215351 -0.000539079 0.00329487 0.00394124 -0.0138432 -0.00437576 -0.00145495 -0.00477525 0.000637656 0.00113539 -0.000267594 0.00331086 0.00135024 -0.00867453 0.00429502 0.000615792 -0.00419023 0.00181244 0.00576747 -0.00859863 -0.00543257 -0.0046666 -0.00960433 0.0034683 -0.00321462 0.0019687
internal_weight=440.325 418.524 45.4104 34.9098 373.114 111.075 262.038 241.674 9.02611 20.3649 17.2709 14.596 102.049 99.4299 85.7319 44.8328 39.3448 8.93337 30.4114 22.956 40.8991 17.318 14.353 23.581 5.90848 17.7968 10.884 230.449 18.4396 13.3723
internal_count=4034 3062 815 382 2247 967 1280 1098 189 182 142 136 778 728 664 262 247 43 204 186 402 158 74 244 49 156 118 1042 119 59
is_linear=0
shrinkage=0.0156704


Tree=73
num_leaves=31
num_cat=0
split_feature=16 13 6 3 10 16 6 15 10 6 9 17 19 13 17 6 19 16 12 16 5 0 15 16 2 9 16 13 7 13
split_gain=35.6914 16.672 10.2289 8.65963 5.89342 7.10872 7.09282 9.7682 6.6368 8.1817 6.1482 5.85473 7.29758 6.13357 6.60207 5.84804 13.7441 5.95434 6.55864 5.65049 8.66216 5.57535 5.05748 4.8624 4.77058 5.69074 5.10765 5.18246 4.48481 4.41849
threshold=18.634956423400002 95.862351557400004 15.51536251395 93.499196860750018 66.590419433100024 19.974953289850003 16.455384477450004 45.169600924000008 62.025417527550012 16.535386346650004 204.27826083785001 162.13109061465002 11.850956171350001 109.72404167800001 252.75344531235004 13.65531905435 13.051052998800001 17.634958761800004 151.46967002190004 13.564968279200002 13.812766882300002 87.278104746850019 29.037712645600003 15.839962959300001 131.42729508740004 204.99169312540002 22.624947093000003 117.55283175385001 23.729953793150003 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 -1 11 4 6 -6 7 24 -8 28 -7 -3 19 14 15 17 22 18 23 20 -13 -11 -17 -14 -2 26 -26 -28 -10 -25
right_child=3 2 -4 -5 5 10 8 -9 9 21 -12 12 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 29 25 -27 27 -29 -30 -31
leaf_value=-0.0057633865670975067 0.0054843787564456117 -0.0070601415231634976 -0.0057054637738683271 4.0763207311620706e-05 0.0014542337058201164 -0.0093303909042341364 0.0034455306541433953 -0.0033462560546151706 -0.010066781140232696 -0.001883722568307925 -3.0730439903407211e-05 0.0052602644378395283 -0.0048890272343978317 0.0062688276818548454 0.0068594501169730246 0.0020869620201964469 -0.0064644405741021305 0.0014095320242698505 -0.0068968357040061681 0.0049712497504227357 -0.0049437457397530698 0.0043847145945102098 -0.0046204194455880228 0.0074964164617486563 -0.00068616613919523074 0.0051860050922196838 -0.00066611667980825224 0.0060854032836233753 -0.0016078946849369872 -0.0024811145727835215
leaf_weight=31.519257636740804 43.997911483049393 4.5269496925175181 14.485214140266178 103.46002226509154 56.342461653053761 4.273879334330557 20.251501686871052 6.7540278211235991 4.2951085120439547 10.390631549060346 5.9830836057662964 5.1576032638549822 6.4932847283780593 3.9245274327695361 3.3524393141269675 34.578622329980135 9.9824255853891355 7.3462444785982361 17.419475564733148 14.815005391836165 6.7168247457593679 9.5484008044004423 4.4495142474770537 3.0683257356286049 18.886739298701286 23.568929083645344 6.0994450598955181 11.512093268334864 4.5018435344099998 3.1588930003345013
leaf_count=972 157 104 354 608 275 38 59 46 27 43 28 18 79 11 12 131 182 58 253 49 120 28 66 23 77 80 25 33 33 45
internal_value=0.000321976 -0.00187365 -0.000994628 0.00146013 0.00210874 0.000628748 0.00272553 0.003555 0.000849088 -0.000980738 -0.00390572 -0.000448686 -0.00020023 -0.000977817 -0.00129434 -0.00161037 -0.000263722 -0.00337101 -0.00453621 0.00253183 -0.000511681 0.00111811 0.00132227 -0.00130356 0.00400291 0.00291776 0.00145304 0.00374713 -0.00573794 0.0024351
internal_weight=500.861 170.995 139.475 329.866 226.406 66.5994 159.807 110.819 48.9875 28.736 10.257 124.99 120.463 93.7738 89.8492 86.4968 49.0106 37.4862 30.14 26.6894 11.8744 19.939 39.0281 12.7205 104.065 60.0672 36.4983 17.6115 8.79695 6.22722
internal_count=4034 2477 1505 1557 949 341 608 418 190 131 66 1151 1047 860 849 837 379 458 400 187 138 71 197 147 372 215 135 58 60 68
is_linear=0
shrinkage=0.00592185


Tree=74
num_leaves=31
num_cat=0
split_feature=13 17 16 6 15 18 13 19 19 15 0 6 10 14 16 3 9 15 2 4 15 0 2 10 6 0 3 17 5 15
split_gain=19.3465 8.5555 6.46613 6.11566 5.56007 7.74111 5.03836 5.07595 5.42475 5.58925 4.57361 4.93908 5.27908 5.02802 4.81739 4.80737 5.71624 7.64387 4.82511 4.78921 4.62818 8.73597 6.17696 5.14898 8.76594 4.57278 5.42668 7.58998 4.38108 7.3576
threshold=95.862351557400004 159.58247398035004 18.684956306450005 15.51536251395 29.037712645600003 14.053554955550002 108.49810477050001 11.850956171350001 11.450923895500003 14.022476987850002 86.329079026800017 16.375382608200002 62.181348099150007 168.39662374755002 22.644947046300004 108.47659710545001 186.68586460755003 40.042228346200012 101.23478163165002 284.07887079910006 35.098844929350008 87.350693116400024 104.38256328765002 64.407391431150018 16.425383776450001 96.039789794050009 81.105404879350019 236.15709471040003 20.016397659050003 31.385732506450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 6 -6 7 8 9 -3 11 12 -4 14 -13 16 19 18 -18 -15 21 -12 -22 -23 28 -9 27 -27 29 -25
right_child=1 2 10 -5 5 -7 -8 25 -10 -11 20 13 -14 15 -16 -17 17 -19 -20 -21 22 23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.011747790180436 -0.016260728671754088 0.014520351018012034 -0.019131484374441603 -0.011393465350497015 0.012029891149888049 -0.012741386022619445 0.0098760934252410167 -0.011535490192673954 0.010756252415364634 -0.0061577382870176573 -0.016451197013214788 0.012006606337062031 0.0020477139108366683 0.0081202069671805627 0.00086141667180431362 -0.015684243546553556 -0.0044398176894414896 0.0002319230490700119 -0.022112966689001201 -0.0069466520588970463 0.013637120748338344 0.011783375431412902 0.0042410844877967249 0.0041618801114181236 -0.018325051764886028 -0.008697158145380645 0.0028678268677202298 0.0081101143485666893 0.01492169305041237 -0.0072631970237141486
leaf_weight=20.906154317781329 4.7612611018121234 2.8824525177478817 4.3652316350489837 9.239186102524398 2.6323055624961844 11.33719910122454 9.1839056201279146 7.7407019641250363 12.61415960267186 9.5384514424949867 4.4483436346054068 12.307045156136157 3.6671839505434036 20.044689659029249 14.081767797470091 3.3696053363382807 6.1025555618107301 44.910060400143266 4.5787460692226887 4.3473177850246421 13.800537310540674 8.5958348885178548 83.735047861933708 37.230284187942743 3.7229483947157851 21.380776859819893 30.651728926226497 5.7798608466982833 4.2990674674510947 12.835660262033342
leaf_count=972 140 8 49 305 9 244 34 167 47 159 42 56 15 78 61 65 31 259 37 38 70 27 367 178 23 281 137 28 13 94
internal_value=0.000465935 0.00108243 0.00128412 -0.0012117 -0.000384642 -0.00807368 0.000691933 -0.000239166 0.00474535 -0.00135909 0.00235567 0.000387877 -0.00946216 0.00110884 0.00605924 -0.000458414 0.000183032 -0.00212134 -0.0120158 0.00543488 0.0037297 0.00120555 0.00557055 0.0023834 0.000992395 -0.00214278 -0.000885153 -0.00512052 0.00231527 0.00123278
internal_weight=435.09 414.184 409.423 122.981 113.742 13.9695 99.772 90.5881 25.0351 12.4209 286.442 117.774 8.03242 109.742 26.3888 83.353 79.9834 55.5914 10.6813 24.392 168.668 71.1321 97.5356 66.6838 58.088 65.5531 57.8124 27.1606 54.365 50.0659
internal_count=4034 3062 2922 1419 1114 253 861 827 214 167 1503 689 64 625 117 508 443 327 68 116 814 377 437 335 308 613 446 309 285 272
is_linear=0
shrinkage=0.013013


Tree=75
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 4 5 8 15 15 10 8 6 16 16 6 19 15 15 5 16 5 6 16 6 19 9 3 15
split_gain=33.1417 13.4379 10.7117 7.36228 11.1608 7.82422 6.30811 7.56859 5.75875 4.91571 4.85634 4.98639 4.82705 7.5625 4.77221 5.03565 4.46704 4.87937 4.73943 13.2631 4.63911 4.24008 6.28508 11.2297 6.35714 6.58748 5.6927 4.35404 3.89967 7.9347
threshold=98.255079293500017 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 375.65892766775005 30.284449345300001 8.8430989333000021 26.384523135650003 29.037712645600003 71.397382570300024 9.3427090425500019 16.645388916850006 23.044946110900003 22.614947116400003 13.200308423050002 12.551012654050002 21.445388509400004 20.123524217100002 14.582249945350002 18.704956259700005 13.955288807050001 13.65531905435 15.709963263300002 13.78532209185 11.850956171350001 206.22988073345002 93.499196860750018 33.593648142250011
decision_type=2 2 2 2 2 2 2 2 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 6 5 21 8 7 9 28 -2 11 -6 13 -10 15 -7 17 -1 19 -19 -18 22 -5 26 25 -25 -24 -26 -3 -30
right_child=1 3 -4 4 10 14 -8 -9 12 -11 -12 -13 -14 -15 -16 -17 20 18 -20 -21 -22 -23 23 24 27 -27 -28 -29 29 -31
leaf_value=-0.0094711991558979608 -0.0039780847746095516 0.0043787485940406006 -0.010170073579267511 0.004674975207853746 0.0026316036458606884 -0.00032064041748696104 -0.011224958636766173 0.0097874698137910918 9.2454138495079045e-05 0.0058656300461835051 -0.010457951726628584 -0.011066440679358401 0.0022696606983837364 -0.015613337970978245 0.0075587428429002524 -0.010046125872943073 0.0072482064667532603 -0.011265836602183181 -0.011294073459137926 0.021677864277729459 -0.010502539082931181 0.0061425349542372871 0.0018360234093591737 0.011547853831121576 0.0027950575615501442 0.0012037345423034712 -0.009872830610046358 -0.012420398066469669 0.012035211601910281 0.00058153862458165044
leaf_weight=33.25996295362711 17.221060277894146 174.6915332749486 13.793294219300149 21.996402245014906 7.3640613108873385 11.025063626468187 4.1246263477951279 6.638695813715457 7.7499428838491458 5.878695171326398 10.878463530912994 3.3357484489679337 19.392706666141748 4.0236625298857689 3.4160200506448737 7.8914818949997416 3.5498999431729308 2.1149401254951945 2.3474014103412628 2.1081276834011078 1.9821500554680822 13.613357543945311 4.7890866920352009 7.300817713141444 2.7759541496634474 19.589261114597321 14.293552346527575 3.9178529568016529 5.7663734853267661 55.68016630038619
leaf_count=1055 189 693 422 115 29 68 73 18 32 26 236 55 96 36 10 104 13 43 42 9 40 38 20 15 17 77 176 46 15 226
internal_value=0.000631611 0.00139956 -0.00326559 0.00195608 -9.27326e-05 0.00273316 -0.000453217 0.00104079 0.00317473 -0.00147294 -0.00608492 -0.00163887 -0.00058048 -0.00527504 -0.00255202 -0.00437786 -0.00693828 -0.00802528 -0.000705975 0.00517944 0.000888061 0.001372 0.000502182 -0.0012406 0.00199461 0.00401222 -0.00693431 -0.00611048 0.00367035 0.00165639
internal_weight=492.51 447.148 47.6564 399.492 109.855 289.637 33.8631 29.7385 267.304 23.0998 21.5783 10.6998 31.1663 11.7736 22.3326 18.9165 45.3625 39.8304 6.57047 4.22307 5.53205 88.2763 74.6629 52.6665 33.5839 26.8901 19.0826 6.69381 236.138 61.4465
internal_count=4034 2832 728 2104 824 1280 306 233 1098 215 320 84 164 68 182 172 1202 1149 94 52 53 504 466 351 155 92 196 63 934 241
is_linear=0
shrinkage=0.00929464


Tree=76
num_leaves=31
num_cat=0
split_feature=16 6 3 7 0 6 8 9 6 5 10 0 2 18 0 0 13 15 13 9 2 15 5 0 6 8 2 13 2 7
split_gain=18.6095 8.11954 7.05741 8.36372 6.68398 13.8489 6.6153 5.84151 5.51095 5.29372 5.01374 7.34411 5.3113 7.04456 5.09373 5.77304 5.03399 5.2531 4.73839 4.55166 5.27231 4.78198 7.06394 5.14637 5.27987 4.49926 4.38356 4.6254 6.80348 4.31298
threshold=13.564968279200002 5.1651206822000004 103.48681881535002 19.716522186550005 85.667718326750006 16.525386113000007 8.543332867800002 226.28914430085004 16.625388449550005 29.026000224750003 66.590419433100024 90.407470010750018 237.82463207520001 18.273715221050001 91.937202686950016 91.394134144600017 113.97180552410002 46.683480308100009 116.35915634395 181.33671263215004 108.63443756215001 37.050691080100002 20.872540794500004 87.350693116400024 16.385382841850003 7.6440346712000009 319.18044405035005 116.72209819155002 93.57193670880001 20.752538901500003
decision_type=2 2 2 2 2 2 2 2 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 -3 5 -5 -7 8 -8 -4 11 16 13 14 15 -12 -6 19 -11 -18 -21 22 -22 24 -23 -1 27 -20 -29 -10
right_child=1 2 9 4 10 6 7 -9 29 18 12 -13 -14 -15 -16 -17 17 -19 26 20 21 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.013760366935469467 -0.014084821697907557 0.014235193019102376 -0.01516962884826255 -0.017993539176533829 -0.0077535635196878221 0.0087472802231015299 0.005938653143462683 0.014212909700529944 0.00024571335335395633 -0.016835331950028287 -0.00058329677632069942 0.012701799644861147 -0.0093281364800575257 0.019909121888867485 0.0012198174053885684 -0.021378232494967626 -0.0074985256717417089 -0.0061107308498513932 0.016142508216247371 0.0078913796236192053 0.0010435573996194752 -0.0079357026384804449 -0.018773456601083739 0.0095439034890747922 0.003492702835097867 -0.0033916522496847835 -0.015166486263050651 0.021924770349995147 -0.015962086745521034 -0.018431841134343142
leaf_weight=17.558237202465538 5.857747718691825 9.1581350769847614 7.1610463242977884 8.9003139548003656 7.3910452313721171 10.896377794444563 3.6854859478771713 2.444114387035369 3.0426813848316652 2.5988486204296342 5.8987423591315729 13.999869190156458 9.1832171790301782 3.292470756918191 123.1026225592941 3.752363707870245 5.7945981174707404 9.5765362456440908 4.4629485458135587 48.346929177641869 12.776860333979132 7.9871197864413253 4.0757937580347052 20.82811376452446 53.207000251859426 12.174111751839517 1.8550672940909851 1.2058638930320742 2.5071434676647186 7.0336761735379696
leaf_count=826 230 36 236 182 42 46 15 7 30 76 39 53 135 18 894 39 29 77 11 202 75 46 24 82 194 219 30 2 59 80
internal_value=0.000489384 0.00123296 0.0014606 0.00186384 0.00155362 -0.00380821 0.000850203 -0.00445954 -0.00777579 -0.00616725 0.00213999 0.00357706 0.000319433 0.00097065 0.000500951 -0.0086684 0.00282555 0.00330644 -0.00106296 0.00389582 0.00434429 0.00260987 -0.00374916 0.00391643 0.00200106 -0.00951483 0.00302336 0.00715051 -0.00365767 -0.0127919
internal_weight=429.755 400.023 394.165 374.374 365.216 36.0026 27.1023 16.206 13.7618 19.7909 329.213 183.984 145.229 136.046 132.754 9.65111 169.984 162.593 12.6299 153.016 147.222 98.8749 16.8527 82.0222 61.1941 29.7323 10.031 8.17596 3.71301 10.0764
internal_count=4034 2989 2759 2345 2309 360 178 132 125 414 1949 824 1125 990 972 78 771 729 178 652 623 421 99 322 240 1045 102 72 61 110
is_linear=0
shrinkage=0.0131069


Tree=77
num_leaves=31
num_cat=0
split_feature=13 8 9 10 8 0 14 5 17 13 10 7 16 16 0 15 16 3 17 17 17 10 16 9 0 13 8 5 9 0
split_gain=18.4878 8.71466 6.88942 5.87849 5.52703 6.69818 4.16009 3.82537 3.42822 3.71235 3.38444 5.22127 3.27608 6.48871 6.48611 5.58749 4.61976 6.79494 3.76079 4.72094 7.61995 4.93492 4.65261 4.00789 3.60413 5.09372 4.91015 3.50263 6.50822 5.45066
threshold=92.38617519475001 5.9453602998000008 72.82855515350002 72.378669787950017 7.1444245619500011 103.48144189910001 375.96044720820004 30.284449345300001 193.46017548480003 99.768681220950015 64.307918480350011 20.873561687950005 20.404952284350003 19.974953289850003 86.329079026800017 34.139075990150012 22.704946905950003 93.980430866100008 193.82841840970002 192.20712075930001 190.38166638035003 62.030794443850006 22.604947139800004 204.02774515060003 85.121961326250016 121.87049551135001 8.543332867800002 20.769304081650002 221.38017838285003 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 6 -3 12 7 8 9 -2 -11 -12 13 27 15 -14 17 18 19 20 21 -17 -23 -20 25 26 -18 29 -29 -6
right_child=1 4 -4 -5 5 -7 -8 -9 -10 10 11 -13 14 -15 -16 16 24 -19 23 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.010988615364882744 -0.013331526927965213 0.013815669273542797 -0.011371133521670669 -0.011446069512721724 0.0055936054593759658 -0.010784597329941439 -0.012685636481585855 0.0095364034818698432 0.010339898377580767 -0.0053757191774985611 0.011272085441448445 -0.0056601185336921959 0.0064512041203262449 -0.012456884944897181 0.0039092937698594577 0.0030537094253291421 0.0039754980132758588 -0.012689698293963656 -0.012071909696586428 0.0066385541277971007 -0.013779761910267771 0.0032903255400810994 -0.011165207873056844 0.0028894523601316158 0.0078375098538096752 0.0095565390636378877 -0.010724367082740776 -0.013607873913017371 0.0090158755925709815 -7.9605593146139878e-05
leaf_weight=15.392423203215001 2.7661912459880247 3.9738804250955573 9.9115615263581258 5.472863655537366 23.265126101672649 5.1302694231271735 2.4578402936458579 5.5844768434762946 2.9289241582155219 7.1799124702811232 5.1201454065740091 3.4106707014143467 14.18215102702379 4.4485303238034239 118.41720471158624 22.607586100697517 4.5487589761614817 6.2968118339776984 6.28475848212838 9.8723657950758916 5.0057111773639908 4.0236033424735052 6.6210897006094456 2.960722029209137 10.590535834431646 4.2032172456383696 5.8249263986945152 4.7818988375365725 2.0385954324156046 104.71802831068635
leaf_count=797 48 28 447 211 95 127 42 18 16 77 22 23 62 38 532 79 16 88 52 31 36 15 44 15 34 14 59 88 13 867
internal_value=0.000420845 0.000844403 -0.00356999 -0.00135581 0.00137959 0.0012445 0.000519438 0.00172194 -0.000316738 -0.00200601 -1.19203e-05 0.00450249 0.00141559 0.000141421 0.00221685 0.0002715 -0.000715008 -0.00223499 -0.00108762 0.000102032 -0.0015847 0.000251114 -0.00570114 -0.00728077 0.0031305 -0.000289283 -0.00427862 0.000557166 -0.0068458 0.000951686
internal_weight=430.021 414.628 44.8326 34.921 369.796 365.822 29.4482 26.9903 21.4058 18.4769 15.7107 8.53082 360.692 139.252 221.439 103.022 88.8401 63.6726 57.3758 48.1304 38.258 33.2523 10.6447 9.24548 25.1674 14.5769 10.3737 134.804 6.82049 127.983
internal_count=4034 3237 904 457 2333 2305 246 204 186 170 122 45 2178 1101 1077 545 483 360 272 205 174 138 59 67 123 89 75 1063 101 962
is_linear=0
shrinkage=0.0106021


Tree=78
num_leaves=31
num_cat=0
split_feature=16 13 3 0 18 16 9 2 13 16 7 7 5 8 3 10 6 5 5 7 4 6 16 10 16 17 7 7 7 3
split_gain=48.4332 17.2968 10.3727 10.3114 7.76066 11.6704 9.11058 6.3346 7.88353 8.26551 6.37983 8.72497 6.73099 6.00598 5.89239 8.23967 11.6097 7.40958 6.2827 6.25361 5.81313 5.36882 5.09982 8.48579 5.92537 8.69612 7.56276 5.00204 5.13853 4.50998
threshold=18.594956516900002 95.862351557400004 93.499196860750018 95.620390325650007 13.843998451900001 22.634947069650003 196.26893085885004 315.94243452415003 116.72209819155002 21.094950670800003 20.873561687950005 21.725272673150005 29.996566321350006 8.8430989333000021 89.256809930900019 66.964115113200009 14.980350013450002 21.089169479000002 18.128874633450007 24.738571785850002 224.04800382715004 16.525386113000007 11.134973961600002 81.479100559500012 15.584963555600002 236.15709471040003 25.138824731100005 23.9417051038 23.576742473100005 76.927540944650019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 -3 -2 6 20 8 -4 -10 -11 -12 13 -13 15 -8 18 21 -17 -20 27 -16 -5 24 29 26 -26 28 -6 -24
right_child=2 3 7 22 5 -7 14 -9 9 10 11 12 -14 -15 17 16 -18 -19 19 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0048918175088783749 0.0029266214831362002 -0.0029412604460094705 0.0041904604627293436 0.0058201255080666744 -0.00308706800663618 0.005019296951915532 0.0051232628403383492 -0.0059913717569501429 -0.0058385842524260002 0.0047227836538666487 -0.0068655106596283025 0.00036987615992177563 0.0062657879215841728 -0.0050619471890361329 -0.0087782847419993499 0.0035259359095590687 -0.0060100492986712942 0.00086092730117321293 -0.0056296150819898881 0.0012059985408959079 -0.0087339642413946823 0.00017119910838840535 -0.0038304555374463782 -0.0052603544242381924 7.0783473021270566e-05 0.0036304615539939056 -0.0051198430889290584 -0.0065046617221566488 0.0043821601590775571 0.0015973998173196393
leaf_weight=33.379655972123146 124.65731590986252 43.600559126585722 12.232666939496992 3.49424835294485 4.6359523683786374 16.46623133867979 15.186470814049242 3.8722015321254721 5.650936145335435 7.4397205263376227 4.3755097165703765 65.413986995816231 4.399355709552764 5.3993366323411456 4.1947320401668575 23.184027053415775 5.2469421699643126 16.059217013418674 4.2194707952439812 14.717126347124575 3.3361612185835829 2.6993409842252731 4.0557881221175185 7.6741575896739951 13.030676536262037 6.6667491346597663 14.565530650317667 3.3869350701570502 4.3974912315607071 49.87443008646369
leaf_count=972 418 794 37 8 29 52 44 52 93 20 30 320 9 48 41 71 36 67 40 75 29 12 44 133 93 28 189 37 12 201
internal_value=0.000433087 -0.00168351 0.00149594 -0.000934415 0.00206586 0.00115446 0.000526009 0.000226069 0.00045555 -3.74199e-05 0.000339264 -7.04974e-05 0.000324804 -4.42866e-05 0.00116336 0.00195048 0.000933251 -0.000981759 0.00179817 -0.000317119 -0.00293274 -0.00527416 -5.37978e-05 -0.000267895 0.000166525 -0.00144318 -0.00266888 -0.0013745 0.000548961 0.0011892
internal_weight=527.513 176.342 351.171 142.962 242.387 117.73 101.264 108.784 104.912 92.6788 87.0279 79.5882 75.2127 70.8133 85.5073 62.554 47.3676 22.9533 42.1206 18.9366 15.7565 6.89407 99.3616 95.8673 88.1932 34.263 27.5962 12.4204 9.03344 53.9302
internal_count=4034 2462 1572 1490 963 545 493 609 557 520 427 407 377 368 386 266 222 120 186 115 107 53 696 688 555 310 282 78 41 245
is_linear=0
shrinkage=0.00494996


Tree=79
num_leaves=31
num_cat=0
split_feature=13 16 6 3 16 9 13 0 7 18 19 6 2 8 13 10 7 15 10 6 16 9 15 2 17 16 10 6 18 18
split_gain=26.2032 12.0209 7.56871 6.1314 7.33321 13.221 8.50888 5.447 4.9999 4.99327 6.53721 9.51032 6.89167 6.20278 5.13133 6.1561 5.75712 4.54657 4.08491 6.24021 4.87141 5.18497 4.47551 5.46863 4.30147 4.09633 4.07102 4.0485 5.89984 10.1146
threshold=95.862351557400004 18.634956423400002 15.51536251395 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 85.121961326250016 20.873561687950005 17.323446153950005 13.051052998800001 13.65531905435 167.50942450365002 7.6440346712000009 101.53768667075001 81.479100559500012 22.356277907050004 46.683480308100009 66.590419433100024 16.465384711100004 19.974953289850003 204.27826083785001 41.492094664050008 198.51835910855002 192.77618096940003 22.644947046300004 61.987779113750001 13.78532209185 14.85568425095 15.343833331950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 17 5 6 -5 8 -6 10 11 12 14 -12 15 16 -2 18 19 -3 -20 -22 23 25 -24 -21 -19 -13 -29 -30
right_child=1 3 -4 4 7 -7 -8 -9 -10 -11 13 27 -14 -15 -16 -17 -18 26 20 22 21 -23 24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.006954306611284637 -0.0089273532584021147 0.004077472368497365 -0.0067126188579574378 0.0023892275748561352 0.00611199131916061 -0.010198386328732142 -0.0072735230585066202 0.0074615896487526621 -0.0022303783903575565 0.0036743467863164909 0.0024413868952485908 0.0069908386582304659 -0.0080069983576717928 -0.0081402451055443172 -0.0093015738109352049 -0.0083951189277098187 0.0029988511742030091 0.0036290364583153158 0.0016600475592538774 0.001788026985213329 -0.010961759251725656 0.00034436732066353711 -0.0010097959387743607 -0.0082175852540947655 0.0063703431370999413 -0.0045145710169876745 -0.0062320343205507934 0.0031377264877844742 -0.01230904833817199 0.0016511223261230557
leaf_weight=24.997128061950207 2.5357726756483414 110.69594367966056 11.793375780805944 20.956296963617209 5.7327305078506532 9.3453463558107597 6.6726557109504929 8.6031838953495008 13.12387742102146 14.315676052123306 4.1529244016855982 7.7527214586734763 10.647474860772489 11.869565142318605 3.6556209735572329 3.9987806193530551 19.801714461296797 3.6298191770911199 54.16336789354682 32.459121845662594 3.7390436902642232 5.6666598469018936 6.4055725187063244 4.2542084679007521 13.910981498658655 6.9540536180138579 6.4682609140872955 26.05998988263309 4.3300767745822659 8.6209319084882718
leaf_count=972 44 434 354 113 17 123 99 22 90 74 39 22 192 236 54 104 123 14 274 115 38 28 26 42 35 32 55 165 57 41
internal_value=0.000468762 0.000888271 -0.00102078 0.00167888 -0.000369543 -0.00253613 5.55811e-05 0.00254775 0.000305844 -0.000450668 -0.00102163 -0.000219451 -0.00285642 -0.00539756 -0.0010279 0.000120534 0.00164498 0.00221035 0.00241794 0.0030066 0.000800369 -0.00415015 0.00115393 -0.000190442 0.00404347 0.000675998 -0.00268741 0.00207217 0.00109467 -0.00301636
internal_weight=467.313 442.316 129.535 312.781 64.4341 36.9743 27.629 27.4598 18.8566 117.741 103.426 87.4031 40.6394 16.0225 29.9919 26.3363 22.3375 248.347 238.249 174.68 63.5691 9.4057 63.9839 43.6674 20.3166 39.4132 10.0981 46.7637 39.011 12.951
internal_count=4034 3062 1505 1557 464 335 212 129 107 1151 1077 802 517 275 325 271 167 1093 1024 684 340 66 250 189 61 147 69 285 263 98
is_linear=0
shrinkage=0.00745228


Tree=80
num_leaves=31
num_cat=0
split_feature=13 17 16 6 19 17 6 19 6 4 17 16 5 15 6 18 18 15 5 0 19 17 15 3 2 13 12 2 7 9
split_gain=18.1495 7.59108 6.07183 5.1809 4.8808 4.53581 5.9401 11.026 4.47865 4.54791 5.82742 4.44053 7.76708 4.129 3.97794 4.19185 10.0075 3.97792 3.96168 3.82716 3.52174 3.40364 5.53802 3.39954 4.10563 3.33413 3.24132 3.20435 3.08728 10.004
threshold=95.862351557400004 159.58247398035004 18.634956423400002 15.51536251395 11.850956171350001 252.75344531235004 13.65531905435 13.051052998800001 11.630271739450002 288.38343543295008 193.46017548480003 13.564968279200002 13.812766882300002 14.022476987850002 13.78532209185 14.85568425095 15.343833331950004 46.074827201850006 24.367802910700004 86.692020874450009 14.251149826300002 195.76335783930003 24.273602154900001 108.47659710545001 93.57193670880001 117.56896250265002 93.660658182900008 258.06114663960005 20.873561687950005 179.18874144770004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 6 8 14 9 10 -6 12 -3 -14 -8 -16 -17 23 -19 20 -20 -12 -23 28 -25 -22 -10 -27 -4 -30
right_child=1 2 17 -5 5 -7 7 -9 26 -11 21 -13 13 -15 15 16 -18 18 19 -21 25 22 -24 24 -26 27 -28 -29 29 -31
leaf_value=-0.012896836517968037 -0.017619224975414172 0.012188346532427129 0.0093783429104536374 -0.012139872307104067 -0.011847632356476184 0.01644277357534938 0.013231135242271378 -0.015472336675358385 0.0012524545957330517 -0.014539972680684556 0.019141653631154637 0.010656609371523008 0.014452129916268009 -0.01710181021851688 0.0054061048766458767 -0.023762901230226074 0.0040503473924416236 -0.018956896693400421 0.0082783453582075828 0.015145743930139186 -0.018730522669136756 -0.011700534309130534 0.015594998646598131 0.016521898158677488 -0.017029648982575439 -0.011675552588669948 -0.017727312518674453 0.0084720182825072064 -0.01724063830693804 0.0032705059817184044
leaf_weight=19.745569163933396 4.3841527849435797 4.8495038971304911 16.082322735339403 8.5425622854381782 4.9026318490505245 2.6416260898113242 7.2308499217033377 7.5526306871324769 2.2913153283298007 5.4227540642023078 3.3811878673732263 13.671462407335637 1.0290689319372175 5.3679344579577446 20.195066884160042 4.0693865511566383 7.9688246510922909 2.9937859252095249 3.6664624661207226 2.6029378250241271 3.8972621429711563 3.2875651214271784 2.9247338362038136 0.97704254277050395 3.4098459761589766 3.3838743437081575 10.277444463223217 3.1964140087366104 5.0536477006971827 244.79067236743867
leaf_count=972 140 19 80 304 79 12 20 182 32 116 15 50 3 142 97 57 37 40 18 6 54 54 11 10 73 45 152 19 39 1156
internal_value=0.000616203 0.00126692 0.00147103 -0.00132534 -0.000462461 -0.00215936 -0.00277743 0.000501273 -0.00752245 -0.00326649 0.00095073 0.00513163 -0.00158465 -0.0120258 0.0035583 0.0013884 -0.00535162 0.00258558 -0.00366772 -0.000934535 -0.00389381 0.00749117 0.00115013 0.00304225 -0.00955709 -0.00815327 -0.0142673 -0.00188875 0.00325009 0.00285562
internal_weight=429.791 410.045 405.661 115.607 107.064 82.146 79.5044 47.0168 32.4876 19.9189 14.4961 24.918 11.2465 6.397 39.4641 32.2333 12.0382 290.054 19.7407 16.747 14.144 9.59349 6.2123 270.314 4.38689 10.4776 12.5688 6.58029 265.927 249.844
internal_count=4034 3062 2922 1382 1078 864 852 393 459 275 159 214 164 145 211 191 94 1540 182 142 136 80 65 1358 83 118 184 64 1275 1195
is_linear=0
shrinkage=0.0144301


Tree=81
num_leaves=31
num_cat=0
split_feature=13 8 9 8 0 10 4 19 5 9 4 16 16 0 5 2 15 4 9 9 5 15 6 16 0 3 6 15 2 3
split_gain=16.45 7.48642 6.43569 5.4649 6.11164 5.36144 4.3041 3.38048 5.40388 6.49152 3.74915 2.88844 6.15995 5.73742 5.03247 4.06152 3.87958 9.20568 5.63201 6.01022 5.10268 4.46042 4.74307 4.38028 5.3667 3.83558 3.34442 7.57008 6.2119 5.10815
threshold=92.38617519475001 5.9453602998000008 72.82855515350002 7.1444245619500011 103.48144189910001 72.378669787950017 377.6847677435 13.851117550450002 29.026000224750003 66.346857137250012 256.08338064055005 20.404952284350003 19.974953289850003 86.329079026800017 20.374719724350005 56.478612905150008 41.29990759910001 256.61825021125009 184.85936449530001 187.94830913940004 23.626838821450004 38.884669609800007 16.555386813950005 22.794946695500006 85.791387400750025 93.663192806700025 16.455384477450004 37.870720399650004 131.42729508740004 92.058183302850011
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 6 7 8 9 10 -2 12 -5 14 -13 -16 17 18 -17 -20 -18 22 -21 24 -22 -26 28 29 -15 -28
right_child=1 3 -4 4 -6 -7 -8 -9 -10 -11 -12 13 -14 26 15 16 20 -19 19 21 23 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.020087584137984945 0.012183713362576941 0.025587697161639947 -0.020808283070914861 0.00096144249390597207 -0.019473543244690222 -0.020862655591241154 -0.023581686309565881 -0.014271712708790742 0.02124876494470853 -0.024973807307297726 -0.012404444844308214 0.015874102908451398 -0.022418405915461698 0.016003029633785706 0.012952856959047158 -0.019667625845501146 0.0086279651698862436 -0.036046104168221314 0.013213996604466944 -0.033276615311700376 -0.021818287503994935 0.0033121200773471595 -0.0041333429095838318 0.0090218303157152922 -0.014778014013232244 0.0072308996767194511 0.0047693578671036138 0.012647259305663718 0.0049622018765158775 -0.016230381021736809
leaf_weight=13.85612980276346 9.680058617144832 3.7980235926806918 9.0569795258343202 131.97040594555438 4.8898200038820496 5.0126483384519807 2.4683027677237979 3.5696818120777598 6.3796630129218093 3.1463737450540057 3.0983861554414025 7.4085505083203307 4.4077501855790606 29.304674815386534 7.501772738993167 6.5773354694247237 21.850191604346037 3.6504760645329943 9.16763833910227 3.5881304405629653 7.3965302603319349 9.1831167712807638 5.1436981074512005 7.2288831565529099 4.7881489209830752 8.01178055629134 7.8430072218179765 12.807932138442991 56.424720387905836 9.9413957074284536
leaf_count=797 46 28 447 1063 127 211 42 41 18 48 51 32 38 137 28 37 73 36 28 23 118 41 31 32 34 32 33 38 257 67
internal_value=0.000756861 0.00146948 -0.00626475 0.00237342 0.00212789 -0.00231572 0.000964493 0.00330611 0.00611932 5.82969e-05 0.00622183 0.0024261 0.000205804 0.00381626 0.000436041 -0.000779565 -0.00196934 -0.00670191 -0.00351948 0.000402296 0.00161406 -0.00615385 -0.0161091 -0.00397402 -0.0086256 -0.00100211 0.00676566 0.00124341 0.00873626 -0.0069694
internal_weight=419.152 405.296 42.4121 362.884 359.086 33.3551 28.3425 25.8742 22.3045 15.9248 12.7784 354.196 136.378 217.818 101.496 94.0877 86.5859 37.3104 33.6599 27.0826 49.2755 17.9149 8.73183 27.4253 20.1965 12.7999 116.322 30.5923 85.7294 17.7844
internal_count=4034 3237 904 2333 2305 457 246 204 163 145 97 2178 1101 1077 545 513 485 196 160 123 289 95 54 216 184 66 532 138 394 100
is_linear=0
shrinkage=0.0194548


Tree=82
num_leaves=31
num_cat=0
split_feature=16 13 18 0 16 13 18 16 9 3 10 6 5 5 7 12 6 10 6 4 10 3 2 13 16 5 12 14 18 3
split_gain=30.8782 13.8734 7.92812 7.88296 7.49284 9.8119 6.9162 11.2249 7.74457 7.01483 7.84255 10.8905 7.13896 6.99666 6.02023 5.89822 6.293 5.93553 5.68497 5.49995 5.1957 5.13531 5.07707 6.06963 6.08067 5.05122 4.34685 5.2451 7.1919 6.96467
threshold=18.594956516900002 95.862351557400004 17.323446153950005 85.995710218650018 15.584963555600002 98.050756475600011 13.843998451900001 22.634947069650003 196.26893085885004 89.256809930900019 66.964115113200009 14.980350013450002 18.128874633450007 21.089169479000002 24.738571785850002 156.64017958600002 16.455384477450004 62.030794443850006 16.525386113000007 224.04800382715004 62.014663695050011 93.216908757050007 315.94243452415003 116.72209819155002 22.574947209950004 19.426367441400004 167.80616279730003 193.44745668155005 15.117211030200002 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=1 -1 4 22 5 -3 15 8 19 10 -10 12 -12 18 -14 16 -5 -17 -11 25 -15 -19 23 -2 -25 -8 27 29 -29 -6
right_child=3 2 -4 6 26 -7 7 -9 9 13 11 -13 14 20 -16 17 -18 21 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0063974311219214238 0.0051051862739042546 -0.0075921060902337635 0.003503538975226077 0.0061375114957081941 0.0062497006991112545 0.00086711584528384933 -0.0053492589387683556 0.0065905456330959417 0.0067138020300986766 -0.012616975340784712 0.0046855448942263005 -0.0082833653802277842 -0.0081852824696031258 -0.0058467814160432863 0.0010717754372302735 0.0042758427529443156 0.0013193144100691653 0.0011446839767976376 -3.9763855031565656e-05 -0.012077501387117277 0.0028664200470958257 -0.0061233992097722931 -0.0080336042601658955 -0.0055806964463031771 0.00033465520343099839 0.0036901643357660132 -0.0061868169732587535 0.0027296094950069998 -0.0081461807202683652 -0.0063148735931007217
leaf_weight=26.654975801706314 10.572766765952109 6.9932247661054125 15.153089780360459 46.220228157937527 2.2924532443285015 55.079966323450208 7.7087660245597345 14.69359267503023 13.954941608011721 4.2234320640563991 22.238219395279884 5.129694163799285 4.0804437212646034 4.3186676353216162 14.397649988532065 26.115583792328835 16.700263373553753 27.074826084077358 2.645009845495224 3.1267426870763293 10.950036145746706 5.2530787512660018 3.42147247865796 8.8391848802566511 71.312337642535567 4.3912926837801933 18.26071866415441 13.606689453125002 3.4492031186819068 15.467829419299958
leaf_count=972 37 166 74 168 13 372 64 52 44 41 71 36 40 28 75 80 59 102 12 29 41 29 52 119 379 14 329 135 53 348
internal_value=0.000477768 -0.00197536 -0.00107078 0.00165393 -0.00167273 -8.59081e-05 0.00231719 0.00111049 0.000281783 0.00110052 0.00229811 0.000954031 0.00211782 -0.00213465 -0.000972424 0.00342937 0.00485867 0.00189057 -0.00777354 -0.00412397 0.00040194 -3.63333e-05 1.08919e-05 0.000314273 -0.000317695 -0.00206872 -0.00352852 -0.00213427 0.000530205 -0.00469307
internal_weight=484.326 156.958 130.303 327.368 115.15 62.0732 233.222 111.858 97.1649 81.9381 59.8009 45.846 40.7163 22.1371 18.4781 121.364 62.9205 58.4435 6.86844 15.2268 15.2687 32.3279 94.1458 90.7243 80.1515 12.1001 53.0769 34.8162 17.0559 17.7603
internal_count=4034 2462 1490 1572 1416 538 985 547 495 388 266 222 186 122 115 438 227 211 53 107 69 131 587 535 498 78 878 549 188 361
is_linear=0
shrinkage=0.00672725


Tree=83
num_leaves=31
num_cat=0
split_feature=13 8 9 10 8 0 6 3 0 13 5 15 0 3 16 2 0 10 18 3 2 13 5 17 8 16 5 16 16 15
split_gain=15.465 6.95176 6.04358 4.94731 4.38372 5.50721 2.98491 5.76229 5.32171 4.99967 4.66229 4.50721 7.39049 5.30508 10.1106 4.97136 3.64736 11.311 8.78406 6.63071 3.56337 3.91657 3.47539 4.62632 3.38317 3.26383 3.93528 6.8102 6.15754 3.8547
threshold=92.38617519475001 5.9453602998000008 72.82855515350002 72.378669787950017 7.1444245619500011 103.48144189910001 14.845346859150002 83.538459487450012 86.329079026800017 109.49014582065001 20.305669781650003 35.098844929350008 87.350693116400024 90.525762168450015 20.959950986500004 104.38256328765002 93.399723909900004 66.964115113200009 13.581061237400002 85.538672336450006 56.478612905150008 117.35926276845002 20.769304081650002 207.10399803250002 9.6424751081000029 18.704956259700005 13.812766882300002 16.344961778400002 14.224966735800002 15.024136642500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 6 7 25 10 -9 -8 12 -10 14 16 -13 17 -14 -19 -18 -12 24 -11 -24 -22 26 -6 28 29 -28
right_child=1 4 -4 -5 5 -7 8 9 11 22 20 15 13 -15 -16 -17 19 18 -20 -21 21 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.017676604083895979 0.00072697613051622429 0.020421182776428182 -0.018263342012001429 -0.018294316243096832 0.0070068431275131836 -0.016639571563426839 0.013611425229220316 -0.01316844770210868 -0.019387013597845618 0.0067286272145689998 0.010657708055802835 0.017783504934259287 0.01043478546874778 0.017412063000581617 -0.025280018541263671 0.0061061094874762427 -0.005630852547318905 0.012643824345205541 -0.025652247139850651 0.016643630653502977 -0.036360852248401042 -0.00098120936258336375 -0.027900872543020767 0.0055507956445438426 -0.0042927562324145338 0.0097578208154615632 0.014794571838496454 -0.016167651979415321 0.0035324380528084223 -0.021482344365491322
leaf_weight=13.087060564197598 27.609745092689991 3.7718695402145377 8.5462127365171892 4.7087513906881204 20.28910699672997 4.6856977976858607 7.0968895256519309 16.055509094148878 4.5599347949028006 9.58829517662525 7.3606141060590735 12.648708857595919 11.064860902726652 6.8746022880077353 3.8637751638889304 70.533335048705339 5.8067698776721981 2.4021631963551027 6.6122721917927265 12.17510963976383 1.7398579269647592 83.321130773052573 2.4173080027103415 2.4479438439011574 2.1811950989067554 13.763926379382609 1.0420595128089178 8.272037271410225 36.106174997985363 4.9787542037665844
leaf_count=797 246 28 447 211 130 127 32 294 42 35 28 70 44 21 24 297 37 11 61 40 13 470 29 15 35 41 5 117 178 109
internal_value=0.000672736 0.00126932 -0.00543633 -0.00204439 0.002027 0.00183314 0.00207821 -0.000191661 0.00317351 -0.00658057 0.000203192 0.00538589 0.00149504 0.0034463 0.00115628 0.00788178 0.00383996 -0.00118469 -0.0154471 0.00945068 -0.000802664 -0.00176957 0.000737473 -0.0110697 -0.0185221 0.00211639 0.0006285 -0.00193923 0.000854662 -0.0152037
internal_weight=415.612 402.525 40.8647 32.3185 361.66 357.888 353.202 114.961 238.241 30.5091 101.7 136.542 53.3595 48.7996 41.925 83.182 38.0612 20.0793 9.01444 17.9819 94.6028 87.2422 14.4535 4.86525 3.92105 84.4521 70.6881 50.399 42.127 6.02081
internal_count=4034 3237 904 457 2333 2305 2178 953 1225 373 578 647 280 238 217 367 193 116 72 77 546 518 79 44 48 580 539 409 292 114
is_linear=0
shrinkage=0.017152


Tree=84
num_leaves=31
num_cat=0
split_feature=16 13 0 7 5 7 10 16 17 0 16 9 0 15 10 6 17 0 15 15 2 17 3 16 0 9 5 17 8 13
split_gain=27.9961 12.933 7.83287 7.61007 7.23936 5.25711 6.4462 7.68603 11.3247 5.13676 4.90591 4.82128 5.75127 4.70788 5.04294 6.12614 5.51208 6.34961 5.81656 4.63767 5.35745 4.6368 4.32724 4.25629 3.84077 3.68359 7.63658 4.12118 3.81256 5.14069
threshold=18.594956516900002 95.862351557400004 85.732241321850012 22.721067571950005 18.393720489900002 22.356277907050004 71.322105742700003 15.584963555600002 236.15709471040003 102.70985441565001 22.824946625350005 66.346857137250012 87.350693116400024 46.683480308100009 66.590419433100024 16.465384711100004 181.79266834725004 91.937202686950016 36.742238227650013 41.492094664050008 198.51835910855002 168.81379805985003 108.47659710545001 22.644947046300004 91.394134144600017 186.16747084260001 30.284449345300001 187.51563899930002 8.3434888241000014 117.62810858150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 22 5 -3 -7 9 -9 21 -5 12 -6 14 15 -4 -16 24 -19 20 23 -8 25 -17 -18 28 27 -27 29 -2
right_child=2 4 13 10 11 6 7 8 -10 -11 -12 -13 -14 -15 16 19 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0063984035157805732 0.0032797525405166557 -0.0081150695460147637 0.0038970173126241636 -0.0088961859131454803 0.006852327466520469 0.0058397752409874298 -0.0039602500907216709 -0.0055679417711678759 0.0045322193265849202 -0.0057354785620423766 0.0007302186787146017 -0.005369414607336735 -0.0075844750491694509 -0.0024853541121563484 0.0069353404945279116 0.0018201278547363116 -0.0009540901494197912 0.0016201702932697743 -0.0069531713096789944 0.0039109661256161278 -0.0072925928808130029 0.0023764043150133725 -0.0052393888793955236 -0.0040500877700950086 -0.010564259319392671 -0.006803261804706715 0.0058901019190077362 0.00036941834306492233 0.0074341659356471435 -0.0046451686955985404
leaf_weight=24.735434224829078 16.505588665604598 3.6938410513102999 115.45785645395517 7.2594629749655706 3.5729875564575222 8.4588762708008272 6.0430057402700177 22.37874362803996 6.6861689873039714 4.7514888588339081 3.7096416875720024 23.398507734760642 1.9937102049589155 9.6601249352097494 6.1331855356693259 32.896766826510429 3.9808597043156615 50.079966843128204 3.9599638730287543 21.085651211440563 4.1952617019414893 47.047117494046688 5.328931286931037 6.9355238974094382 3.7408056408166885 8.0495610944926757 5.5029956996440879 6.8982235863804808 6.4350069910287848 4.9294545389711848
leaf_count=972 75 62 440 100 13 27 98 335 31 70 29 614 47 70 18 115 19 234 44 62 42 193 95 32 39 57 14 34 15 38
internal_value=0.00051123 -0.00189055 0.00164803 -0.000472304 -0.0010196 -0.000143945 0.000164805 -0.000387557 -0.00324447 0.00104802 -0.00564063 -0.00401427 0.00168179 0.00217883 0.00236017 0.00295506 0.000778006 0.000166557 0.000991929 0.00128481 2.70854e-05 0.00165513 0.0005844 0.000798017 -0.00560979 0.00122666 -0.000968263 -0.00349316 0.00283728 0.00145724
internal_weight=475.505 152.76 322.745 64.6189 128.024 99.0592 95.3654 86.9065 29.0649 57.8416 10.9691 28.9652 5.5667 258.126 248.466 180.571 67.8948 61.7616 54.0399 65.1132 44.0276 53.0901 53.6498 39.8323 7.72167 48.3208 20.4508 14.9478 27.8701 21.435
internal_count=4034 2462 1572 457 1490 816 754 727 366 361 129 674 60 1115 1045 691 354 336 278 251 189 291 328 147 58 233 105 91 128 113
is_linear=0
shrinkage=0.00680984


Tree=85
num_leaves=31
num_cat=0
split_feature=16 13 7 15 10 18 8 15 18 10 16 17 16 7 10 16 3 17 3 16 0 6 10 0 10 16 9 10 15 10
split_gain=30.9693 13.8054 8.32118 7.87121 8.8427 6.96267 5.79013 5.65297 9.41106 6.32398 6.12684 10.855 5.34137 5.06483 7.73648 5.06448 4.86919 4.82902 4.54277 4.08579 5.07457 8.31349 4.18739 6.30166 7.45895 4.82733 4.90353 4.74547 3.74049 9.36384
threshold=18.634956423400002 95.862351557400004 22.356277907050004 46.074827201850006 60.613977009100005 11.862896247150001 10.142085217300002 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 23.044946110900003 19.506002767000002 57.041016153700006 22.614947116400003 76.927540944650019 168.81379805985003 108.47659710545001 22.724946859200003 85.667718326750006 16.545386580300001 66.590419433100024 90.407470010750018 65.611820673600008 19.974953289850003 204.27826083785001 61.987779113750001 20.729785921300003 76.599549052750021
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 18 -7 9 -9 -4 16 -12 15 14 -3 -5 -11 -18 -2 20 21 -6 23 24 27 -24 -27 -22 -19 -30
right_child=3 2 7 12 19 6 -8 8 -10 10 11 -13 -14 -15 -16 -17 17 28 -20 -21 22 -23 25 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0063782559832301104 0.0043109842839150073 -0.0074331021824340692 0.0055407252159149741 -0.0005406431576185296 -0.0090959797817685897 -0.0078554528913676921 0.0031194969759598258 0.0079443181406194628 -0.0070032847611818053 -0.0057219332302825042 -0.0052321031344935327 0.0046676736513976682 0.0055807361130450787 -0.0066147927140378093 0.0058058924741123258 -0.0075908073662520909 -0.0040069492784983278 0.0042624937273269157 -0.0042828972897242194 0.0056270520699595716 0.00034059461913241607 0.002707975397203168 0.0016311297470721043 0.0070227556297137537 -0.0043920054385384825 -0.009807492949059575 0.00027082538867902661 0.0033404832724644273 0.0030433822072456181 -0.0060738484384933959
leaf_weight=26.198745572939515 9.0306535959243792 3.6387304589152354 9.5591946672648174 10.86289856024087 4.7104324251413328 9.6778293382376415 2.8179127499461165 2.3216611146926871 10.845402708277105 4.5278199966996899 20.95412329770625 6.6162724271416655 3.4434557035565367 17.023526389151812 4.460589062422514 8.0568792149424535 6.2798110060393801 22.713043823838234 4.0426839385181657 16.333696104586124 29.305287078022957 6.3750142604112625 55.53376667201519 15.241959877312182 6.8433959782123557 3.5750529542565328 5.6644893884658813 130.76934815198183 18.334091663360599 7.0928992498666039
leaf_count=972 33 111 35 68 38 132 11 6 224 66 300 27 10 419 20 104 98 85 50 44 112 26 274 49 35 38 28 505 59 55
internal_value=0.00051373 -0.00190386 -0.00103145 0.0017182 0.00200574 -0.00178406 -0.00538049 -0.000227345 -0.00436767 0.000340072 -0.000234536 -0.00285638 -0.00213807 -0.00452801 -0.000141908 -0.00354292 0.000991725 0.00155031 0.00165349 0.00235894 0.00215205 -0.00230777 0.00235227 0.00287549 0.00249678 0.000880834 -0.00362877 0.00279129 0.00227525 0.000500116
internal_weight=482.851 160.566 134.367 322.285 299.922 25.5691 12.4957 109.244 13.1671 96.0773 86.5181 27.5704 22.3632 25.1228 8.09932 18.9198 58.9477 54.4198 13.0733 274.352 258.019 11.0854 246.933 182.16 166.918 64.7733 9.23954 160.075 48.14 25.427
internal_count=4034 2477 1505 1557 1375 226 143 955 230 725 690 327 182 550 131 172 363 297 83 1149 1105 64 1041 701 652 340 66 617 199 114
is_linear=0
shrinkage=0.00673799


Tree=86
num_leaves=31
num_cat=0
split_feature=13 8 9 10 10 3 15 12 18 3 15 10 2 14 5 8 8 6 18 16 16 19 16 19 17 2 16 14 17 0
split_gain=15.2546 6.90949 5.92559 4.75693 4.16644 7.12089 4.40124 4.11693 5.11397 4.84329 3.98238 4.51062 4.02712 3.96865 3.83276 3.82635 4.81179 4.73654 3.82112 5.2559 4.01867 6.82181 3.7551 6.59779 4.05464 4.32123 3.65783 3.50181 5.89224 3.60869
threshold=92.38617519475001 5.9453602998000008 72.82855515350002 72.378669787950017 70.206395618550019 83.538459487450012 29.037712645600003 285.40265749175006 18.273715221050001 76.825379535700009 46.683480308100009 61.977025281250008 310.17567643235003 375.96044720820004 17.621651749750004 8.8430989333000021 9.3427090425500019 16.645388916850006 17.323446153950005 12.604970524100002 18.704956259700005 12.651020723000002 19.199955102150003 13.751109481500002 183.49170501290004 87.785991390250018 22.534947303500005 216.04581652670001 189.72181505755 97.878695155250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 7 14 8 9 -6 12 -12 15 -2 -7 22 17 -17 19 -11 21 27 -3 -24 25 -25 -13 -21 -29 -30
right_child=1 4 -4 -5 5 6 -8 -9 -10 18 11 26 -14 -15 -16 16 -18 -19 -20 20 -22 -23 23 24 -26 -27 -28 28 29 -31
leaf_value=-0.017730892681956337 0.002576959497653269 0.01183152192760855 -0.018279397029587679 -0.018312889538313802 -0.0131574612560642 -0.013847532522066932 -0.019127749005947322 -0.013491041861538815 0.024001065737658978 -0.019673213061748407 0.004519188612192292 0.0070362231386612078 0.014124601781041182 -0.020607019556408031 0.0078081018713686175 -0.0034126532893546486 0.0030328176424692537 -0.027908783880012958 0.015016118518190432 0.0096032626911620542 0.011315697828002484 -0.0088418180465938793 -0.01578656389523864 0.0034859442996672237 0.0045868108856758592 -0.021452772825714523 -0.021320295018629927 -0.016521187787698392 0.016949160874644618 -0.0017282453702141508
leaf_weight=12.829019729979334 25.744254305958751 17.367678184062243 8.3680995879694802 4.5815005935728541 6.2752661462873212 4.5763307753950375 8.9222941268235427 5.2656437857076517 3.0735862618312231 3.3448592182248822 6.9944324064999801 1.760339632630348 10.802618868649004 2.3922261148691168 5.1484947912395 6.6781157106161135 16.375111144036055 3.6021646745502949 6.6812221407890311 19.214567951858044 12.329480268061159 16.403267696499825 5.1350041963160029 4.5831843167543393 169.30668931081891 3.740876778960228 5.7646643714979291 5.1552474908530739 4.8741281628608695 8.2696077711880189
leaf_count=797 204 74 447 211 133 54 236 80 20 103 44 7 57 42 30 31 93 36 22 66 35 172 33 20 778 22 85 46 14 42
internal_value=0.000751889 0.00134066 -0.00535021 -0.00204338 0.0021008 -0.000702928 -0.0103949 0.00128555 0.0021943 0.00138235 0.00331893 -0.00543472 0.00385387 0.000605806 -0.00238266 0.00336465 -0.0027634 -0.011996 0.0025786 0.00138452 0.00244775 0.00041986 0.00418083 0.00345381 0.00401002 -0.00772165 -0.0146868 0.00446964 -0.000920835 0.00519795
internal_weight=415.56 402.731 41.0861 32.718 361.645 109.534 18.6471 90.8869 85.6212 82.5476 252.111 14.5194 237.591 28.1365 9.72483 226.789 26.6554 10.2803 76.2724 69.5912 66.2463 53.9168 200.133 182.766 177.631 8.32406 7.525 37.5136 18.299 13.1437
internal_count=4034 3237 904 457 2333 1053 320 733 653 633 1280 136 1144 246 84 1087 160 67 500 478 375 340 927 853 820 42 92 168 102 56
is_linear=0
shrinkage=0.0172176


Tree=87
num_leaves=31
num_cat=0
split_feature=13 3 7 7 7 17 6 3 13 3 8 5 13 9 16 17 3 6 19 15 15 0 2 5 16 8 16 3 2 5
split_gain=20.6026 8.02032 7.05417 8.09133 5.48449 9.63845 5.44943 6.61207 8.41376 5.86913 5.59135 5.41725 4.56291 4.40768 5.27023 8.13731 7.00106 3.96417 3.9917 3.8095 8.86653 3.72267 3.68275 3.75792 5.14292 4.35041 4.30376 5.70173 3.64508 3.64403
threshold=98.255079293500017 103.48681881535002 19.716522186550005 21.725272673150005 20.861906850000004 172.24349499320002 14.845346859150002 84.812788641250009 109.49014582065001 93.499196860750018 9.6424751081000029 29.026000224750003 116.35915634395 201.61239113610003 22.704946905950003 193.10154186985002 93.980430866100008 13.200308423050002 12.551012654050002 21.445388509400004 20.123524217100002 85.764502819450016 253.13454704850002 13.154029769200003 18.704956259700005 7.5441126493500006 15.969962655300002 81.105404879350019 62.147615758400008 16.078966488550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 -2 4 5 -4 7 22 -9 -8 13 -3 -13 14 15 16 -11 18 -1 20 -20 -15 23 -5 25 -25 27 -27 -6 -29
right_child=1 11 3 6 28 -7 9 8 -10 10 -12 12 -14 21 -16 -17 -18 -19 19 -21 -22 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.0087997504869524509 0.0090440755875682288 -0.010283639395767865 -0.0084626336121857281 0.0058474999946169564 0.0013833404555532612 0.0099975126320679675 0.0031476062064378424 -0.010535029456986304 8.8061654227589145e-05 0.0013869082889812201 0.010262441019447038 -0.0111947905966738 0.0020044220870919544 -0.011078482841569093 0.0051674905100995315 -0.013047290678292082 -0.010148916471962118 0.0015431764381002582 -0.010730537132061452 -0.010544763219965914 0.017104228321113139 0.00064692060828040157 -0.0064190839721639022 0.0078895172086179688 0.0049025369857978373 -0.0036453480912781097 -0.0049814675081919406 0.0079449031736271106 -0.011827523594927936 0.00056949654144742158
leaf_weight=24.003806337714199 9.1399666946381313 7.5379017721861628 4.5183448027819413 12.712700009346007 2.0662945434451085 4.3184096645563841 168.94418542087078 9.7402520906180161 14.463554404675959 37.236915323883295 4.0265145748853675 2.5893944837152949 9.719110129401086 5.1924448721110803 13.924627855420111 4.0192519444972268 4.6163111869245759 4.6432090736925593 1.5963679160922759 1.9202147759497163 2.0288816839456558 3.5652569010853767 4.9671032391488543 4.4024084582924834 17.322508826851845 16.056584056466818 16.723451230674982 8.1938434988260287 7.7306703068315983 14.457208730280398
leaf_count=1055 38 242 77 78 10 18 744 252 78 149 12 78 102 74 47 53 49 53 43 42 9 15 72 12 63 136 224 21 133 55
internal_value=0.000541861 0.00109373 0.00137372 0.00118884 -0.00448864 0.000558605 0.00148225 -6.49895e-05 -0.00418695 0.00224482 0.000143461 -0.00438485 -0.000772355 -0.00045087 0.000406519 -0.00103868 0.000114534 -0.0060463 -0.00723886 -0.000482492 0.00484727 -0.00630508 0.000987009 0.00139635 0.00066295 -0.000564461 -0.00123589 0.000382374 -0.0090412 0.00323749
internal_weight=442.378 408.185 388.339 379.199 18.6337 8.83675 360.565 119.04 24.2038 241.526 72.5813 19.8464 12.3085 68.5548 59.7971 45.8725 41.8532 34.1925 29.5493 5.54546 3.62525 8.7577 94.8358 89.8687 77.156 59.8335 55.4311 38.7076 9.79696 22.6511
internal_count=4034 2832 2410 2372 238 95 2134 991 330 1143 399 422 180 387 298 251 198 1202 1149 94 52 89 661 589 511 448 436 212 143 76
is_linear=0
shrinkage=0.00883561


Tree=88
num_leaves=31
num_cat=0
split_feature=16 13 7 0 18 16 9 12 10 10 5 19 6 6 19 16 6 4 7 3 6 3 9 5 0 2 7 3 6 2
split_gain=35.7315 14.2898 9.26997 8.74524 6.25601 10.2667 6.6428 5.34178 5.40093 5.33962 5.28283 10.2848 10.4884 6.19667 5.53871 8.66591 5.06235 4.98643 4.83077 7.38912 4.74184 4.83973 4.77986 5.95565 11.1355 5.07699 7.59245 4.62247 4.61384 6.22157
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 156.64017958600002 62.030794443850006 62.014663695050011 13.812766882300002 13.051052998800001 13.65531905435 5.1651206822000004 11.850956171350001 14.464966174600002 16.455384477450004 224.04800382715004 19.506002767000002 103.48681881535002 16.375382608200002 108.47659710545001 186.16747084260001 29.996566321350006 85.732241321850012 86.324034997400005 22.907491544400003 93.216908757050007 13.78532209185 137.73157856955004
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 7 6 17 16 -9 -8 13 12 14 -4 15 -12 -5 -6 19 -3 -2 22 -22 24 -24 -26 -27 -10 -14 -30
right_child=3 2 10 4 5 -7 9 8 27 -11 11 -13 28 -15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.0063598915758496851 -0.0052412099817542197 0.0054178685792993213 -0.0071867850282640146 0.0060904394138618862 -0.0015636867544247335 0.0065193018313686422 -0.0057443187676882081 0.0043894394973477916 0.0014632051177743861 0.0017505182239804366 -0.0049282821230775343 -0.006694878528811142 0.0064339948475809648 0.0029122361287921951 -0.0068768310431429587 0.0071445164278070008 0.0018637454187953022 -0.011230038792681063 -0.0066012316440417287 -0.0072795356041070076 0.0030055835112101172 -0.0053521421105657586 -0.0043072390898281103 0.0058288144538997354 0.0076940790807152786 -0.0057568101260511246 0.0032992105332612979 -0.0052908978872886732 0.0026450559643758503 -0.0037533565708258165
leaf_weight=26.946241475641727 6.5835030153393737 4.3885579109191912 2.9364790935069314 45.63992577418685 11.341104503720997 14.924287639558314 4.4247564002871504 26.817463986575603 28.170276120305061 76.303743977099657 6.8844707440584916 12.443569600582121 7.9960396289825431 29.808441460132599 11.732257049530743 4.2189942747354507 17.152923487126827 2.9609403274953356 17.6006014123559 3.7305395416915417 32.075900916010141 5.6654362063854924 23.30879719927907 6.3132062032818785 5.5242016017437008 5.9260141924023655 13.027118042111395 5.2964355461299411 23.357844110578299 9.3676882870495302
leaf_count=972 51 16 92 168 78 52 30 80 102 358 107 227 20 170 140 9 59 29 418 115 140 93 199 18 12 31 43 29 85 91
internal_value=0.000608109 -0.00195117 -0.00106768 0.00185442 0.00255463 0.0014048 0.00060158 0.00358187 0.00217154 0.00133972 -0.000220703 -0.00118033 -0.00010066 0.00200658 -0.00369888 -0.000340969 0.00493585 -0.0035649 -0.0046488 -0.000416298 0.000196587 0.00058639 0.000976808 -0.000226068 -0.001026 0.00209859 0.000467694 0.000394302 0.00191714 0.000813509
internal_weight=492.868 161.412 134.465 331.456 233.032 109.955 95.0305 123.077 60.2842 80.7285 108.746 76.0009 63.5573 32.7449 22.8357 11.1035 62.7928 14.302 25.7197 8.1191 98.4242 91.8407 86.1752 54.0993 47.7861 24.4773 18.9531 33.4667 40.7216 32.7255
internal_count=4034 2462 1490 1572 985 547 495 438 211 388 941 679 452 262 256 116 227 107 549 131 587 536 443 303 285 86 74 131 196 176
is_linear=0
shrinkage=0.00663302


Tree=89
num_leaves=31
num_cat=0
split_feature=16 13 0 3 16 9 13 10 5 10 16 0 15 6 3 4 17 16 3 19 17 10 5 18 15 17 0 7 16 19
split_gain=61.8574 18.8029 13.6244 13.3223 10.4388 16.8931 12.1354 7.57324 11.1443 7.06538 8.88366 8.0797 7.39216 8.24989 6.26685 6.22204 6.17324 7.1627 7.93197 14.4866 10.9142 6.16805 6.06549 5.82975 5.97197 5.04556 4.90035 18.6754 6.43081 7.20592
threshold=18.594956516900002 95.862351557400004 95.620390325650007 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 60.613977009100005 30.284449345300001 66.964115113200009 19.974953289850003 94.496614827150012 46.683480308100009 16.465384711100004 101.90062851840001 288.78964636655002 252.75344531235004 15.584963555600002 81.105404879350019 11.950964240300001 180.29620661735001 70.389210771400016 13.716117217950002 14.030930991100002 36.207782793200003 195.00249838555001 94.047642319350018 24.876210878000006 18.794956049200003 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 -1 -3 9 5 6 15 8 14 12 23 -12 13 -2 -6 -5 17 18 19 20 22 -19 -4 -11 26 -20 28 -28 -25 -30
right_child=3 2 16 4 7 -7 -8 -9 -10 10 11 -13 -14 -15 -16 -17 -18 21 25 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0052390188551066025 0.0036213309126509681 -0.0034152112726624274 0.0018523293219414217 0.0032266959422879455 -0.0071689090151280171 -0.0074022396639987472 -0.0054545401939142622 0.0043424315379133605 0.0048625724092955765 0.0045316331405864324 -0.0075174756974529669 0.0033544810648967471 -0.0015830565924218457 0.0014366880484596072 0.002237872335256436 -0.0034916676945532694 0.0061661785114271736 0.0050029931145512884 0.00082366042603887371 -0.005923680200761801 0.0036178047833244878 -0.0029768284107706965 -0.0062033443594121272 0.0061723661296811845 -0.0049884557450720953 0.0054133765763628482 -0.0068035657758482547 0.0026995672605685307 -0.0035901207282841539 0.0049678574432479063
leaf_weight=38.062927331775427 139.15989937633276 48.71887069940567 4.1875387877225894 19.057688843458898 6.3807832859456521 11.329506926238535 8.2101425118744356 17.305410780012608 5.9152852147817603 13.393063239753245 6.004180043935774 2.6958001405000687 10.596708446741102 71.07607863843441 2.7619205713272095 4.6715707071125498 4.1472063064575186 2.8840808942914 14.501421198248865 10.910958360880612 17.999741643667221 30.693807478994131 6.4813717268407345 9.8586297705769557 4.6242251656949511 11.842854652553795 8.1892196051776427 17.998424202203751 5.8274236992001516 4.9547192975878716
leaf_count=972 440 794 19 65 60 124 99 46 14 36 52 8 68 250 9 48 12 8 56 120 56 295 103 22 44 27 81 62 32 12
internal_value=0.000456854 -0.00195911 -0.00113976 0.00170026 -0.000252747 -0.00192897 1.25e-05 0.00198832 -0.000717156 0.00220203 0.000801512 -0.00414866 0.00266846 0.00288275 -0.00432721 0.00190405 -7.02141e-05 -0.000330145 0.000668819 -0.000807561 0.00113957 -0.00229142 -0.0030415 0.00146565 0.000667577 0.00288693 0.0012261 -0.000272187 0.00312703 0.000342528
internal_weight=560.441 190.431 152.368 370.011 75.6323 43.2689 31.9394 32.3634 15.058 294.378 73.5457 8.69998 220.833 210.236 9.1427 23.7293 103.649 99.5018 65.9239 39.5796 28.6687 33.5779 10.6689 64.8457 51.4526 26.3443 46.8284 26.1876 20.6408 10.7821
internal_count=4034 2462 1490 1572 465 336 212 129 83 1107 349 60 758 690 69 113 696 684 381 298 178 303 122 289 253 83 209 143 66 44
is_linear=0
shrinkage=0.00521701


Tree=90
num_leaves=31
num_cat=0
split_feature=16 13 3 5 9 10 5 0 6 2 3 18 10 16 10 19 0 7 16 15 0 14 15 16 19 3 6 15 16 3
split_gain=47.64 17.353 11.0766 10.5778 7.28104 6.71137 9.76668 8.50915 8.00387 8.76891 5.93597 5.348 7.03493 8.24812 7.66883 5.96073 4.98837 17.4607 6.02658 4.69263 4.65574 4.38064 5.27736 4.23785 12.0908 4.09078 10.5616 6.79576 4.33919 3.75395
threshold=18.594956516900002 95.862351557400004 84.452535251750007 23.545618314050007 226.28914430085004 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 198.51835910855002 93.499196860750018 17.323446153950005 81.479100559500012 16.344961778400002 70.389210771400016 12.851036860900001 94.165934477050016 24.876210878000006 19.199955102150003 42.713473568600008 91.394134144600017 231.12292494700003 27.980927088250002 17.684958644900004 11.850956171350001 81.105404879350019 12.350288562550002 21.178773360300003 15.164964537700001 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 5 29 8 7 20 10 19 -2 12 13 15 -15 25 18 -18 -9 -10 -7 22 -16 24 -13 26 27 -3 -28 -5
right_child=3 2 -4 4 -6 6 -8 16 9 -11 -12 23 -14 14 21 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0056086914619116216 0.0040708386884974164 0.0050263431202756783 -0.0035420191536536497 -0.00028651472144281264 0.0061901202325255729 0.00041917868852037123 -0.0078231010880251695 0.0058653332734452833 0.0013515194543847686 -0.0052461930542114718 0.0004952819313412387 0.006133493389669193 -0.0065151687658327496 0.00552097661776793 -0.0045779405009452054 -0.0055246904672284422 -0.0065609594061172925 0.0030545432254615481 0.00069492277561352745 0.0061552021059520824 -0.0091017045689327503 -0.0069963880482303729 0.0050278776882739587 0.0068273421061116448 -0.0062613533636284475 0.0030481071765924728 -0.0077536262900024912 -0.0029870658110053281 -0.00023127084956008957 -0.0047927070122711175
leaf_weight=33.888397898525 110.38716518133879 11.807598955929285 41.909955862909555 63.005578279495239 5.3289157748222342 2.9997314289212218 4.1382973492145529 16.255945302546028 66.139058664441109 6.1519130766391745 17.427925832569599 5.8814513757824916 6.1175315640866748 2.8513715341687229 5.7261140532791632 4.2746510654687873 8.6667933315038699 20.849975377321243 13.276638347655533 7.3222709298133841 3.7419414222240448 10.29291023313999 2.7418618388473988 5.8151653409004203 4.5057154595851898 26.544726695865393 6.0205278098583204 4.8356984332203856 4.2341432347893715 6.623012136667966
leaf_count=972 372 36 765 380 13 12 45 44 232 50 70 16 121 8 63 41 81 72 54 17 35 144 13 17 41 86 70 37 32 95
internal_value=0.000461776 -0.00194405 -0.00107898 0.0016735 -0.000224228 0.00218637 0.000660989 0.00119464 0.00270062 0.00128351 0.0035833 -6.34748e-05 -0.00063216 -0.00017849 -0.0031787 0.000944939 0.00188651 0.000231213 0.00354093 0.00183033 -0.00486535 -0.00450092 -0.00146765 0.00293563 0.000756892 0.00146242 -0.000102449 0.00269805 -0.00464765 -0.00071514
internal_weight=529.763 177.448 143.559 352.315 74.9575 277.358 69.9293 65.791 207.428 79.6132 127.815 101.649 85.4471 79.3296 21.6123 57.7173 59.0494 29.5168 29.5326 73.4613 6.74167 18.7609 8.46798 16.2023 10.3872 53.4427 26.898 16.6433 10.2547 69.6286
internal_count=4034 2462 1490 1572 488 1084 343 298 741 299 442 725 651 530 228 302 251 153 98 249 47 220 76 74 57 261 175 73 102 475
is_linear=0
shrinkage=0.00569363


Tree=91
num_leaves=31
num_cat=0
split_feature=13 16 6 15 0 17 19 6 17 7 7 15 15 10 0 8 7 16 18 18 0 16 7 5 6 3 5 2 4 10
split_gain=17.0196 7.34714 6.41617 4.94694 4.61374 4.47759 4.5124 5.77989 7.0666 4.34935 4.76063 7.19039 5.00578 4.75662 5.21162 7.42839 6.30556 6.26555 7.20765 4.95723 4.83902 7.25825 7.64897 4.72172 6.08845 4.51864 4.30263 4.28399 7.40147 5.52895
threshold=95.986020631400024 18.684956306450005 15.51536251395 34.040719645900005 85.995710218650018 162.13109061465002 11.850956171350001 13.65531905435 236.15709471040003 22.721067571950005 23.109894804950002 40.042228346200012 38.884669609800007 66.590419433100024 90.297243227400017 8.8430989333000021 23.445318439400001 22.604947139800004 13.919698996450002 13.754580103150001 96.163458868000006 18.754956142750004 24.385896469550001 19.925387549600003 14.980350013450002 84.812788641250009 21.089169479000002 80.683647763550013 170.06818406760001 71.787208999250012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -3 -2 -7 8 27 -6 11 12 -11 14 15 16 -12 18 -18 -19 21 -15 23 24 -23 -24 -20 28 -8 -29
right_child=1 4 -4 -5 9 6 7 -9 -10 10 13 -13 -14 20 -16 -17 17 19 26 -21 -22 22 25 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.012847185093375004 -0.017901082395386993 -6.1227321507031178e-05 -0.013384552128468508 -0.019585986667928969 0.0095837218645554965 0.0063739541208724937 -0.017384566780778422 0.0020864554585255817 0.0087350321105733788 -0.0043966813853766364 0.010878788252666607 -0.018636852482275302 0.013681771166369726 0.013108328024053501 0.014123972921983597 -0.013616073680233761 0.0044549847081881578 -0.0020278440262697676 -0.029174459197216163 0.011359312314173498 0.0077196325822706368 0.0010422809022260027 0.00032551074444006069 0.011279479362993269 -0.022761917124131874 -0.021883961805938108 -0.0071154606670375611 -0.00039743477126030693 0.018589200020459131 -0.016679278118802571
leaf_weight=19.585541311651468 3.0823005847632876 89.177141338586807 9.6074375323951227 3.0055454913526765 27.406267426908016 22.463245546445251 2.2549629434943226 49.253806263208389 6.0482418946921817 10.393036082386972 31.11798819899559 5.292388141155242 5.1356126219034186 5.4302731081843367 14.92640896886587 4.780213549733161 10.927240982651712 9.3147151879966277 2.7323276624083501 18.608299635350704 13.801026999950407 9.3841701410710865 2.8033840097486955 5.773134469985961 3.2451564967632285 7.7092605382204056 7.2484875097870827 6.600323153659704 2.9792951140552759 16.090879421681166
leaf_count=987 104 583 356 87 104 181 41 342 32 47 131 33 16 25 56 26 40 41 35 77 44 55 21 21 33 88 42 56 13 317
internal_value=0.000792912 0.00144995 -0.00163679 -0.000627063 0.0027637 -0.000103203 0.000415844 -0.00119226 -0.00594562 0.0040488 0.00314921 -0.00355717 0.0015822 0.00409395 0.0059619 0.00452402 0.00560863 0.00225018 -0.0039511 0.00689355 0.000227575 -0.00278296 -0.00576736 5.61289e-05 -0.0050743 -0.0159614 -0.0131543 -0.00912523 0.00309139 -0.0119433
internal_weight=426.178 406.593 121.386 111.779 285.207 108.773 105.691 83.2275 33.9737 196.029 168.623 20.821 15.5286 147.802 99.6557 84.7293 79.9491 48.8311 20.9081 27.923 48.1464 34.3454 28.9151 18.4025 12.6293 10.5126 9.98082 27.9255 5.23426 22.6912
internal_count=4034 3047 1529 1173 1518 1086 982 801 459 935 831 96 63 735 448 392 366 235 117 118 287 243 218 109 88 109 77 427 54 373
is_linear=0
shrinkage=0.0149805


Tree=92
num_leaves=31
num_cat=0
split_feature=16 6 3 7 0 16 10 5 5 6 15 8 16 3 13 13 7 17 15 13 2 13 2 19 5 10 3 0 15 9
split_gain=15.076 6.84803 5.98561 6.4557 5.4702 13.3258 6.12679 7.60396 4.89995 4.71041 5.77873 4.4402 4.35652 4.87979 5.43908 4.00514 3.86499 4.65999 3.85088 4.71687 3.70754 4.07051 5.85193 3.33422 7.03872 3.25122 4.19377 5.05906 4.09263 3.23463
threshold=13.564968279200002 5.1651206822000004 103.48681881535002 19.716522186550005 85.667718326750006 22.704946905950003 59.632689791450012 30.475484469950004 29.026000224750003 14.845346859150002 21.092276343250003 7.6440346712000009 15.089964713100001 84.452535251750007 109.49014582065001 116.35915634395 20.873561687950005 201.53484968420003 18.019770707250004 95.862351557400004 319.18044405035005 116.72209819155002 93.57193670880001 12.250988447150002 11.551005802150003 78.728807892050014 77.69375151185001 98.142164052000012 24.273602154900001 181.33671263215004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 3 -3 5 -5 7 -7 -4 10 23 -1 -12 25 16 -10 -15 -18 19 -13 21 -17 -23 -6 -25 26 -14 -28 -29 -11
right_child=1 2 8 4 9 6 -8 -9 15 29 12 18 13 14 -16 20 17 -19 -20 -21 -22 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.016811414017155427 -0.01717530556730271 0.01606095018573463 -0.018648649572699377 -0.017188542250649128 0.011817805724649239 -0.020717876604189819 0.0098742149085824515 0.0097335397117256309 -0.020405033445493419 -0.0072445812623944551 -0.012295294369380323 -0.016891528885707274 0.018372663517248675 0.013652902924045628 0.0010485446131385222 0.019268841019438192 -0.020938267124461375 0.0014356997454048567 -0.020520864039315193 0.00901070638628154 -0.018247345893927486 0.024953818521955242 -0.019299269261075672 0.022178764806739623 -0.010367358659041131 -0.013305983134709175 0.0044679153376816138 -0.019791511818397136 0.00016247534188264213 0.0044314092484681756
leaf_weight=14.797655244357886 4.9631625637412062 8.5516760442405921 6.3199611986055997 12.769642329774795 14.815286979079248 4.8224600441753882 14.056891918182371 3.7751561626791954 2.214926906861364 6.322590544819831 9.078051205724476 2.546946067363022 4.2509318962693206 1.2841154783964182 14.201597802340983 4.092064665630458 9.9902458526194078 3.1654699482023707 2.6451868889853349 6.3208823408931494 1.6379656195640562 1.1627012491226199 2.2942005591467023 2.4202386550605279 5.8963392935693264 3.3311214186251155 38.969403434544802 4.4364737961441261 6.6072785705327988 197.90411790087819
leaf_count=826 230 36 236 242 76 58 48 12 76 32 80 130 23 9 79 11 225 35 59 30 30 2 59 19 65 49 209 66 63 919
internal_value=0.000784147 0.00157973 0.00182191 0.00226277 0.00193326 -0.00406097 0.00333864 -0.00734686 -0.00729926 0.00259133 4.18969e-05 -0.0109886 -0.00170666 -0.000592008 -0.00601265 -0.00100838 -0.0129573 -0.0155547 -0.00350453 0.00157128 0.00366806 0.00842324 -0.0044151 0.00724683 -0.000895989 0.00210361 0.00304957 0.00174716 -0.0078534 0.00406994
internal_weight=415.645 389.334 384.371 366.649 358.097 35.4242 22.6545 8.59762 17.7218 322.673 118.447 26.3107 95.3147 86.2366 28.6414 11.4019 14.4398 13.1557 11.513 8.86783 9.18693 7.54897 3.4569 23.1319 8.31658 57.5952 54.2641 50.0132 11.0438 204.227
internal_count=4034 2989 2759 2345 2309 360 118 70 414 1949 998 1045 838 758 348 178 269 260 219 160 102 72 61 160 84 410 361 338 129 951
is_linear=0
shrinkage=0.0160694


Tree=93
num_leaves=31
num_cat=0
split_feature=13 8 9 10 10 3 15 16 2 0 6 4 6 5 6 15 10 12 17 0 8 16 19 17 18 7 10 6 6 12
split_gain=13.4706 6.26029 5.30154 4.33773 3.81946 6.445 4.43939 5.09291 4.96741 4.87413 5.17395 4.71139 5.64696 5.34097 5.21313 4.00552 3.87702 3.69552 4.40525 5.15738 3.44577 3.73308 5.28025 4.02091 5.07144 4.42883 4.28536 3.6459 5.78761 3.9956
threshold=92.38617519475001 5.9453602998000008 72.82855515350002 72.378669787950017 70.206395618550019 83.538459487450012 45.169600924000008 22.824946625350005 310.17567643235003 85.791387400750025 16.415383542800004 309.28270023145006 16.325381439950004 23.195398057700004 15.975373262050001 29.037712645600003 71.397382570300024 285.40265749175006 241.79519611995002 103.33357670195001 8.8430989333000021 19.199955102150003 13.751109481500002 188.10488866565001 13.043896815850003 22.516377366000004 61.907125369850007 16.455384477450004 16.395383075500003 120.18992510580001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 17 8 9 11 -8 -11 20 14 -14 -13 16 -7 18 19 -6 21 -3 -23 24 25 -24 -25 28 -28 -29
right_child=1 4 -4 -5 5 15 7 -9 -10 10 -12 12 13 -15 -16 -17 -18 -19 -20 -21 -22 22 23 26 -26 -27 27 29 -30 -31
leaf_value=-0.016213922430997108 0.00034748039166780995 0.011863052020804029 -0.016660336716923924 -0.016823871070415667 0.0020035276518985535 0.00384946431747646 -0.019043994562886309 0.013549559577537019 0.015027137803281089 -0.013378725714508315 0.0042609422297692724 -0.0088763477215616747 -0.028080155206804878 -0.00034147640053650729 0.016107566374035431 -0.017444127815289198 -0.018497306295037902 -0.011973439593582354 0.01887097795800324 -0.01729555683817267 -0.001691684281958504 -0.012154819759833305 -0.0030456767771475613 0.0153724320508715 -0.014701284566603395 0.009755287022275674 0.0035005765645930724 -0.011706547562343064 0.012758216675527343 0.0029364306724228737
leaf_weight=11.411390565335749 27.404356170445684 16.089971382170916 7.5781101994216433 4.2376766512170425 75.165235219523311 6.9144533872604388 5.3818609276786509 3.9455113857984534 9.2003777325153333 6.394046418368819 11.811008960008619 4.1962340176105482 3.8823743164539328 3.1261110864579678 4.1384207308292389 8.19221199210733 2.6905182283371687 5.0837727850303045 3.6479099467396727 3.6209138911217442 24.677014075219631 4.9648924916982642 16.398371327668432 10.539998807013033 5.2535937279462805 11.451172821223734 47.110604126006365 5.5396435633301726 26.225839160382748 28.913130789995193
leaf_count=797 246 61 447 211 517 29 106 13 50 58 45 31 45 23 13 236 55 80 21 115 148 33 74 27 31 38 218 30 127 109
internal_value=0.000703543 0.0011938 -0.00479411 -0.0019522 0.00185617 -0.000665784 0.00292181 -0.00306004 0.00366466 -0.00583842 -0.00193453 0.00317272 -0.00525789 -0.0157074 0.00352896 -0.00933049 -0.00241025 0.00109623 0.00190224 0.00111657 0.00382879 0.00461858 0.00387327 0.00439877 -0.000467304 0.00221782 0.00576008 0.00482015 0.0068112 0.000581994
internal_weight=405.187 393.775 39.2201 31.642 354.555 105.315 249.24 27.5324 221.708 23.5869 18.2051 212.507 15.3431 7.00849 8.33465 17.7972 9.60497 87.5178 82.4341 78.7861 197.164 172.487 156.397 151.432 33.1031 27.8495 118.329 107.789 73.3364 34.4528
internal_count=4034 3237 904 457 2333 1053 1280 222 1058 209 103 1008 112 68 44 320 84 733 653 632 896 748 687 654 143 112 511 484 345 139
is_linear=0
shrinkage=0.0157948


Tree=94
num_leaves=31
num_cat=0
split_feature=13 17 6 16 15 6 2 17 17 0 18 16 5 7 5 0 19 6 0 16 10 15 13 9 16 7 13 16 8 6
split_gain=12.0545 5.76934 4.79492 3.48645 4.41711 4.32251 3.40985 4.0375 4.65932 3.85316 3.78378 6.03968 4.47107 6.30587 5.0622 6.06332 6.47885 4.54077 4.84408 4.21917 4.73609 3.37026 3.74711 3.36476 3.35086 3.30644 2.90748 4.4415 6.34451 6.08424
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 18.684956306450005 34.040719645900005 15.51536251395 299.83938387060005 241.79519611995002 215.04253427745002 103.33357670195001 17.138111898250003 12.604970524100002 23.195398057700004 22.356277907050004 14.050239455300002 93.953546284800012 13.051052998800001 13.65531905435 101.72856719805002 15.089964713100001 75.408562100950022 46.683480308100009 117.61735474900001 193.24048816455004 22.534947303500005 27.703316924600006 117.61735474900001 22.724946859200003 8.7431769115000026 16.635388683200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 6 7 8 9 10 11 -4 13 -13 -15 -16 17 18 -17 -19 -21 26 24 -18 -23 -10 -5 28 -28 -29
right_child=1 2 3 21 -6 -7 -8 -9 25 -11 -12 12 -14 14 15 16 23 19 -20 20 -22 22 -24 -25 -26 -27 27 29 -30 -31
leaf_value=-0.016286610792033071 -0.019107384229887867 -0.017011661569479534 -0.017730826006051126 0.0037757491935894241 -0.021167764489698065 -0.012824243420264284 -0.018783111429759299 0.016205434325952041 -0.020311145420748394 -0.017057599983764708 0.014713489323443291 -0.01941714195955728 0.018818875579265343 0.010666557833810101 0.014723204545053582 -0.019164805292616341 0.011967838920256541 -0.0082730274872315959 0.0034375853982352949 0.00081941939562197338 0.014756485233401756 0.0057860531798875703 0.0033094550460449138 -0.020994009435323206 -0.019491232535008455 0.0046857015806640034 -0.0072655786110150068 0.017856003462025063 0.011418731794304969 -0.00027022281876816322
leaf_weight=10.350031476467846 3.5388350589200845 3.5855244025588027 4.1868943553417912 197.655008694157 2.6540653761476269 6.650633896701037 2.2893143920227876 4.1515998747199765 4.517654873430728 2.8541910350322715 5.3249015919864169 3.6308874357491723 3.7522507831454268 13.907667679712175 6.2295780032873145 5.4401024971157295 0.90679875016212363 6.5373293831944457 4.2908149734139442 16.598501261323694 9.8162302970886213 1.7636863440275172 6.7538965083658695 5.7605056781321764 5.3552197208628058 1.9024289390072224 27.132593435235322 6.6477352082729366 5.5356530658900729 15.864550804719327
leaf_count=797 145 178 150 1039 90 302 58 25 75 107 22 59 17 57 27 78 6 34 23 87 27 7 44 150 85 19 194 17 17 98
internal_value=0.000652523 0.00110762 0.00129504 0.00146864 -0.000894549 -0.000399769 0.00040956 0.000849785 0.000183334 0.00112489 0.00172567 0.000872459 0.00188572 0.00101675 0.00208447 -6.30105e-05 -0.0019295 0.0003482 -0.00919836 0.00316735 0.00599871 0.00245573 -0.00517728 -0.016511 -0.0132289 -0.012904 0.00287454 -0.000353546 -0.00409951 0.00508234
internal_weight=395.585 385.235 381.696 378.111 111.402 108.748 102.098 99.8083 95.6567 89.2367 86.3825 81.0576 76.8707 73.1184 69.4875 55.5799 49.3503 42.683 9.73092 32.9521 26.4147 266.708 13.8728 6.6673 7.11891 6.42008 252.836 55.1805 32.6682 22.5123
internal_count=4034 3237 3092 2914 1413 1323 1021 963 938 844 737 715 565 548 489 432 405 249 101 148 114 1501 136 156 92 94 1365 326 211 115
is_linear=0
shrinkage=0.0159054


Tree=95
num_leaves=31
num_cat=0
split_feature=13 17 6 16 15 3 7 18 13 5 6 19 0 17 16 10 10 6 7 17 18 9 2 0 6 10 10 16 16 10
split_gain=10.7891 5.10808 4.26094 2.87291 3.99071 3.92667 3.06456 5.05443 3.11948 3.25278 4.68952 4.44417 5.68248 5.37838 5.53084 3.48065 6.10331 3.28875 4.80206 3.48567 7.10169 3.04338 3.02935 2.97278 4.00075 5.18158 3.86115 8.00555 5.21783 4.49887
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 18.684956306450005 34.040719645900005 103.00289635185001 19.078733418100004 12.909082926650003 109.72404167800001 13.812766882300002 13.65531905435 12.851036860900001 93.953546284800012 192.00947391610003 18.404956961200003 78.10777406390001 78.527173532250018 13.78532209185 23.729953793150003 191.75825325995004 14.773181214800003 49.235310305400013 237.82463207520001 86.329079026800017 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 6 -4 -8 9 22 15 17 -13 14 -14 21 -17 -12 -19 20 -20 -11 -9 24 25 -5 28 -28 -25 -30
right_child=1 2 3 23 -6 -7 7 8 -10 10 11 12 13 -15 -16 16 -18 18 19 -21 -22 -23 -24 26 -26 -27 27 -29 29 -31
leaf_value=-0.016388318963555665 -0.01902947092662733 -0.017052787793855433 0.017284153265983357 -0.023191872731155562 -0.02127150472939426 -0.016840674204877427 -0.02266888994434136 0.0063221574816598909 0.014218681449119992 0.013527953128923749 0.014323475783140333 0.013724889917756698 0.0095704560781723503 -0.023822194599750643 -0.021128967656696852 0.015240901301504043 -0.0097758347783256979 0.014919810363842005 0.00044185782839541019 0.006341271315060344 -0.028061767585108081 -0.018529481269642909 -0.012170793793604209 0.013574791232323576 0.001073791635159533 0.0033587239235814232 0.0025362965338718694 -0.017673838852800463 0.0022118837298728145 0.015140943716893691
leaf_weight=9.3852411853149516 3.2405360070988527 3.2630781549960366 2.6304514408111563 4.1122591234743586 2.4097298802807918 3.6050590677186838 2.5234746150672427 23.477074553258721 3.9882288398221126 0.83692699484527366 6.6725927330553558 2.8777232784777871 4.0848577544093114 5.0808784626424313 2.3956789188086987 3.5012947022914878 8.8578474419191462 5.2774441894143846 7.3040684107691067 6.8769640065729609 3.2499710284173489 8.5130895785987359 2.5243805237114421 18.606208637356758 101.89208701532334 3.5021277442574501 68.574956737458706 5.4436756446957579 53.630419936031103 7.9520573243498793
leaf_count=797 145 178 8 49 90 236 55 210 21 10 22 19 16 83 87 14 165 42 37 27 27 197 47 98 625 15 382 32 259 41
internal_value=0.000600413 0.00102345 0.00119735 0.00135813 -0.000862962 -0.000391347 0.000197697 -0.000260727 0.000331264 -0.000273846 -0.00217868 0.000841708 -0.00644536 -0.0114659 -0.00177829 -0.00827536 -0.0026887 0.0044229 0.00151374 -0.00254511 -0.00833544 -0.01566 0.00452675 0.00225669 0.000235626 -0.0109803 0.00369189 0.00104995 0.00613056 0.00388139
internal_weight=386.29 376.905 373.665 370.402 106.688 104.278 100.673 98.0425 95.519 91.5308 65.5293 43.8202 14.4391 11.5614 6.48054 21.7092 12.3591 29.381 22.7084 17.431 10.554 9.35002 26.0015 263.714 109.506 7.61439 154.207 74.0186 80.1887 61.5825
internal_count=4034 3237 3092 2914 1413 1323 1087 1079 1024 1003 746 360 205 186 103 386 179 155 133 91 64 207 257 1501 689 64 812 414 398 300
is_linear=0
shrinkage=0.016041


Tree=96
num_leaves=31
num_cat=0
split_feature=13 17 6 3 2 7 3 4 7 12 18 7 0 5 10 16 16 10 6 12 5 5 13 17 3 16 0 15 5 7
split_gain=9.66408 4.52678 3.7907 2.57524 3.69165 2.89678 5.00004 2.92272 5.10175 5.65953 4.46072 4.08647 6.71534 4.49585 3.65276 8.56456 7.03783 5.31394 4.38242 5.99993 3.80803 3.85154 4.38596 3.58759 3.94826 3.53112 3.52024 6.2963 4.21235 3.45715
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 108.47659710545001 93.57193670880001 19.078733418100004 104.22883325935001 137.02556730370003 22.105125139000005 109.22180275385001 13.376114027300002 22.721067571950005 85.732241321850012 20.444185446200006 64.407391431150018 20.894951138500005 22.494947397000004 62.837331883000012 16.235379337050002 320.0928336514001 21.500664456800006 19.925387549600003 117.49368567500001 241.79519611995002 76.825379535700009 22.824946625350005 91.937202686950016 37.870720399650004 20.603398083600002 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 -3 5 -5 -4 7 -7 9 -9 -11 13 25 -10 16 18 -14 20 19 23 21 -18 -23 24 -16 -13 27 -26 -28 -22
right_child=1 2 3 4 -6 6 -8 8 11 10 -12 12 14 -15 15 -17 17 -19 -20 -21 29 22 -24 -25 26 -27 28 -29 -30 -31
leaf_value=-0.01623426919542852 -0.018662760727527858 -0.016833400820843746 0.010341455337748315 0.017950744471207699 -0.017983788155074894 0.010469313618765241 -0.019527434718334 -0.021973954897477804 0.014232362815191302 0.0014376172410914081 -0.02006413914389835 -0.02020447028997507 0.012709058812560972 0.0031144613585380601 -0.013703769197743148 -0.020372920856908654 0.0087067802320396053 0.014701227886305495 0.010251914833657899 -0.020577554605790901 -0.0034916259220268944 -0.019543798457510891 -0.0026493458636083359 0.01512894808360038 -0.021555160705624358 0.0015468643089415041 0.0014508772351821786 0.0085553753486763331 -0.020425576413354025 0.0048628162166742227
leaf_weight=8.5086274985223991 2.9659303510561577 2.9681520182639352 8.9263857770711166 0.90799316391348739 3.5931506492197514 8.6522684171795827 2.9383972007781258 4.6164952116087106 12.060337534174321 14.616602606140079 2.9379040924832216 5.749538825824855 17.618205957114697 39.177271420136094 5.3378641614690414 5.2236080430448046 4.0497077852487591 7.3477965742349616 10.568385075777767 3.6349486354738465 17.363673787564039 5.9924385622143772 11.135961197316645 3.9385574534535399 4.6926772315055123 2.8205291032791138 109.30436403211206 2.8180426135659218 2.2780695576220742 45.374506343156099
leaf_count=797 145 178 62 10 124 33 161 58 54 124 97 102 101 191 147 33 15 41 48 81 86 35 64 25 51 29 875 11 60 196
internal_value=0.000543233 0.000929461 0.00108795 0.00123422 -0.0107349 0.00138421 0.00115593 0.00133092 0.00109744 -0.00628641 -0.00216089 0.00161471 0.000819497 0.0057314 0.00128244 -0.000347915 0.00349547 0.00171682 0.000385764 -0.000404127 0.000579891 -0.00525817 -0.00855994 0.000167109 -0.000306471 -0.0130458 0.000294008 -0.0102576 0.00100425 0.00255061
internal_weight=378.118 369.61 366.644 363.676 4.50114 359.175 350.248 347.31 338.657 22.171 17.5545 316.486 265.249 51.2376 256.679 147.797 108.882 91.2641 142.573 132.005 83.9163 21.1781 17.1284 128.37 124.431 8.57007 119.093 7.51072 111.582 62.7382
internal_count=4034 3237 3092 2914 134 2780 2718 2557 2524 279 221 2245 2000 245 1869 1331 538 437 1298 1250 396 114 99 1169 1144 131 997 62 935 282
is_linear=0
shrinkage=0.0159228


Tree=97
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 4 5 9 9 8 8 6 6 18 16 16 17 9 19 2 4 4 16 19 17 15 0 5 9
split_gain=19.6542 9.32999 6.75514 5.55293 9.83747 6.50126 5.5034 5.99281 4.99014 5.72353 4.96188 5.10031 6.95689 4.58477 7.57916 3.90754 4.18978 3.83255 4.76471 3.81434 3.73056 4.49263 5.84513 3.88842 7.18413 4.08339 6.93269 3.55668 7.03261 3.49325
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 375.65892766775005 29.026000224750003 209.21153814325001 212.96061447425004 8.8430989333000021 9.3427090425500019 16.645388916850006 14.745344522600002 14.493864790000002 23.044946110900003 22.614947116400003 167.14057114020002 38.295222230400007 10.550851274900003 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 13.751109481500002 183.49170501290004 35.965617804200001 97.878695155250014 13.955288807050001 181.33671263215004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 5 27 10 7 17 -1 -10 20 12 -12 -6 -15 16 -7 -2 -19 -11 21 23 -23 -3 -25 26 -26 -5 -29 -27
right_child=1 3 -4 4 13 15 -8 -9 9 19 11 -13 -14 14 -16 -17 -18 18 -20 -21 -22 22 -24 24 25 29 -28 28 -30 -31
leaf_value=-0.0052963749423174007 -0.0066564823239057842 0.0046986728403989571 -0.0061267422810771808 0.0021771348751057568 -0.0057397720866890021 -0.00031678488101841661 -0.0070476110072761056 0.0044971082771082466 0.0071965293821529466 0.0025946417648581611 -0.00017745266012834967 0.0014386580642917622 -0.0096418807570498016 0.0044484286341386859 -0.0076677936865088055 0.0043060013111764061 -0.0060632739930620719 -0.00761160009291466 0.0012867999180912262 -0.0069770573510171009 0.0053033645974528741 -0.0077405923058553906 0.0007390776109997935 -0.0047331945211965933 0.0032115084367985228 -0.0016760357400790286 -0.0067750805068067556 0.0022205474252820815 -0.0023178689681758293 0.0024772154431893473
leaf_weight=22.767901355400685 3.6652630344033339 17.759715095162392 9.2094332436099631 36.050673080608249 12.652455430477859 10.223930019885307 3.7247382607311001 8.099235884845255 2.4737585913389903 2.2457335740327835 7.3285757824778575 18.216102778911591 3.9075184501707554 4.5821407232433549 2.6881025275215507 3.1238098219037047 7.0239803586155167 2.3443342521786681 12.522381531074641 3.4884671960026026 11.115771718323229 3.3319126442074802 13.378667682409285 5.2207369729876509 4.6971854716539365 6.9436207413673392 4.4347908794879913 20.698517829179764 24.4269182626158 154.81671268492937
leaf_count=1013 68 61 422 146 253 68 73 32 26 45 32 96 36 16 51 10 104 42 99 102 53 50 58 33 16 31 26 121 245 606
internal_value=0.000484828 0.00081554 -0.00182936 0.00109638 -4.96532e-05 0.00152309 -0.000525612 0.000386578 -0.00391586 -8.64874e-05 0.00177554 -0.000433569 -0.00346885 -0.00365667 -3.14281e-05 -0.00158926 -0.00265697 -0.00140989 -0.00011639 -0.00322841 0.00206902 0.00189829 -0.000951679 0.00214394 0.00188632 0.00208854 -0.00163831 0.000835601 -0.00023615 0.00229894
internal_weight=443.163 412.187 39.5654 372.622 101.099 271.523 30.356 26.6312 30.9759 8.20796 251.151 29.4522 11.2361 19.9227 7.27024 20.3717 17.2479 18.532 14.8667 5.7342 221.699 210.583 16.7106 193.873 176.113 170.892 9.13198 81.1761 45.1254 161.76
internal_count=4034 2848 736 2112 832 1280 314 241 1186 173 1098 164 68 320 67 182 172 209 141 147 934 881 108 773 712 679 42 512 366 637
is_linear=0
shrinkage=0.00572848


Tree=98
num_leaves=31
num_cat=0
split_feature=16 8 9 4 9 0 5 6 16 3 19 15 3 5 13 6 4 15 15 5 9 2 7 17 15 9 9 17 8 9
split_gain=17.0202 7.09383 6.03688 5.46878 5.18027 9.50654 11.1336 5.97288 5.19097 8.63445 5.16923 6.86945 5.65375 5.30112 4.86313 4.8578 4.85143 4.95689 4.35699 6.55267 7.59968 4.10393 11.8764 6.03172 5.52422 4.09309 3.9122 4.06128 3.79217 3.6621
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 375.65892766775005 186.68586460755003 85.732241321850012 29.996566321350006 14.845346859150002 22.664946999500003 94.972471916200007 12.651020723000002 23.908355817750003 83.538459487450012 13.154029769200003 109.49014582065001 5.1651206822000004 224.82737758030004 26.384523135650003 34.139075990150012 21.566902724800006 184.85936449530001 108.24034454255001 23.109894804950002 201.71342726775001 31.756370566200005 206.08934059370003 209.38433325880001 192.20712075930001 7.6440346712000009 194.82237869650001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=28 2 3 15 18 6 8 10 -6 -10 13 -12 -13 -7 -14 -2 17 -17 -3 20 -20 23 29 -9 -25 -15 -27 -28 -1 -23
right_child=1 4 -4 -5 5 7 -8 21 9 -11 11 12 14 25 -16 16 -18 -19 19 -21 -22 22 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0061295752432798875 -0.0063117626153716411 0.0054471183504259052 -0.0062262563196842872 -0.0067912384923438903 -0.0077960118160343905 0.0069848571410663198 0.0048090849099919741 0.0036334441070684895 0.0020090652536362756 -0.0065849292952055829 -0.0053998444375266781 0.0016759694171244008 -0.00438452334784558 0.0027563215445737116 0.00041120186620104376 -0.005978976846531963 0.0031444420768297447 0.0033700032968716283 -0.006777367973531674 0.0036193955622812325 0.0032092881932840943 -0.0010936755588553575 0.0019341859291329238 -0.0077885081656650463 0.0030658762452679717 -0.0066026827454719311 -0.0043626545684092403 0.0024486587261031705 -0.0016443916373168701 -0.0060929457234154653
leaf_weight=14.779662955552341 3.2406675042584601 14.576156266033648 7.9029830768704405 4.1350042298436156 8.6252786945551687 5.3798686265945426 5.8887324035167685 50.986246783286333 8.2205006629228574 7.7771883420646182 10.567028777673839 26.810040274634957 14.853276313282551 17.247850343585014 14.079925209283827 5.0232874397188443 16.345226928591728 3.1570649556815624 5.6407261639833468 18.520300598815084 4.8396884500980377 14.859352566301824 99.001179495826364 3.2187635637819758 3.1925438046455383 3.6980667673051384 4.4814797677099696 9.0058380067348462 11.425198840908704 7.5557207614183417
leaf_count=826 128 70 414 135 129 26 18 212 41 71 129 164 287 72 79 70 92 13 32 66 17 67 441 29 12 45 38 44 219 48
internal_value=0.000390333 0.000690233 -0.00165159 -0.000518296 0.000949864 0.000688837 -0.00241285 0.00102097 -0.00414002 -0.00216886 -7.78358e-05 -0.0010777 -0.000258364 0.00158747 -0.00205075 0.000415882 0.00130483 -0.0023709 0.00283942 0.00152875 -0.00216569 0.0016731 0.0010641 0.00296135 -0.00238351 0.00074418 -0.00127527 0.000185439 -0.00417406 -0.00277884
internal_weight=425.035 398.83 39.8042 31.9013 359.026 315.449 30.5117 284.937 24.623 15.9977 106.123 66.3103 55.7432 39.8131 28.9332 27.7662 24.5256 8.18035 43.5769 29.0007 10.4804 178.814 121.416 57.3976 6.41131 34.4332 17.1854 13.4873 26.2049 22.4151
internal_count=4034 2989 852 438 2137 1952 259 1693 241 112 884 659 530 225 366 303 175 83 185 115 49 809 556 253 41 199 127 82 1045 115
is_linear=0
shrinkage=0.00584668


Tree=99
num_leaves=31
num_cat=0
split_feature=13 16 6 19 15 10 18 6 17 15 7 9 9 9 2 4 10 5 0 12 17 16 16 16 19 12 19 16 13 8
split_gain=20.0196 7.9535 6.85767 6.03938 5.20596 5.81028 5.86206 5.05843 8.62706 8.10918 5.91577 4.84362 5.38364 4.74619 4.67413 7.32843 5.89441 4.59669 4.97019 4.54579 5.62191 5.31848 4.38352 5.81374 3.77322 3.74263 3.73291 3.54092 4.40012 5.55039
threshold=98.050756475600011 18.684956306450005 15.51536251395 11.850956171350001 46.074827201850006 60.613977009100005 11.928667296000002 13.65531905435 236.15709471040003 29.037712645600003 23.729953793150003 209.21153814325001 212.96061447425004 228.88999534805001 80.683647763550013 170.06818406760001 70.389210771400016 24.367802910700004 86.692020874450009 124.10890780100002 191.24148878695004 15.089964713100001 23.044946110900003 22.604947139800004 10.550851274900003 335.9827356823501 11.450923895500003 22.724946859200003 117.61735474900001 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=11 2 3 26 5 6 -3 8 14 19 -11 -1 -13 -8 15 -5 -16 -6 22 20 -9 -21 23 -19 -14 27 -2 28 -7 -30
right_child=1 4 -4 7 17 25 13 9 -10 10 -12 12 24 -15 16 -17 -18 18 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0047456169886198312 -0.00062388734643601816 0.001122864950891972 -0.0045470754190445363 -0.005963370431882593 -0.0068939038072010983 0.0014997767022587882 -0.0058010696101584392 0.00053457982486360568 0.0037007008042489677 0.0049762843509639273 -0.005159586120889687 0.0061140440601333669 0.002233392008375191 0.00367315402620194 0.0012531675724716655 0.0060421111408502596 -0.0057750261427396499 0.00093707249187627815 0.0057798143916611994 -0.0019171008655132441 -0.0072765023443682958 0.0039016853598799902 0.003865725688579237 -0.0063231097409584408 -0.0062279285960051963 0.0042803900000825046 0.0042161715491123991 0.0038219264179884262 -0.001674625913945208 0.0038546208686053192
leaf_weight=23.288183702155951 6.3030983973294523 12.308455292135479 9.8223988283425552 2.3518108613789144 3.2812041267752674 195.39032380841672 8.0544279459863883 16.786981051787738 5.2663149721920481 1.7787781581282605 9.5799901559948903 2.4702095035463554 2.2653313092887402 1.6618394628167141 3.7817045487463501 3.0332262814044952 17.477346891537309 5.3428865931928176 2.910824127495288 5.1560170166194466 2.8012429364025584 19.840852543711662 3.1019816324114791 6.2177418917417526 3.486231716349721 12.153359420597551 12.162420697510241 14.501049667596815 24.247117340564731 5.8762745410203925
leaf_count=1013 47 96 350 39 40 880 122 138 28 5 202 26 45 5 24 13 308 32 6 30 33 74 10 94 102 62 41 41 111 17
internal_value=0.000364524 0.000665 -0.000466467 -8.94787e-05 0.00111039 0.00129738 -0.00121679 -0.000647206 -0.0022689 0.000277811 -0.00357231 -0.00355654 -0.000188482 -0.00418063 -0.00344882 0.000798949 -0.0045248 -0.00134808 -0.000312595 0.00125869 -0.000582456 0.00270146 -0.00152206 -0.00296773 -0.00289532 0.00151697 0.00256405 0.00137704 0.00121983 -0.000596017
internal_weight=442.7 411.19 116.142 106.32 295.047 274.193 22.0247 87.8543 31.9104 55.9439 11.3588 31.51 8.22177 9.71627 26.6441 5.38504 21.2591 20.8546 17.5734 44.5851 19.5882 24.9969 14.6626 11.5606 5.75156 252.168 18.4655 240.015 225.514 30.1234
internal_count=4034 2848 1332 982 1516 1334 223 894 412 482 207 1186 173 127 384 52 332 182 142 275 171 104 136 126 147 1111 88 1049 1008 128
is_linear=0
shrinkage=0.00510427


Tree=100
num_leaves=31
num_cat=0
split_feature=13 17 6 16 2 16 0 10 16 2 10 13 5 5 13 12 16 2 17 17 15 18 16 2 5 17 6 15 6 8
split_gain=10.0715 4.46415 3.82671 2.84115 6.09633 6.3804 4.33642 5.67402 4.33047 5.67484 4.27403 3.10377 4.88838 6.76551 3.91162 3.50167 4.99536 3.73438 3.13978 3.38678 3.13199 3.10467 4.48994 4.21713 4.0088 3.70137 3.3265 5.76418 3.79285 4.32919
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 20.404952284350003 322.38159739250005 19.974953289850003 90.297243227400017 65.536543845950021 22.494947397000004 139.52793115400002 66.590419433100024 116.60649449195002 26.429668882900003 20.769304081650002 109.46594969745001 69.826413229550027 19.144955230800004 60.327272492300004 241.79519611995002 214.03087950770001 24.719476717350002 17.138111898250003 12.604970524100002 137.73157856955004 15.363313533450002 189.72181505755 13.915325129350002 33.762789462050002 13.65531905435 7.8438787148500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 4 5 11 7 8 9 -5 -8 12 13 14 15 -4 17 -17 19 21 -21 22 -19 24 -24 -25 28 -28 29 -27
right_child=1 2 3 6 -6 -7 10 -9 -10 -11 -12 -13 -14 -15 -16 16 -18 18 -20 20 -22 -23 23 25 -26 26 27 -29 -30 -31
leaf_value=-0.016977403413306079 -0.019312618506915829 -0.017549014318616201 0.016106697820279122 0.012145609762133617 -0.019364270105294033 -0.019104561799513101 0.01514541405978408 -0.013101464321470878 0.0013834610245857637 -0.0050824382637167254 -0.0039142260292992989 -0.018001574515794233 0.011612200052758341 -0.014535442774204403 0.0080629103960092249 -0.019008685734788817 -0.020023321674245156 -0.018422493038979776 0.015194796846694185 -0.02069044235323568 0.0014533032328298188 0.013211868399039031 0.01030118757548658 -0.016503798663238284 0.00052493343778461715 0.0032739679044014227 -0.03280393622410685 0.0016553919926263492 0.013218995836868227 -0.021320613272698768
leaf_weight=8.7264686990529281 2.9417404457926741 2.9688282199203959 3.6225730180740348 23.512730427086357 4.4889052649959913 4.552886012941598 13.536997962743046 6.6764417812228194 153.52258689980954 6.8376640882343045 4.2935360446572295 2.3708166331052771 11.514732809737323 7.9974833643063894 19.731064822524786 2.7480491381138554 3.5231241621077052 3.4533586101606479 3.9545615203678599 4.0168759543448678 3.1631660107523203 5.3745589563623062 17.143451895564795 5.565717312507334 36.073024013079703 7.00733839441091 2.2589712329208842 3.3236718829721212 5.8956508114933959 2.7653836756944656
leaf_count=797 145 178 10 135 109 49 58 39 813 40 27 134 134 218 77 44 30 149 25 76 35 36 95 64 309 54 29 54 22 49
internal_value=0.000699735 0.00111127 0.00127283 0.00142429 -0.000239845 0.000310262 0.00270642 0.00197191 0.00251922 0.00826429 0.0105559 0.000893704 0.00119409 0.000322388 0.0012391 1.38639e-05 -0.000534731 0.000133541 0.000659601 6.1104e-05 -0.010935 0.000949599 0.000160199 0.000962025 0.00367431 -0.00442037 -0.00125568 -0.0122883 0.00267524 -0.00368555
internal_weight=383.562 374.836 371.894 368.925 160.545 156.056 208.38 190.549 183.873 30.3504 17.8305 151.504 149.133 137.618 129.621 109.889 106.267 102.744 99.9957 96.0412 7.18004 88.8611 83.4866 80.0332 53.2165 26.8167 21.251 5.58264 15.6684 9.77272
internal_count=4034 3237 3092 2914 1802 1693 1112 1027 988 175 85 1644 1510 1376 1158 1081 1071 1041 997 972 111 861 825 676 404 272 208 83 125 103
is_linear=0
shrinkage=0.0166449


Tree=101
num_leaves=31
num_cat=0
split_feature=13 17 6 3 2 16 15 15 5 3 19 13 7 9 10 0 10 2 9 9 18 17 0 0 5 0 16 0 4 2
split_gain=9.01942 3.95909 3.40623 2.51963 3.14503 2.49977 3.56965 3.12958 3.3787 3.08814 3.10939 2.70779 2.68517 7.01274 6.72155 3.19074 3.18722 3.11348 3.4215 3.45003 5.59112 6.31551 7.63106 4.06808 6.02209 3.05144 5.63703 3.00431 3.39533 4.69848
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 108.47659710545001 93.57193670880001 18.684956306450005 34.040719645900005 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 117.56896250265002 20.873561687950005 179.18874144770004 59.632689791450012 76.451683855550016 55.855406118200008 310.17567643235003 186.68586460755003 192.39832633775004 13.3584252364 188.19076296340003 86.479632682150012 87.170566421650008 20.374719724350005 85.732241321850012 22.704946905950003 85.812895065800021 310.49012963040008 227.66379729560001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 -3 5 -5 6 -4 12 -9 -10 -11 -12 15 -14 -15 16 -7 18 -16 20 21 22 -20 -22 -25 26 -21 -27 -29 -30
right_child=1 2 3 4 -6 7 -8 8 9 10 11 -13 13 14 17 -17 -18 -19 19 25 23 -23 -24 24 -26 27 -28 28 29 -31
leaf_value=-0.017480616150425263 -0.019705446076217159 -0.018015864678841167 -0.00029897938512826473 0.016899648433094688 -0.019164593267071012 0.01403967718606663 -0.022550025985872101 -0.022220169374065707 0.016768172347379096 0.0092982530174412596 -0.022067376347851012 -0.0029352437656788213 -0.018487310439368049 -0.016246666009844972 0.0084737190897071785 0.018727016128832159 -0.0085343550671941604 0.013253926348158468 -0.026533100585068393 -0.023374662629894963 -0.029549609269110693 0.011007188231824614 0.0070856226861893976 -0.023136420780315293 0.011658936796524102 0.014337981006478175 0.0082148257532313647 0.003895212331448821 -0.021397314816642629 0.0015316839816481894
leaf_weight=7.9102126453071824 2.6896486869081846 2.6986876670271149 99.498335280455649 0.89991254359483619 3.4312824150547385 3.5734520405530912 2.1721037607640019 2.6949214460328248 2.343741074204444 3.4606721345335236 3.3744269255548698 6.1672104019671679 4.6100130677223197 5.269741963595151 28.466591119766235 6.7449217289686203 3.8103249240666628 9.0237413570284826 3.9150704741478028 3.4818874709308139 3.346320338547228 10.1044610068202 4.049905139952898 2.9474977664649487 2.9186395481228828 7.3076493367552748 3.1926119178533554 123.30250954441726 3.8124762922525397 8.530676778405903
leaf_count=797 145 178 1271 10 124 16 90 40 6 18 54 64 37 58 113 22 42 60 26 36 22 34 17 34 11 19 12 597 41 40
internal_value=0.000660489 0.00105061 0.00120349 0.00134659 -0.0116714 0.00150403 -0.000774354 0.00240731 -0.00448813 -0.0013742 -0.00464447 -0.00970138 0.00292911 0.00247174 0.00291158 0.0101895 0.00239057 0.00338247 0.00294875 0.00205972 -0.00355584 0.00199446 -0.00943918 -0.0144423 -0.00582433 0.00308362 -0.00826447 0.00361346 0.0030357 -0.00555048
internal_weight=375.75 367.839 365.15 362.451 4.33119 358.12 101.67 256.449 18.041 15.3461 13.0023 9.54164 238.408 224.28 219.67 14.1287 7.38378 214.4 205.376 176.91 27.2819 18.0694 7.96498 9.21246 5.86614 149.628 6.6745 142.953 135.646 12.3432
internal_count=4034 3237 3092 2914 134 2780 1361 1419 182 142 136 118 1237 1157 1120 80 58 1062 1002 889 144 77 43 67 45 745 48 697 678 81
is_linear=0
shrinkage=0.0171707


Tree=102
num_leaves=31
num_cat=0
split_feature=16 8 9 10 8 2 15 13 6 3 13 0 15 0 17 14 10 2 15 6 5 8 16 3 0 6 0 10 0 3
split_gain=13.3765 5.58583 6.14833 5.04193 4.42587 4.36649 3.98877 4.59876 3.74076 6.55507 5.62 4.97395 4.49471 8.59018 4.97785 5.88274 5.25797 4.55739 4.40766 6.05703 3.9526 4.97358 4.02604 4.06204 4.0524 6.21045 3.434 4.7912 4.51048 3.91665
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 72.378669787950017 7.6440346712000009 319.18044405035005 18.019770707250004 95.862351557400004 14.845346859150002 83.538459487450012 109.49014582065001 86.329079026800017 35.098844929350008 87.350693116400024 201.25367619745001 184.66353353645005 66.964115113200009 104.38256328765002 34.139075990150012 18.395429806250004 29.996566321350006 8.9430209551500024 22.744946812400002 94.421337999450017 85.667718326750006 16.545386580300001 85.812895065800021 62.025417527550012 86.054856297550018 93.499196860750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 5 -1 -2 7 -6 9 -3 -11 18 13 -13 -15 -16 -17 -14 19 -10 21 22 24 -24 25 -20 -26 29 -29 -28
right_child=1 8 -4 -5 6 -7 -8 -9 11 10 -12 12 17 14 15 16 -18 -19 20 -21 -22 -23 23 -25 26 -27 27 28 -30 -31
leaf_value=-0.0090388197196247366 0.0021101166044786976 0.0012159034384212587 -0.0092466752377900197 -0.0092319555745670485 -0.0091363549047892671 -0.010404179627219947 -0.010931167212510865 0.0049922575337119062 0.0075195726518330602 -0.0069180691877971769 0.00058150523817492657 -0.010717870499250123 0.008986275774139697 0.0037288330883794144 -0.013405336050469042 0.0053240485905082331 -0.0073593952809978417 0.0033264485717092252 -0.012119713907257454 -0.0048925314401802797 0.0067537062949896013 -0.0087200818309740059 0.0098082679020877646 -0.00047667265349665157 0.0026567970216532181 0.001600346723009798 0.004411871837543201 -0.0019612328321542108 -0.01246996345936768 -0.0029172175498799078
leaf_weight=13.431498700752856 22.853724515065558 79.016960954293609 7.6162347830831996 4.2574346493929616 2.3773625176399928 2.3042973242700091 2.6869011418893924 6.3475895300507545 12.376143092289569 16.58267778810114 13.698918156325815 4.3493376448750487 12.585290677845476 34.683697262778878 2.9045178666710845 6.499731704592703 3.9420443177223206 70.586756035685539 5.6837702738121134 3.8761135526001445 5.5093909911811343 5.5867459066212168 5.5470595061779004 6.0028014779090881 20.416058726608753 4.3900286518037319 10.673986893147232 7.9953928962349874 4.9739173613488674 11.236956380307673
leaf_count=826 176 535 414 224 130 38 59 30 54 294 79 42 70 152 27 25 33 297 95 43 18 53 13 35 90 19 38 42 33 50
internal_value=0.000494972 0.000891461 -0.00230828 -0.000511797 -0.00566781 0.000963895 -0.00170021 0.00114251 0.00123086 -9.76877e-05 -0.00352538 0.00183636 0.00293077 0.000942583 0.00199849 -0.00249824 0.000535716 0.00418287 0.00041359 0.00455932 -0.000351924 -0.000826403 -0.00025308 0.00446288 -0.00108632 -0.00614069 -0.000165517 -0.00181747 -0.00599148 0.000653172
internal_weight=410.993 386.15 37.0317 29.4155 24.8434 25.158 11.4119 8.72495 349.118 109.299 30.2816 239.82 135.551 52.3793 48.03 13.3463 10.4418 83.172 104.268 16.2523 88.0161 82.5067 76.92 11.5499 65.3701 10.0738 55.2963 34.8803 12.9693 21.9109
internal_count=4034 2989 852 438 1045 214 219 160 2137 908 373 1229 646 279 237 85 58 367 583 97 486 468 415 48 367 114 253 163 75 88
is_linear=0
shrinkage=0.00866462


Tree=103
num_leaves=31
num_cat=0
split_feature=13 8 9 9 6 10 3 15 8 8 6 5 4 15 9 4 15 0 16 16 19 8 2 4 4 16 19 17 2 16
split_gain=15.3791 6.09567 6.29052 4.7331 4.22724 4.15314 9.43165 5.36867 4.45308 5.16666 5.72003 4.19062 4.11872 3.88404 3.93608 3.85674 4.11001 3.77054 3.92547 5.21865 3.68765 3.68365 3.61988 4.02703 5.71215 3.81189 6.41619 3.71003 3.34874 3.25463
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 38.295222230400007 13.200308423050002 70.206395618550019 83.538459487450012 46.074827201850006 8.8430989333000021 9.3427090425500019 16.645388916850006 24.367802910700004 376.36865522600004 29.037712645600003 204.68881850780005 224.82737758030004 26.384523135650003 86.692020874450009 23.044946110900003 22.604947139800004 12.551012654050002 7.2443465838000014 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 13.751109481500002 183.49170501290004 87.785991390250018 18.044957803000003
decision_type=2 2 2 2 2 2 2 2 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 20 7 29 8 22 10 -10 -9 15 14 -8 16 -5 18 19 -13 -1 -22 23 25 -25 -3 -27 28 -28 -7
right_child=1 5 -4 12 -6 6 13 11 9 -11 -12 17 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.0078568091166926583 -0.0096495631553890765 0.0058780634866678495 -0.0079610113635752641 -0.0071287686522812366 0.0017872717384148848 0.00018699910913937462 0.0020998135805982299 -0.0099999765634880868 -0.00093374757278655296 0.0017717108011952036 -0.012500011214861655 0.0012458235861202687 -0.0088849409453966022 -0.0084093438385570984 -0.0076794976011590761 0.0039766143045371462 0.0042315011763887373 0.0077665405912704212 0.0054503299389584781 -0.009091590505151655 0.0040619130898888432 -0.010089411152814249 0.0066930790672570847 -0.010348191146617286 0.00078236075610735659 -0.0061905574150222468 0.0018743103208885557 0.0026525642065394497 -0.0075540361624803071 0.0037681120282417428
leaf_weight=17.582138300873346 2.753718830645087 16.698203038424253 7.8821054482832542 4.5266879638657036 4.3474271427839986 61.232682129368186 6.0792239233851451 3.1263907179236439 6.9371692836284655 16.49954641982913 3.6538866385817528 5.2167106978595275 2.2702351473271838 9.0305564468726498 3.7094535436481237 14.324525782838462 2.9405776262283325 2.5736136659979811 3.02989488095045 5.7425561835989356 3.2443432547152034 1.5082552656531332 10.339647106826304 3.2125429064035442 13.123581450432537 5.0322137027978888 4.6245975792407972 154.10031006671488 3.8758118115365505 18.496322117745876
leaf_count=1046 73 61 422 92 53 429 32 40 32 96 36 32 43 236 52 93 13 6 10 94 60 27 53 50 58 33 20 637 22 83
internal_value=0.000533158 0.000908151 -0.00208532 -0.000358246 -0.00496244 0.00119964 -0.000106708 0.00169904 0.00200951 -0.000846004 -0.00492408 -0.00205553 0.000705076 -0.00487068 -0.00160609 0.00170415 -0.00265514 -0.000555937 -0.00208704 -0.00417089 -0.00627626 -0.000429064 0.00237613 0.00215369 -0.00140649 0.00246921 0.00212965 0.00238714 -0.0024246 0.00101778
internal_weight=417.715 391.033 34.6979 26.8157 26.6822 356.335 98.5482 257.787 238.098 27.0906 10.5911 19.6892 24.062 18.8192 9.78868 21.7918 7.46727 16.5628 13.9892 10.9593 22.3347 4.7526 211.007 200.667 16.3361 184.331 167.633 162.601 8.50041 79.729
internal_count=4034 2848 736 314 1186 2112 832 1280 1098 164 68 182 241 320 84 198 105 142 136 126 1133 87 934 881 108 773 712 679 42 512
is_linear=0
shrinkage=0.00748158


Tree=104
num_leaves=31
num_cat=0
split_feature=13 16 6 3 18 16 18 14 15 16 10 16 17 10 7 7 0 2 5 10 0 15 12 8 19 5 8 17 4 13
split_gain=15.8728 7.34074 5.89705 4.77703 4.34131 8.51602 5.83894 5.35233 4.25021 3.82438 5.43587 4.42534 5.01191 6.51476 4.72639 3.85111 3.74059 3.6226 4.82558 4.15701 8.72555 3.58139 3.39477 6.00288 3.67233 3.16723 3.12452 4.68328 3.05855 5.48528
threshold=95.862351557400004 18.634956423400002 15.51536251395 93.499196860750018 13.843998451900001 22.634947069650003 14.118140587000001 273.54171774295008 32.548041893900006 9.8549769548000015 81.479100559500012 15.584963555600002 236.15709471040003 71.015621515800021 22.356277907050004 24.803880018200001 94.114853772600014 103.92649527695001 21.089169479000002 62.030794443850006 86.382848189450016 30.501457990950005 151.46967002190004 8.2435668022500028 12.751028791950002 26.575048724050003 8.4434108459500017 190.11254901275001 391.44550907720003 116.60649449195002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 4 17 6 7 8 21 -2 11 -11 13 14 25 -16 -17 18 -3 -19 -21 -6 23 24 -15 -13 -22 -28 29 -5
right_child=1 3 -4 28 5 -7 -8 -9 -10 10 -12 12 -14 22 15 16 -18 19 -20 20 26 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0067443746895237289 0.0085358352605854112 0.0063018393873260289 -0.0066972458857867106 0.0059263813563104582 -0.0001264514092957096 0.0070531318643714857 0.0012281183571540037 -0.010050243825061676 0.0038309335677898333 0.0014542958737308461 -0.0079157925973537165 -0.0088281250138641052 0.0053252673022903168 0.0066421670546214931 0.0067566584060635938 0.0063899282400221311 -0.009165125865945466 0.0045969209671288119 -0.0022077375739094789 -0.0090013327122170916 0.003498991247599783 -0.011219874148461361 -0.0087349390462387044 -0.0093354140217530249 -0.0030913143785706778 0.0076989031517277103 0.0047087731279901353 -0.0057592819672764506 -0.0063246133856793129 -0.00022717333041555955
leaf_weight=16.762216132134199 2.8356826156377783 31.759535778313875 9.1021259902045113 9.5162768289446813 3.8766302838921565 12.086805850267409 65.846211865544319 5.4479631856083861 5.8853074982762337 51.838233225978911 5.5137604568153611 3.5650611659511915 5.1346467807888976 3.7808237187564391 7.7950332369655353 1.5573801137506964 2.1946857450529933 26.319700591266155 4.4807498753070822 4.8343928940594187 24.520450741052628 3.075083214789629 9.691759340465067 5.4484538547694674 5.7694281628355384 0.84526671096682537 4.2362354919314367 6.2102018967270851 4.1563903838396064 82.850159402936697
leaf_count=972 8 143 354 36 17 52 385 34 20 324 135 98 30 23 23 7 67 85 19 28 89 27 230 111 91 4 15 35 59 513
internal_value=0.000577338 0.000876547 -0.000767961 0.00151781 0.00219872 0.00102805 0.000162455 -0.00367511 -0.000969542 -0.000258676 -0.000500481 -8.16536e-05 -0.00182076 -0.00272345 0.00109919 0.00368104 -0.00270865 0.00329913 0.00524972 0.00223003 0.000664854 -0.00503362 -0.00519402 -0.00290597 0.000762048 -0.00566062 0.00200127 -0.00151428 0.000116948 0.000406812
internal_weight=426.937 410.174 115.072 295.102 198.579 96.218 84.1312 18.285 12.837 105.97 103.135 97.6208 45.7825 40.6479 15.9574 11.5471 3.75207 102.361 36.2403 66.121 39.8013 6.95171 24.6905 14.9987 9.55025 4.41033 34.9669 10.4464 96.5228 92.3664
internal_count=4034 3062 1505 1557 949 535 483 98 64 1151 1143 1008 684 654 199 97 74 414 162 252 167 44 455 225 114 102 139 50 608 549
is_linear=0
shrinkage=0.00767626


Tree=105
num_leaves=31
num_cat=0
split_feature=8 10 3 15 3 17 8 16 16 16 6 8 6 13 6 18 2 4 4 16 19 3 16 2 9 3 2 7 16 16
split_gain=24.9602 12.4439 9.79885 8.59546 8.56773 6.06532 5.60636 5.53501 5.35625 5.04065 4.94391 4.90342 6.19804 4.43395 4.29834 7.4269 3.66948 4.68534 6.15719 3.90327 7.639 3.72066 4.86064 6.17956 5.03425 10.6116 5.8921 3.70925 3.55654 5.26625
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 46.074827201850006 76.825379535700009 241.79519611995002 8.8430989333000021 18.964955651700002 23.044946110900003 22.614947116400003 8.5652001245500013 9.3427090425500019 16.645388916850006 116.60649449195002 14.745344522600002 14.493864790000002 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 13.751109481500002 93.499196860750018 22.744946812400002 74.580378076100018 186.68586460755003 93.870204082750021 108.63443756215001 23.127267687200003 18.704956259700005 15.584963555600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 4 6 5 -3 16 -1 9 -5 -7 12 -8 -9 -4 -16 17 19 -19 -2 -21 -22 23 -23 -25 26 -26 -28 29 -6
right_child=1 2 14 8 28 10 11 13 -10 -11 -12 -13 -14 -15 15 -17 -18 18 -20 20 21 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0049993286999197783 0.005755584017018988 -0.0066483707870802619 -0.0069688273825507666 -0.00040254134607005843 0.0017594237909613021 -0.0027890624428349568 -0.00032554699656900615 0.0022838431055838878 0.0056560598003442446 -0.0076221010792755593 0.012274804410095382 0.0017688842691478079 -0.010993160501470747 -0.0052880729983229725 0.0049262269729040157 -0.008987882266558108 0.0063066271483909666 -0.0090928584963941746 0.0011249369536149877 -0.0054866100014876974 0.0034215768503304805 -0.0053028057196491084 0.0051612422038393481 0.0052407144572100941 0.0062150785769510761 -0.0095449142873686305 -0.0046203914670659534 0.0027473554065303653 0.0043753480567944461 -0.0023271180956406065
leaf_weight=38.419492303393781 18.840092875063419 11.905250592157246 13.7068407535553 10.150067539885645 50.700836405158043 2.7200126983225337 7.3450401127338427 10.555028013885019 3.4448299035429946 7.8343358039855948 1.5716873202472923 18.018751371651888 3.7674451395869255 5.3169205132871857 4.4496004916727534 2.8950547575950623 12.461210459470747 3.3333577588200596 14.109883531928061 5.2862530723214141 122.35012790560722 7.5139418169856063 11.842960692942141 11.055074930191038 8.3630821257829719 4.579679623246192 6.5649165064096433 5.9606743454933167 13.575135506689547 20.147040292620659
leaf_count=1308 61 358 253 68 304 59 32 60 10 104 6 96 36 92 16 51 53 50 58 33 464 40 34 30 20 42 31 18 38 209
internal_value=0.000693257 0.00127107 -0.000537104 0.00204895 0.000340598 -0.00416403 0.00238646 -0.00361165 -0.002068 -0.00354751 0.00272756 -0.00040967 -0.00394217 -0.000252662 -0.00473227 -0.00055832 0.00273717 0.0025348 -0.000827657 0.00282465 0.00252375 0.00276134 0.00131574 0.000281572 0.00143044 -0.000223486 0.00182016 -0.00111423 0.00120483 0.000597332
internal_weight=458.785 404.493 121.671 282.822 100.62 16.197 261.392 54.2914 21.4292 17.9844 4.2917 29.1312 11.1125 15.8719 21.0515 7.34466 232.261 219.8 17.4432 202.357 183.517 178.23 55.8803 44.0374 36.5234 25.4684 20.8887 12.5256 84.423 70.8479
internal_count=4034 2574 1294 1280 974 423 1098 1460 182 172 65 164 68 152 320 67 934 881 108 773 712 679 215 181 141 111 69 49 551 513
is_linear=0
shrinkage=0.00676168


Tree=106
num_leaves=31
num_cat=0
split_feature=16 13 5 5 9 7 10 0 10 6 2 0 10 3 15 2 9 3 18 16 10 5 3 6 2 16 16 9 15 15
split_gain=38.1554 14.4769 9.71015 9.07573 7.18919 5.84159 6.23027 8.75645 5.78124 7.08191 8.23481 6.34428 6.19872 5.89751 5.2157 4.87132 4.50863 5.64638 4.49604 7.63313 9.57522 4.39528 4.20213 11.4535 4.13746 4.4219 6.52675 5.79224 4.11986 4.04066
threshold=18.594956516900002 95.862351557400004 23.626838821450004 18.393720489900002 226.28914430085004 22.356277907050004 71.015621515800021 96.039789794050009 66.964115113200009 16.455384477450004 198.51835910855002 91.937202686950016 61.966271448700006 93.499196860750018 29.037712645600003 90.745765132650021 66.346857137250012 93.846007959550022 17.323446153950005 16.209962094050002 81.479100559500012 17.679107616400003 81.105404879350019 12.350288562550002 131.42729508740004 22.614947116400003 22.594947163200004 200.95377551580003 23.292710050100002 36.207782793200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 5 -4 -3 -7 -8 9 13 -11 21 -12 24 -13 -16 17 -5 19 20 22 -10 23 -9 -2 26 27 -26 -25 -17
right_child=2 3 4 16 -6 6 7 18 11 10 12 14 -14 -15 15 29 -18 -19 -20 -21 -22 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=-0.003922421549735813 0.0037484744113440533 -0.0049559409497535239 -0.0005682762982032924 -0.0045544953170476325 0.0043670119463640675 0.0037438055409537772 -0.0048446553692287637 0.0018717445177859804 0.0010160654088599683 0.0013035684019369964 0.0016726506324363413 0.0023859955941658269 -0.0063156073068828551 0.00025832727118475871 -0.0033274710604321691 0.0012320799492873959 -0.0032610449513012 0.0038247043842016817 0.0022403966624656522 -0.0032624694926968942 -0.0046620477697580636 -0.0057750649193314893 0.0020322095026169265 -0.0056129150531365512 -0.00070687701490005023 0.0031989431307869218 -0.0029964891489726053 0.0033011496615598986 -0.00033755568076946084 -0.0028915991993373933
leaf_weight=27.566096104681492 45.147641934454441 3.9361803065985432 64.38709750957787 2.1236719768494359 5.3144277036190024 7.2711440846323958 6.2331478577107182 16.332624688744549 2.5174009203910819 73.549783386290073 2.5698975324630728 23.755869969725609 4.3513668105006218 17.592517234385014 6.3053962476551524 26.095458827912811 26.753307087346911 3.6136222928762436 14.397090468555687 11.743612777441738 5.7484909836202851 4.2802102714776993 26.426214724779129 6.4487152546644193 9.2237748578190857 32.355512335896492 5.4689968898892394 17.143545098602772 3.9831256009638309 4.6576219610869876
leaf_count=972 161 62 457 47 13 20 134 70 10 252 9 81 43 71 54 108 614 13 72 151 121 43 84 72 37 102 29 55 30 47
internal_value=0.000399525 -0.00122913 0.00116764 -0.000679222 -0.000191983 -8.39581e-05 0.000110566 -0.000178744 0.00151223 0.00184984 0.000903358 0.000476594 -0.00334953 0.00244988 0.000894264 -6.19914e-05 -0.00255751 0.000723125 0.000163091 -0.000260027 0.000338209 -0.00326006 0.000878603 -0.000260424 0.0028025 0.00213717 0.00105809 0.00189907 -0.00359866 0.00060754
internal_weight=507.294 162.577 344.717 135.011 69.7015 102.52 98.5842 91.313 275.015 207.403 80.471 67.612 6.92126 126.932 60.8143 37.0585 32.4906 5.73729 85.0799 70.6828 58.9392 6.79761 53.1907 26.7645 109.339 64.1918 31.8363 26.3673 10.4318 30.7531
internal_count=4034 2462 1572 1490 470 816 754 734 1102 759 304 343 52 455 290 209 674 60 600 528 377 53 256 172 384 223 121 92 102 155
is_linear=0
shrinkage=0.0040783


Tree=107
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 9 15 6 10 3 6 5 10 16 15 2 2 14 4 15 19 17 16 16 5 9 19 8 9
split_gain=27.0784 11.9762 8.61243 7.62826 10.5895 7.17794 5.26302 5.00743 5.00463 4.8541 4.84838 4.50066 6.38906 5.04191 9.89299 5.02401 4.51322 4.80937 4.48752 5.34365 4.79872 4.45383 4.21711 4.17087 4.7745 4.1652 4.1568 4.53478 4.73219 4.13844
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 38.295222230400007 29.037712645600003 13.200308423050002 71.397382570300024 93.499196860750018 16.455384477450004 22.938948824900006 66.590419433100024 19.974953289850003 29.329759478700002 131.42729508740004 310.17567643235003 391.21225757805007 224.82737758030004 26.384523135650003 12.551012654050002 196.31479727660005 23.044946110900003 22.614947116400003 14.582249945350002 177.77223095870002 14.351157895250003 8.543332867800002 201.61239113610003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 6 5 -5 10 -2 9 21 -6 11 13 -13 16 15 -15 -3 -18 19 20 -8 -1 -17 24 -7 -10 -12 28 -28 -30
right_child=1 3 -4 4 7 23 18 -9 25 -11 26 12 -14 14 -16 22 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0057399420245904335 -0.0068189411051439762 0.0048399413057802106 -0.0058470615380103192 0.00073061447395686831 0.0014967809406342513 -0.00010718344348652076 -0.0052990507511529884 -0.0061132350542118536 0.0042236041827104958 -0.00643324364227554 0.0055259929516970523 -0.00033948024633196597 0.0041150462174767951 0.0048748146092795304 -0.0044181008354350878 -0.0032170539231871028 0.0017339447097678715 0.0056716309747112401 -0.0065315753688816982 0.0028381397143924002 0.0029617401608394516 -0.00043390198045677251 0.0024894284703722907 0.0042204038094164099 -0.0057649108541066784 -0.0060644264792846566 -0.0061520212201079481 0.0010671583358576714 0.0024565195090516917 -0.0050405754827897303
leaf_weight=26.4235515948385 3.3732718173414495 40.282983995974064 11.790261177346109 87.503594789654016 7.5320521071553248 10.513514049351221 5.7791496980935388 10.824734862893818 3.5704460255801669 3.2479127421975136 4.8575733602046958 34.959456399083138 12.981144711375235 14.110425870865585 7.5893702991306773 5.8775357045233276 47.755762189626694 11.271215908229349 2.5382266864180556 16.723450236022472 3.2188939526677132 5.64432637579739 10.809291146695612 3.2334532886743537 7.5229231584817162 1.7115361783653495 5.7441953346133223 55.649392619729042 6.7009156942367536 3.1976331472396851
leaf_count=1046 73 156 422 512 29 68 92 236 13 55 16 156 35 43 58 32 173 48 42 94 13 87 48 10 104 40 34 241 22 36
internal_value=0.000430209 0.000810123 -0.00189175 0.00110929 -0.000108732 0.0015788 -0.000417531 -0.00350826 -0.0040005 -0.000892469 0.00182492 0.00229752 0.000866697 0.00279568 0.00112684 0.00249328 0.00344074 0.00248585 0.000346585 0.00102533 -0.0023439 -0.00480602 0.000479457 -0.00145038 -0.002467 0.000889943 0.000672809 0.000342132 -0.00223716 3.46535e-05
internal_weight=472.938 435.588 43.4233 392.165 109.108 283.057 31.633 21.6047 37.3499 10.78 261.787 185.637 47.9406 137.697 38.3866 30.7973 99.31 59.027 28.2597 25.7215 8.99804 32.0679 16.6868 21.2699 18.0364 5.28198 76.1497 71.2921 15.6427 9.89855
internal_count=4034 2848 736 2112 832 1280 314 320 1186 84 1098 749 191 558 181 123 377 221 241 199 105 1133 80 182 172 53 349 333 92 58
is_linear=0
shrinkage=0.00542213


Tree=108
num_leaves=31
num_cat=0
split_feature=16 13 7 0 7 15 0 5 6 5 16 3 6 6 15 18 15 4 18 19 10 10 10 15 0 3 16 4 7 10
split_gain=28.6382 12.1667 8.50379 8.21689 8.45072 5.54548 5.3585 5.76029 4.8788 4.98838 4.79022 4.63658 4.4424 10.5812 4.39998 8.85406 4.85149 5.58393 6.74813 7.87442 7.96868 7.96272 4.38049 6.36911 4.42351 9.23641 5.2468 4.86736 4.2408 6.01171
threshold=18.594956516900002 95.862351557400004 22.356277907050004 85.732241321850012 22.721067571950005 46.683480308100009 91.394134144600017 20.769304081650002 16.465384711100004 22.783584484750005 22.824946625350005 108.47659710545001 16.525386113000007 16.475384944750001 28.504445985850001 14.053554955550002 27.980927088250002 363.87426917165004 17.323446153950005 12.851036860900001 81.479100559500012 70.389210771400016 68.20618276945001 33.005488016050009 94.047642319350018 84.643415779050017 19.199955102150003 158.18845385165005 19.506002767000002 57.041016153700006
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 6 8 22 -5 -10 -6 12 13 -2 16 -16 17 18 19 20 -4 -21 23 -8 26 -26 -24 -27 29 -3
right_child=3 2 14 5 10 -7 7 -9 9 -11 -12 -13 -14 -15 15 -17 -18 -19 -20 21 -22 -23 24 -25 25 27 -28 -29 -30 -31
leaf_value=-0.0050851760308452546 0.0014530038102995857 -0.0059350700039881819 0.0013062518294319457 0.0031635435868198301 -0.0070988125723752092 -0.002125884076962058 -0.0077183293859498583 -0.005641399767909506 0.00025066725088805571 0.0033242751011209526 0.00047916313147363944 -0.0042235532799370385 0.002186451947335754 -0.0094061707632637648 0.00565315387673052 -0.0054393414600831915 0.0065192089497749786 -0.0067246401439952381 0.0042477479656674831 0.0051074095155396329 -0.0061899487334326781 -0.0053501837262245888 0.0058636935684454666 0.0023591113308692587 0.0025566693074326294 0.0034172065145621363 0.000553826100893788 -0.0059570767390842352 -0.0052697468262974312 0.0038247057849500462
leaf_weight=22.966466316953301 9.8396974410861713 3.2954231984913376 52.064855374395847 120.83987503871322 7.5307838842272741 9.8953470662236196 3.8438826762139788 4.0614277683198443 44.468006201088428 24.450560003519058 3.7249502316117287 5.3214713241904965 34.763768009841442 3.6848556622862807 2.7298779040575019 10.119677277281879 3.6372977606952182 3.4638619273900977 11.497224025428293 2.5979965329170218 4.6121597569435826 13.373094670474527 12.374205067753794 3.65590950101614 18.054717645049099 2.093395382165907 10.096231218427418 7.8991341851651669 16.348534958437085 4.4076913520693779
leaf_count=972 46 111 268 447 100 70 38 44 188 72 29 95 152 35 7 224 10 71 44 8 116 193 37 15 67 7 45 85 418 20
internal_value=0.000545945 -0.00142155 -0.000764956 0.00145629 -0.000285271 0.0018879 0.00204561 0.000651623 0.00250165 0.00134111 -0.00459097 0.00061874 0.00115237 -0.00150565 -8.81328e-05 -0.00308275 0.000333577 7.67657e-05 0.000356747 -0.000259039 0.00069624 -0.00364906 0.00109216 -0.0028059 0.00167086 0.000223115 0.00347791 -0.0039932 -0.00369426 -0.000350565
internal_weight=477.712 151.114 128.148 326.598 64.8655 261.733 251.837 62.0789 189.758 68.9186 11.2557 53.6098 48.2883 13.5246 104.096 12.8496 91.2465 87.6092 84.1453 72.6481 56.677 15.9711 58.0175 7.49979 50.5177 28.0472 22.4704 9.99253 24.0516 7.70311
internal_count=4034 2462 1490 1572 457 1115 1045 338 707 260 129 328 233 81 941 231 710 700 629 585 384 201 294 53 241 159 82 92 549 131
is_linear=0
shrinkage=0.00546599


Tree=109
num_leaves=31
num_cat=0
split_feature=13 3 7 7 7 17 5 5 10 15 10 3 9 9 18 13 2 19 16 13 2 7 16 0 2 12 9 7 3 6
split_gain=11.8097 4.81783 4.59252 5.56775 4.98536 7.30483 4.22874 4.20094 6.55121 4.38481 4.83495 8.40254 4.12229 4.85548 3.57361 3.54356 3.62367 3.50329 3.33522 3.18062 4.78216 3.01113 3.76434 7.88414 3.21658 5.13703 3.89945 12.6163 4.35307 3.15919
threshold=98.050756475600011 103.48681881535002 19.716522186550005 21.725272673150005 20.861906850000004 172.24349499320002 29.026000224750003 29.996566321350006 60.613977009100005 46.683480308100009 70.206395618550019 84.812788641250009 209.21153814325001 212.96061447425004 14.118140587000001 116.35915634395 319.18044405035005 10.550851274900003 16.079962398050004 116.72209819155002 93.57193670880001 22.105125139000005 22.704946905950003 85.667718326750006 108.24034454255001 121.36065266065002 186.68586460755003 23.109894804950002 93.394346993650018 16.545386580300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 2 -2 4 5 -4 -3 8 -5 10 21 -12 18 -14 -13 -8 19 -15 -1 -17 -21 -10 23 29 25 -25 -26 28 -28 -23
right_child=1 6 3 7 -6 -7 15 -9 9 -11 11 14 13 17 -16 16 -18 -19 -20 20 -22 22 -24 24 26 -27 27 -29 -30 -31
leaf_value=-0.017548327715663142 0.014607984237716356 -0.01879400330671617 -0.014917668645500606 -0.021386225840128743 -0.016248509956808644 0.017836260771931092 -0.02098163148188073 0.019241030329168737 -0.0094149985830425924 -0.0076366892803543668 0.0012450327180517627 0.0077640553639126446 0.020790891178494243 0.0089860937968099502 -0.019640522448553584 0.019555794278415986 -0.019054371451261147 -0.020530783363263562 0.0057195637698703068 0.023997302345771097 -0.019269397577134029 -0.023547708375149107 0.013201080717618522 0.0044169799693594526 0.012277266076783202 0.014603573347985737 -0.0018810479795552842 0.0045336376541221402 -0.017232151319045048 0.0010212331047730887
leaf_weight=14.992465126328176 8.0585298109799606 5.7219837186858085 3.6454924559220698 3.2966964170336714 8.8176994975656253 3.9996799696236849 1.9842881495133031 4.0484679825603953 4.5204445347189894 11.92839027289301 89.965999244712293 1.5946554448455561 2.2290823161602011 1.8334294361993668 8.1172580774873477 3.7331633791327459 1.5674688983708618 2.920106896199286 1.9499483797699202 1.129339247941971 1.952775355428457 4.0105820521712294 12.762317694723604 47.560092654079199 11.20609927177429 19.573105908930302 9.9231815338134783 94.313848987221718 10.810880590230225 2.310430932790041
leaf_count=979 38 242 77 45 146 18 78 13 23 125 682 10 26 45 252 11 30 102 34 2 59 57 40 215 37 95 43 434 65 11
internal_value=0.000991267 0.0017157 0.00211565 0.00182998 -0.00767286 0.00221801 -0.00724485 0.00229567 0.00208897 0.00232449 0.00269971 -0.000351488 -0.0104105 0.000410719 -0.0151408 -0.0008704 0.00389015 -0.00914618 -0.0148704 0.00916724 -0.00341574 0.00410132 0.00438889 0.00382575 0.00442694 0.00738695 0.00285301 0.00193506 -0.00988522 -0.0145674
internal_weight=400.478 376.553 360.464 352.405 16.4629 7.64517 16.089 335.942 331.894 328.597 316.669 99.6779 23.925 6.98262 9.71191 10.367 8.38275 4.75354 16.9424 6.81528 3.08211 216.991 212.471 199.708 193.387 67.1332 126.254 115.048 20.7341 6.32101
internal_count=4034 2848 2426 2388 241 95 422 2147 2134 2089 1964 944 1186 173 262 180 102 147 1013 72 61 1020 997 957 889 310 579 542 108 68
is_linear=0
shrinkage=0.0167361


Tree=110
num_leaves=31
num_cat=0
split_feature=16 13 5 3 16 9 13 18 6 19 6 4 10 7 10 0 15 10 17 5 0 17 0 9 5 6 4 13 2 16
split_gain=42.6349 15.5406 9.91095 9.80215 7.58949 13.7874 8.89896 6.19928 7.35152 9.92824 7.1418 6.93855 6.27546 6.78383 6.19573 7.14975 6.75779 6.70168 6.16108 7.78305 8.2679 5.78877 5.71174 5.57808 10.1012 5.49 5.34086 4.78417 4.16552 6.591
threshold=18.594956516900002 95.862351557400004 18.393720489900002 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 17.323446153950005 13.65531905435 13.051052998800001 12.26528657645 286.25887787650009 81.479100559500012 22.356277907050004 66.590419433100024 90.407470010750018 46.683480308100009 65.611820673600008 181.79266834725004 20.769304081650002 91.937202686950016 200.26331585350002 85.121961326250016 186.68586460755003 30.284449345300001 16.465384711100004 288.78964636655002 117.61735474900001 131.42729508740004 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 7 14 5 6 26 8 10 -10 11 12 13 -3 15 16 17 25 -16 20 -20 -15 23 -6 -25 28 -5 -18 -2 -30
right_child=3 2 -4 4 22 -7 -8 -9 9 -11 -12 -13 -14 21 18 -17 27 -19 19 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0039571212202778924 0.0035990629659487486 -0.0048763616729668516 -0.0026786702322433597 0.0023496940971522288 0.0033626278601654185 -0.0055541849363161871 -0.0039027485702337618 0.0022548397276273111 0.0014815894769153841 -0.0048185027104009218 -0.0043083791258447593 -0.0047512130589171236 -0.0044863545094309459 0.0024424886791859983 0.0042588783219822211 0.0043850357487010619 -0.0039232242583646043 -0.001827044644940557 -0.0035496802010416 -0.0046542749832482085 0.0010982519608524067 -0.0027410161509185088 0.0041413113806835272 -0.0038446300188395188 0.0033074391122185809 0.0011156189936305744 -0.0026816017625389279 0.0019103311213773779 0.00047956721319119492 0.0031292086106698477
leaf_weight=29.695734206587076 41.602300748229027 3.1049019861966434 32.504838149994612 17.345340106636293 6.3745608329773011 9.7165785375982505 7.1071488782763472 15.593919485807417 36.011789999902248 4.6701063364744178 11.971970256417988 5.8905871566385022 4.3366769328713408 19.753689819946889 6.6221925020217887 17.515471309423447 5.9062613770365697 7.8395802378654471 7.1685313805937758 5.1477160453796378 53.758817050606012 4.343619178980588 8.7025679945945722 8.9011184088885766 5.1530171334743491 67.788109116256237 4.3642779923975459 3.8301860615611076 28.149381034076214 34.570485651493073
leaf_count=972 145 49 674 65 17 124 99 72 125 74 132 111 106 99 18 50 53 35 50 47 240 48 22 76 14 243 48 14 104 108
internal_value=0.000393367 -0.00128896 -0.000715561 0.00120595 -0.000182592 -0.0013664 4.5653e-05 -0.000111736 -0.000521403 0.000758366 -0.00157529 -0.000701097 5.53519e-05 0.000779408 0.00154163 0.00189989 0.00167042 0.0018489 0.0005205 0.000145832 0.00055139 0.00150814 0.00138329 0.000208386 -0.00122229 0.00201634 0.00133825 -0.00162838 0.00260162 0.00194002
internal_weight=515.441 167.878 138.182 347.564 67.6646 38.5333 28.8168 105.677 90.0833 40.6819 49.4014 37.4295 31.5389 27.2022 279.899 207.202 189.686 179.95 72.6973 66.0751 60.9273 24.0973 29.1313 20.4287 14.0541 172.11 21.7096 9.73645 104.322 62.7199
internal_count=4034 2462 1490 1572 465 336 212 816 744 199 545 413 302 196 1107 752 702 635 355 337 290 147 129 107 90 600 113 67 357 212
is_linear=0
shrinkage=0.00406533


Tree=111
num_leaves=31
num_cat=0
split_feature=16 13 7 3 10 6 15 2 13 16 10 6 15 18 10 16 17 3 19 17 5 9 16 5 9 15 2 3 18 16
split_gain=36.7797 13.2408 9.73748 9.55483 6.51652 7.08003 9.07734 5.94769 7.18612 6.45455 5.8976 7.97611 5.89311 9.98796 5.82811 7.22078 11.4982 5.08894 12.0528 7.54622 4.84907 9.263 4.77316 4.77075 4.74329 4.31773 8.33949 4.86768 5.69405 4.28857
threshold=18.634956423400002 95.862351557400004 22.356277907050004 93.499196860750018 66.590419433100024 16.455384477450004 45.169600924000008 315.94243452415003 116.72209819155002 21.094950670800003 62.025417527550012 16.535386346650004 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 81.105404879350019 11.950964240300001 180.29620661735001 29.996566321350006 208.27565494345001 19.974953289850003 13.716117217950002 204.27826083785001 30.046989284200006 90.745765132650021 86.589859465500012 14.773181214800003 22.744946812400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 6 -2 8 -5 -10 -7 -12 14 -14 -4 17 -17 18 19 23 21 29 25 -16 -24 -6 -27 28 -28 -11
right_child=3 2 12 7 22 10 -8 -9 9 20 11 -13 13 -15 15 16 -18 -19 -20 -21 -22 -23 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0054314868787925814 0.0041434183169176556 -0.004152653194463867 0.004488786816929673 0.0048478567795961726 0.0029817751558955147 0.0034745852573201124 -0.0025848407943368347 -0.0068707870189578775 -0.0065480885919054063 -0.00027416945024313975 -0.0050908290414617644 0.0014599643440837218 0.0069405961490064533 -0.005994261110443648 0.00191506298946228 -0.0046013615745728858 0.0041886054379689916 0.0028934163144920442 -0.0061501949583305194 0.0037902667495748003 0.0051707497156298302 -0.0076257182372342002 -0.0080341390541393918 -0.0065764946976397095 0.0002640236806535935 -0.0080251305033292725 -0.0054641735425333612 0.0055873181963370967 0.00163940399662817 0.002966279065070711
leaf_weight=25.273697281256318 107.57534189522266 24.917213404551148 9.7333564832806569 11.198606871068476 29.528011649847031 20.626446269452572 6.9721421524882308 3.6758830584585658 4.6672737598419181 58.378814874216914 8.7208884209394473 19.962259285151958 2.362309217453002 11.151693593710659 3.9173508733510989 21.261484881863002 6.2993017584085456 25.237196477130055 9.0413199700415117 16.647534877061844 6.318215198814868 4.9199243150651446 3.641415633261202 4.8173308242112398 5.8839077651500702 3.7971127815544632 5.1512200646102491 5.9180092662572852 12.943216200917957 17.2853012830019
leaf_count=972 372 550 35 36 104 59 46 52 93 297 60 71 6 224 19 300 27 84 103 56 16 52 38 101 28 44 49 15 63 62
internal_value=0.000615492 -0.00163461 -0.00092582 0.00168768 0.00234108 0.00295455 0.00373389 0.000271416 0.000526883 -1.55542e-06 0.00114412 -0.000531754 -0.00019798 -0.00373319 0.000294774 -0.000173251 -0.00259232 0.00094426 -0.00048474 0.00153333 0.00035004 -2.79288e-05 0.000837673 -0.00276818 -0.00290826 0.00145997 -0.000155865 0.00108851 -0.00038288 0.000466104
internal_weight=497.824 160.66 135.386 337.164 230.72 163.857 114.547 106.444 102.768 91.5695 49.3096 28.6831 110.469 13.514 96.9549 87.2215 27.5608 59.6607 34.4235 25.3822 86.9023 80.584 66.8629 8.73468 9.52532 57.3376 27.8096 24.0124 18.0944 75.6641
internal_count=4034 2477 1505 1557 949 608 418 608 556 520 190 131 955 230 725 690 327 363 279 176 427 411 341 120 66 275 171 127 112 359
is_linear=0
shrinkage=0.00571439


Tree=112
num_leaves=31
num_cat=0
split_feature=13 16 6 15 18 13 16 17 12 12 10 9 3 19 17 5 0 6 7 4 7 15 15 10 8 16 0 16 7 16
split_gain=11.8403 5.46074 4.79041 3.89394 6.63958 4.95285 4.41355 4.95829 3.97397 4.24571 3.87753 3.38417 3.56435 7.9438 3.66302 3.49274 3.35456 4.28872 3.78506 3.6321 3.55132 5.83149 4.50159 4.08983 6.35891 6.02888 4.86373 6.24817 6.95539 4.17606
threshold=95.862351557400004 18.684956306450005 15.51536251395 29.037712645600003 14.053554955550002 108.49810477050001 15.584963555600002 236.15709471040003 167.80616279730003 144.57070813310003 75.408562100950022 63.789425898000005 81.105404879350019 11.850956171350001 180.29620661735001 13.716117217950002 85.995710218650018 16.375382608200002 22.721067571950005 183.52566960905003 23.109894804950002 40.042228346200012 38.884669609800007 66.590419433100024 8.9430209551500024 22.454947490600002 96.163458868000006 18.754956142750004 24.385896469550001 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 6 11 8 9 10 -8 -2 13 14 15 -13 17 19 -18 -3 21 22 -20 24 25 -22 27 -25 -29 -27
right_child=1 16 -4 4 -6 -7 7 -9 -10 -11 -12 12 -14 -15 -16 -17 18 -19 20 -21 23 -23 -24 26 -26 29 -28 28 -30 -31
leaf_value=-0.017807661335110275 -0.024736918625593168 -0.035404383422014143 -0.017780437771648529 0.018801611627333084 -0.01953128623414065 0.01587254496144366 -0.025985818575501571 0.012058113540972601 -0.024387751471321391 0.0082815885058900654 -0.00058543481002597503 0.007342505368248875 0.0091218217977184178 -0.017570972878319019 0.012890777156853822 -0.023658031605553621 0.012549021662027593 0.0013883825299209193 -0.0054044347627677999 -0.0021280957416211976 0.018155163999403031 -0.022963421986329269 0.018793092194524054 0.016652227587952449 -0.016935859824042637 0.0026224822767081865 0.010613499219843192 -0.00029213649822249323 -0.02204878577477281 0.014655653860475782
leaf_weight=13.838325697928665 1.9286040877923358 2.6548328325152388 7.805097457021474 2.4962821863591662 9.8842150727286917 8.6476308628916723 5.5093053830787628 4.7599288672208777 7.2538008578121653 6.047137673944234 5.1089281374588609 3.5631778724491658 26.339617189951241 9.2505060639232379 12.370750598609446 2.9138351762667298 26.150189645588398 79.050390808843076 10.520310625433924 3.1792401159182191 22.935703083872795 5.3879396244883528 5.0038460642099372 5.2954559512436381 4.4218686223030081 50.027510996907949 13.670546285808085 17.772077471017841 10.200882932171224 17.057940945029259
leaf_count=972 55 21 357 9 244 34 132 27 171 52 72 19 116 114 46 96 104 532 47 30 116 33 16 25 24 237 44 109 109 71
internal_value=0.00128051 0.0019627 -0.00190119 -0.000732769 -0.0118022 0.000729933 -0.000809803 -0.00751708 -0.0114125 -0.00576494 -0.0137645 0.00260284 0.00357142 -0.00163159 0.00619148 -0.00660381 0.00357254 0.000105953 0.00513406 -0.0172707 0.0039393 -0.00413847 0.00239507 0.0051341 0.00765228 0.00886006 6.74177e-05 -0.00426614 -0.00822612 0.00568218
internal_weight=401.046 387.208 113.879 106.074 12.3805 93.6932 85.0456 28.6791 23.9192 16.6654 10.6182 56.3665 54.4379 28.0983 18.8478 6.47701 273.329 84.8845 188.444 5.83407 162.294 20.9121 15.5242 141.382 94.443 90.0212 46.939 33.2684 27.973 67.0855
internal_count=4034 3062 1544 1187 253 934 900 454 427 256 204 446 391 275 161 115 1518 583 935 51 831 96 63 735 448 424 287 243 218 308
is_linear=0
shrinkage=0.0210015


Tree=113
num_leaves=31
num_cat=0
split_feature=16 13 5 7 9 10 5 16 6 2 6 15 18 10 16 17 0 3 7 10 17 16 15 6 2 13 7 15 16 12
split_gain=32.6729 13.9473 8.86793 8.19711 6.44141 5.79679 8.40463 7.26025 6.54794 8.01167 5.77947 5.19346 9.71376 7.11291 7.18807 9.08107 5.50913 5.18636 5.04503 6.9193 4.67752 4.10586 3.85328 6.87505 3.79602 3.77882 6.34538 7.16491 8.00965 3.75354
threshold=18.634956423400002 95.862351557400004 23.626838821450004 22.356277907050004 226.28914430085004 66.964115113200009 20.769304081650002 19.974953289850003 16.465384711100004 198.51835910855002 15.035351298550003 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 103.33357670195001 93.499196860750018 19.506002767000002 57.041016153700006 168.81379805985003 22.614947116400003 39.883592142850006 16.565387047600002 131.42729508740004 109.46594969745001 25.335171910400003 27.437241680050004 18.734956189500004 96.720516239650024
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 -4 8 7 25 17 22 -9 13 -13 -5 16 -16 20 24 19 -3 -15 -19 23 -10 -2 26 27 -7 -29 -25
right_child=2 3 4 11 -6 6 -8 10 9 -11 -12 12 -14 14 15 -17 -18 21 -20 -21 -22 -23 -24 29 -26 -27 -28 28 -30 -31
leaf_value=-0.0047866259213479529 0.0044254095553359803 -0.0054715506865829749 -0.00072969895642688526 0.0042795143254180214 0.0052464632358444228 0.0031559154932266817 -0.0068241630437351842 0.0019705114629116247 -0.0021258912486422973 -0.0046078459525200101 -0.0071866104716460768 0.0061360087911218608 -0.0052314754263187626 -0.0030569089197105062 -0.0039626153147589178 0.0031232656322901912 -0.0058270370264917083 0.0027197454487223084 -0.00491057790475476 0.0040324622104212487 0.0016524563606923099 -0.0021135596696526381 0.0030736965644245066 0.0040457406580046758 0.0025237696866811103 0.003286187925834347 0.0032073718453451633 0.0030062613187491712 -0.0061197790669759054 0.00036892991739456027
leaf_weight=25.779826803132892 45.383013725280762 3.3964171186089542 60.356935139745474 10.013544967398046 4.9446214884519568 5.846372038125998 3.7786900885403147 2.806671015918254 15.237353749573229 5.8951494693756095 4.6236935034394264 2.3307704776525489 10.423777136951683 5.993635853752493 20.558682834729556 5.8977493196725836 3.031620353460311 9.2151273041963595 16.829943209886551 4.5301604531705379 49.330579299479723 8.6193775907158834 25.196573153138161 13.079211466014387 64.26692570745945 20.266811646521091 12.754395477473734 3.3575313687324515 8.8882105313241464 15.225895918905733
leaf_count=972 165 111 456 35 13 19 43 12 68 48 42 6 224 99 300 27 53 30 419 20 211 42 72 40 232 63 38 12 100 62
internal_value=0.000481946 -0.0013993 0.00138403 -0.000739434 -0.000277185 0.00179426 0.000452077 0.000921721 0.00220811 0.00102396 -0.00372769 -0.000138442 -0.00315418 0.00026719 -0.000206534 -0.00238301 0.000780201 0.00290136 -0.00335107 -3.98618e-05 0.00114226 0.00038382 0.00150695 0.00060032 0.00331084 0.00159761 0.000488174 -0.00142878 -0.00361761 0.00206791
internal_weight=487.859 158.117 329.743 132.337 65.3016 264.441 62.3224 58.5437 202.119 74.6342 7.43036 107.58 12.7545 94.8258 84.8123 26.4564 58.3558 127.484 24.7565 7.92658 55.3242 17.8345 68.739 43.5425 109.65 51.1133 30.8465 18.0921 12.2457 28.3051
internal_count=4034 2477 1557 1505 469 1088 329 286 759 290 54 955 230 725 690 327 363 469 550 131 310 72 242 170 397 232 169 131 112 102
is_linear=0
shrinkage=0.00503385


Tree=114
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 15 10 8 9 5 0 16 16 8 6 0 5 17 6 2 4 4 5 15 17 16 19 4 4
split_gain=21.9274 10.3868 6.79366 6.13746 10.2294 6.68673 4.98989 5.1767 4.93383 4.50601 4.35406 5.22742 4.55207 5.84839 4.25605 6.18983 4.23462 8.71628 4.39548 4.15887 3.98445 5.67742 6.58572 3.9765 5.12356 5.67909 3.95507 8.12858 3.64961 4.05493
threshold=98.255079293500017 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 29.037712645600003 71.397382570300024 8.8430989333000021 38.295222230400007 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 9.3427090425500019 16.645388916850006 97.878695155250014 14.050239455300002 189.72181505755 13.200308423050002 309.00014058725003 309.28270023145006 310.84398244705005 15.904541771600002 24.006097767650004 183.49170501290004 19.199955102150003 13.751109481500002 376.36865522600004 224.82737758030004
decision_type=2 2 2 2 2 2 2 2 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 9 5 16 8 7 -6 20 -2 -7 12 13 -12 15 -10 23 -18 -19 -1 21 26 -23 -5 25 -25 -3 -28 29 -11
right_child=1 3 -4 4 6 10 -8 -9 14 28 11 -13 -14 -15 -16 -17 17 18 -20 -21 -22 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0065643057147779654 -0.0102546151414564 0.0065472099897736389 -0.0084291839180345839 0.0091811513771277321 0.0024414449815070034 -0.010571964859052381 -0.0089227281120441322 -0.0095370165705274818 -0.00027945097612883839 -0.0032979159591490057 0.0014005381557864775 0.0090414588947968257 0.0060484920029781463 -0.0097567266785284473 0.0018658192937687521 -0.012915017895527786 0.003193410588884327 -0.010793095701141049 -0.0020907571424660515 0.0015724737575690442 0.0073567653818559777 -0.010977215680360931 0.00088385074409297185 0.0033791543446433647 0.0040144412603441895 -0.0092616853669565229 -0.0070169036338711107 0.002989595824570584 -0.0092575606060939127 0.0036481300508403891
leaf_weight=29.03932529501617 2.8260911330580738 18.345006570219994 9.8182721473276597 5.7479478269815436 7.3827468752861041 3.2037824019789722 10.296362617984412 3.2350185886025429 7.3628366813063639 8.0829427652061039 5.3524249009788054 2.9432208463549605 3.0971137881278983 6.4694424830377102 17.2318608276546 3.5984591878950596 21.982353392988443 4.4026358909904983 20.320984173566103 4.5268549006432286 11.963164888322352 3.7143545597791698 13.621991723775862 4.3547597527503985 22.950563196092844 4.5113470256328583 5.2137906104326239 173.03602880612016 2.2854026369750491 14.896979432553051
leaf_count=1149 66 61 422 15 29 40 236 55 32 104 32 6 10 94 96 36 123 51 184 53 53 50 58 13 91 27 33 679 43 93
internal_value=0.000673282 0.00116606 -0.00277524 0.00155891 -6.33736e-05 0.00217907 -0.00500616 -0.00120815 0.00253349 -0.000799122 -0.00209583 -0.000575541 -0.00247279 -0.0047052 -0.000580998 -0.00442755 0.00116332 -0.000424049 -0.00364042 -0.00546695 0.0029222 0.00267422 -0.00165741 0.00313697 0.00204504 -0.00305289 0.00305619 0.00269691 0.000258536 0.00120493
internal_weight=451.814 418.248 37.9097 380.338 105.185 275.153 20.9141 10.6178 254.087 28.0914 21.066 17.8622 14.919 11.8219 28.1932 10.9613 84.2706 46.706 24.7236 33.5662 225.894 213.931 17.3363 37.5646 31.8167 8.86611 196.595 178.25 25.2653 22.9799
internal_count=4034 2832 728 2104 824 1280 320 84 1098 306 182 142 136 126 164 68 504 358 235 1202 934 881 108 146 131 40 773 712 240 197
is_linear=0
shrinkage=0.00789597


Tree=115
num_leaves=31
num_cat=0
split_feature=16 8 9 10 8 9 0 16 10 19 16 10 5 3 15 2 18 17 17 2 7 5 15 15 13 5 8 10 0 8
split_gain=11.9127 5.4145 5.1346 4.44411 3.91656 3.81485 6.35573 7.93152 4.82384 7.13836 6.5629 5.07956 4.36384 5.96311 3.83826 5.29726 3.54387 4.02481 3.5981 3.53918 4.78454 7.27551 3.65981 3.1542 3.87991 2.96822 3.62632 2.89609 2.86552 2.83759
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 72.378669787950017 7.6440346712000009 186.68586460755003 85.732241321850012 22.664946999500003 64.407391431150018 14.551174033150001 22.494947397000004 62.837331883000012 29.996566321350006 94.972471916200007 34.139075990150012 76.243484112200022 18.273715221050001 205.83789591070004 205.32027903760002 101.78954948125002 23.109894804950002 21.850554661550003 46.683480308100009 18.019770707250004 95.862351557400004 19.925387549600003 8.4434108459500017 61.987779113750001 86.643628628100018 9.4426310644000022
decision_type=2 2 2 2 2 2 2 2 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 -1 14 7 -7 10 16 28 19 13 -9 -3 -16 17 18 29 -12 -21 25 -23 24 -6 -22 -27 -24 -8 -10
right_child=1 5 -4 -5 23 6 8 12 9 -11 11 -13 -14 -15 15 -17 -18 -19 -20 20 21 22 27 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.015259174320895127 0.0011092646578943273 0.012806328422461976 -0.015479019723189165 -0.015618200186564922 -0.015402406556597586 -0.018275286833797963 0.0015421072875202676 0.0041924060981412738 0.00082913217611446253 -0.022564680225043838 0.0085769469907956385 0.013862570742924341 0.011140251254300912 -0.014678326630116837 -0.0083398036453465555 0.0067531025748412965 0.015940415164070004 -0.0046931440973014046 0.01696176809835704 -0.0059907979216258355 0.0066741670541798142 0.0074776157153976803 0.0065170849066919804 -0.01798764279407853 0.00745008864581897 -0.0032576739375554061 -0.018932100029908024 -0.011677591487392119 0.014299314951315466 0.014854693309839821
leaf_weight=11.856616348959507 24.297892190515999 13.118905656039713 6.7216533366590729 3.9630032302811733 2.1756502091884595 7.3337287930771735 4.8308568224310902 7.753868209198119 110.02289228606969 2.8517705574631682 14.108837418258188 8.1212822422385198 5.1608655154705039 6.6933649033308029 6.532850548624995 21.105926517397165 3.2569950409233561 26.239808158949018 3.2045851908624163 18.194955170154572 3.5512962490320232 38.199830561876297 3.360290750861167 2.3306685173884025 5.9597145952284336 9.9238299205899221 4.6501006707549086 4.2509171888232231 17.318724028766155 3.1840663738548747
leaf_count=826 214 70 414 224 130 131 19 41 793 19 48 41 16 71 34 81 26 258 11 94 13 134 13 59 30 51 34 39 90 10
internal_value=0.000902034 0.00151611 -0.00397303 -0.00123641 -0.00949508 0.00207599 0.00150871 -0.00528074 0.00217322 0.000385175 0.00427572 0.00273885 -0.000420576 -0.00455035 0.00628232 0.00318566 0.000833728 0.000488815 0.00165686 0.00180017 0.000636023 0.00252188 0.0056297 -0.00296512 0.00133862 -0.00533305 -0.00825891 -0.00364478 0.0115169 0.00122362
internal_weight=400.276 377.953 34.9825 28.2609 22.3226 342.971 302.213 26.9418 275.271 148.76 126.511 104.361 19.6081 14.4472 40.7577 27.6388 145.908 142.651 116.412 96.2401 82.1312 63.9363 45.811 10.466 8.13536 18.1252 14.5739 7.61121 22.1496 113.207
internal_count=4034 2989 852 438 1045 2137 1952 259 1693 1117 576 467 128 112 185 115 1098 1072 814 426 378 284 186 219 160 98 85 52 109 803
is_linear=0
shrinkage=0.0146468


Tree=116
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 15 6 18 9 4 2 4 4 8 8 6 16 16 4 15 16 19 17 6 2 16 0 6 0 5
split_gain=16.723 7.40573 6.14663 4.98577 9.46642 5.68078 4.36834 6.75818 4.26384 4.25803 4.08507 4.21416 5.64031 3.91963 3.95283 6.30942 3.82814 4.66694 3.78614 4.31277 3.76695 6.88738 3.83432 3.68331 3.51994 3.38163 5.88999 6.60872 3.24978 7.28474
threshold=98.255079293500017 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 46.074827201850006 14.745344522600002 14.493864790000002 38.295222230400007 376.36865522600004 310.17567643235003 309.28270023145006 310.84398244705005 8.8430989333000021 9.3427090425500019 16.645388916850006 23.044946110900003 22.614947116400003 224.82737758030004 26.384523135650003 19.199955102150003 13.751109481500002 183.49170501290004 13.200308423050002 87.785991390250018 22.744946812400002 85.667718326750006 16.535386346650004 97.878695155250014 13.955288807050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 2 8 5 28 10 -6 -8 -2 18 11 13 -13 20 15 -15 17 -7 19 -10 -3 -22 24 -1 -23 26 27 -24 -5 -30
right_child=1 3 -4 4 6 16 7 -9 9 -11 -12 12 -14 14 -16 -17 -18 -19 -20 -21 21 22 25 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0068187961472429481 -0.011157485224604868 0.0068047179332744907 -0.0090511357193556047 0.0030903760147440542 -0.0085040168255004107 -9.9397593819406418e-05 0.0064221602779177371 -0.010967051301748788 -0.008220487081958442 -0.010190349255503632 0.0075354364242380366 -0.011804409572319579 0.00053299104689993209 0.00029313653468976978 0.0021249326862555571 -0.013906492161478346 0.0064614514333444419 -0.0092710223184654002 0.004227637943125015 0.004828671483971491 -0.0071468807351610653 0.0023003751554919066 -0.01354047267139712 0.0018458637744330928 -0.0086180663755704764 0.0081857644637895119 0.0032713877142948066 0.0040387003763374891 0.0035364938821428838 -0.0033863669558367427
leaf_weight=24.857595204375688 2.5491219973191646 17.390908852219582 8.2363182762637717 36.199251133948565 12.452783651649954 9.8437546547502333 4.3922793455421916 2.6077504390850663 4.7818597545847359 2.4726868774741879 11.212366692721842 3.3040582016110447 15.164340138435362 6.4420272186398524 15.719940487295387 3.5553891137242317 3.1036323904991141 6.9153876882046452 14.518110048025845 3.0287764929234982 5.1221837624907485 4.8251650556921941 3.2984453439712516 4.1985566169023505 3.916230320930481 9.4775418862700445 142.8118052482605 2.9804364070296288 19.821797844022512 25.373350325971842
leaf_count=1149 66 61 422 146 253 68 16 51 91 43 56 50 69 28 88 34 10 104 93 13 33 20 30 53 22 24 573 10 116 242
internal_value=0.000701679 0.0011553 -0.00257101 0.00151769 -0.000101585 0.00213371 -0.005464 -5.59156e-05 -0.000619595 0.000463502 0.0024902 0.00224846 -0.00167421 0.00258457 -0.000550242 -0.00475669 -0.00226742 -0.00388392 0.00164331 -0.00316034 0.00300928 0.00262649 0.0029257 -0.00556677 -0.00259119 0.00322983 0.00291479 -0.00519606 0.00118 -0.000350122
internal_weight=430.574 401.518 35.5869 365.931 100.847 265.084 19.4528 7.00003 27.3506 24.8014 245.221 234.008 18.4684 215.54 25.7174 9.99742 19.8628 16.7591 22.3287 7.81064 189.823 172.432 167.31 29.0562 8.7414 158.568 149.091 6.27888 81.3944 45.1951
internal_count=4034 2832 728 2104 824 1280 320 67 306 240 1098 1042 119 923 150 62 182 172 197 104 773 712 679 1202 42 637 613 40 504 358
is_linear=0
shrinkage=0.00855644


Tree=117
num_leaves=31
num_cat=0
split_feature=16 13 6 5 9 16 17 10 7 12 6 10 0 0 13 15 12 5 6 19 17 6 0 5 19 2 6 2 10 10
split_gain=23.4727 11.2179 6.79989 6.57752 5.60425 4.90177 6.74641 6.9515 5.12996 5.68286 5.05367 3.95412 7.3106 6.17918 6.57356 4.13755 6.10174 3.92024 6.14297 10.3341 5.31618 4.69881 4.89231 4.09989 3.9163 6.16526 3.72767 7.57504 5.36246 5.18961
threshold=18.634956423400002 95.862351557400004 15.51536251395 23.626838821450004 226.28914430085004 15.584963555600002 236.15709471040003 71.015621515800021 22.356277907050004 203.99417607120003 11.075258771650001 66.964115113200009 91.937202686950016 90.407470010750018 113.97180552410002 30.046989284200006 115.02544258150002 13.058770361550001 13.65531905435 11.850956171350001 180.29620661735001 13.78532209185 97.674372337300014 13.716117217950002 12.551012654050002 115.72920527990001 16.455384477450004 198.51835910855002 61.950140699950005 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 -1 5 11 -5 10 7 8 -7 -10 -3 13 -13 14 -2 -14 -17 -12 19 20 23 -20 -23 -19 25 -9 29 -28 -29 -16
right_child=3 2 -4 4 -6 6 -8 24 9 -11 17 12 15 -15 26 16 -18 18 21 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.005584131230483967 -0.0036177781387553209 -0.0071556540611191124 -0.0055083442724323649 -0.00084486079346080987 0.0061592283225178641 -0.0046801097859592126 0.0039253186047473985 0.0068079237759330951 0.0047530611601705056 -0.0051522717989580819 0.0061098503011107804 -0.0053675296615378872 0.0029623348693607163 0.0059379965457531988 -0.0030830625138160163 -0.0082577260587446619 0.00066840267412156501 0.0019843499639842577 0.0069852722096220531 -0.0078891574682204701 0.0037461265354130514 0.0028249512658109128 -0.0035053914971757299 -0.0067446019413721922 -0.0054314867390094536 -0.0073354663205663527 0.0018188101842897722 0.0023342849189301332 -0.0092152818395942106 0.0033924231211505834
leaf_weight=21.075544521212578 7.3793018311262122 2.8410613909363738 10.376450020819901 56.952734630554914 4.5357009246945372 5.1089136265218285 6.7061848267912856 2.6132104992866543 9.5700436942279321 2.7397994697093955 5.2847087606787673 6.8558893129229537 26.78215129300952 15.851031400263308 4.8031767420470706 3.2121568918228176 22.852601978927851 3.5620163418352657 6.6454979330301311 6.9109259378164998 10.124765411019323 17.646442541852597 6.0216739028692237 4.4519691076129675 23.758342888206244 2.0015851072967052 69.053867124021053 2.3071395903825751 4.1155443638563156 86.814785927534103
leaf_count=972 36 52 354 456 13 102 33 12 35 62 17 53 104 54 24 42 130 16 16 85 35 68 36 136 405 41 245 8 44 348
internal_value=0.000505208 -0.00148825 -0.000805115 0.0014487 -0.000328203 -0.000384354 -0.00175532 -0.00258724 0.000428305 0.00254843 0.000749272 0.00188569 0.000524065 0.00231282 0.00198347 0.00128839 -0.000431632 0.00111958 0.000643232 -0.00157891 0.000825315 0.0024795 0.00121438 -0.0028648 -0.00443853 0.000673481 0.00223083 0.00123291 -0.00506648 0.00305294
internal_weight=458.955 147.439 126.364 311.516 61.4884 115.987 52.4981 45.7919 17.4188 12.3098 63.4891 250.028 59.7028 190.325 174.474 52.8469 26.0648 60.648 55.3633 25.0497 18.1388 30.3136 23.6681 8.01399 28.3731 4.6148 167.095 75.4766 6.42268 91.618
internal_count=4034 2477 1505 1557 469 1151 690 657 199 97 461 1088 329 759 705 276 172 409 392 272 187 120 104 152 458 53 669 297 52 372
is_linear=0
shrinkage=0.00606423


Tree=118
num_leaves=31
num_cat=0
split_feature=13 8 9 9 16 6 3 10 0 5 15 0 17 2 9 2 13 5 5 19 16 16 15 2 17 8 0 5 5 6
split_gain=17.7578 8.56669 6.07631 5.67837 5.48362 5.13157 6.43606 5.82427 5.42432 5.29332 4.59711 8.00222 5.1608 5.85441 4.5345 4.48328 4.46427 3.75063 4.82697 3.95617 3.74036 3.70652 3.70635 9.62348 3.54977 4.51315 4.54967 3.73773 3.66909 3.42461
threshold=98.255079293500017 5.9453602998000008 66.346857137250012 38.295222230400007 21.094950670800003 14.825346391850003 83.538459487450012 70.123053416500014 86.329079026800017 20.305669781650003 35.098844929350008 87.350693116400024 201.71342726775001 98.465712168700023 177.77223095870002 104.38256328765002 112.64908412395 29.996566321350006 24.458659404000002 14.451165964200003 22.824946625350005 22.584947186600004 41.29990759910001 162.53466164215004 188.10488866565001 8.6432548896500023 85.732241321850012 21.336111252450003 21.454033346250004 13.200308423050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=29 2 3 -2 -4 6 -3 -8 9 -7 11 -10 -13 -14 -11 -12 -15 18 22 20 21 -20 23 24 25 27 -27 -16 -26 -1
right_child=1 5 4 -5 -6 8 7 -9 10 14 15 12 13 16 17 -17 -18 -19 19 -21 -22 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=-0.0077168910864906844 -0.01257773646756343 0.0014383555592099352 -0.008725383947146453 0.0027716493375779649 0.012840154569402582 0.0083456789620358872 0.00070490718804792343 -0.0080083847889015815 -0.010377719315021312 0.0097560259775713292 0.010134654228187139 0.0044573513204166438 -0.012877161104977265 -0.006916991433693921 -0.0022578472269257719 0.0041854407108637571 0.0066407728721992691 0.0075354101882746469 0.0029725939079047127 -0.011374305317819973 0.0090943980573693194 -0.012437186401159501 0.0026533679905080044 -0.016118837831281534 -0.0029980505296266363 -0.0062010026008491159 0.0093430036700132852 -0.015298789999629457 0.0052524983731088359 0.0017053231325415232
leaf_weight=25.363498676568273 2.5986116863787201 81.759926833212376 16.081996537745002 16.290945906192064 1.1766220703721035 8.2512550726532918 13.56957331299782 15.039896714501081 4.7532244175672522 4.5181560516357413 13.899687968194483 38.982654729858041 3.6642855256795874 3.6560950987040979 4.2344858348369581 77.19499908387661 5.9074586033821106 5.5958970114588729 2.683942072093485 6.3860436938703051 2.3273380249738693 3.1606944613158703 35.472785567864776 3.8482726179063311 7.7029366344213512 3.3248269855976096 3.6989747956395149 3.9501423388719559 14.347676694393156 4.1778245475143185
leaf_count=1149 66 498 520 139 3 32 73 285 42 16 70 163 31 32 19 303 21 18 20 70 7 47 160 38 34 41 9 27 48 53
internal_value=0.000832842 0.00136048 -0.00311898 0.000660054 -0.00725513 0.00180057 6.08851e-05 -0.00387564 0.00254605 0.00091883 0.00374954 0.00160079 0.00269131 -0.00251324 0.000313601 0.0050932 0.00145771 -0.000127427 -0.000597926 -0.00568779 -0.00124402 -0.00536079 0.000369666 -0.00160101 -0.000101548 -0.00368552 0.001985 -0.00855179 0.00237034 -0.00638437
internal_weight=433.621 404.079 36.1482 18.8896 17.2586 367.931 110.369 28.6095 257.562 109.503 148.058 56.9637 52.2105 13.2278 101.252 91.0947 9.56355 96.734 91.1381 14.558 8.17197 5.84464 76.5801 41.1073 37.259 15.2084 7.0238 8.18463 22.0506 29.5413
internal_count=4034 2832 728 205 523 2104 856 358 1248 586 662 289 247 84 554 373 53 538 520 144 74 67 376 216 178 96 50 46 82 1202
is_linear=0
shrinkage=0.009643


Tree=119
num_leaves=31
num_cat=0
split_feature=16 8 9 10 8 9 0 16 0 6 10 16 19 10 15 5 9 18 17 17 2 7 5 15 6 19 17 7 6 7
split_gain=11.8944 5.3812 5.02842 4.28087 3.80555 3.50633 6.1272 7.60092 4.88395 6.97703 4.81931 6.26072 6.18427 4.86663 3.56004 4.8029 6.72858 3.23024 3.61871 3.15106 3.12171 4.07486 6.07413 3.5369 5.32177 3.08599 3.56491 2.78414 4.39078 2.82041
threshold=13.564968279200002 5.9453602998000008 72.82855515350002 72.378669787950017 7.6440346712000009 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 21.760508430800005 64.407391431150018 22.494947397000004 14.551174033150001 62.837331883000012 34.139075990150012 21.566902724800006 184.85936449530001 18.273715221050001 205.83789591070004 205.32027903760002 101.78954948125002 23.109894804950002 21.850554661550003 44.891409666300007 16.405383309150004 10.850875481800001 162.57770630285003 22.649177329550003 16.505385645700006 22.835261448650005
decision_type=2 2 2 2 2 2 2 2 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 -1 14 7 -7 9 -9 11 -8 17 20 -3 16 -16 18 19 -12 -13 27 -23 -24 -25 26 -6 -22 29 -29
right_child=1 5 -4 -5 25 6 10 8 -10 -11 12 13 -14 -15 15 -17 -18 -19 -20 -21 21 22 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.022828520255327538 0.001480157148993812 0.018673938106771093 -0.023125836808187264 -0.023299262230129354 -0.02523983190828847 -0.023339317026919878 0.017148782834566882 -0.02434507514548297 0.019751633831635213 0.0091521242871716313 0.0018503006072346923 0.012483300397839986 -0.031270703758394316 0.020677585836543031 -0.023827585340348061 0.011721714422669217 0.011952014293644137 0.022831370271189564 -0.0064761989242311897 0.024116066975503513 0.0078720268458689121 -0.006718152577391309 0.012639432157069837 -0.020741894220262052 0.0077179572216210393 -0.02620005197901466 0.010039082663330024 -0.010141724109062954 0.00037949322907212705 -0.037042502149687385
leaf_weight=11.723430392332377 24.801008732989434 13.004740677773951 6.6013158950954667 3.8860469134524456 1.7817033715546111 9.6047368003055471 21.865248143672943 5.5806807540357131 4.8374434038996688 6.4705068990588188 115.11838329397142 13.914079062640665 2.8676566183567038 8.0050706267356855 5.4619123339653033 17.513443782925606 4.7227813154459 3.2762078233063212 26.909583077766001 3.1465496346354476 4.2006043940782574 18.558826357126236 29.725130066275597 4.3937862813472739 11.331954576075075 2.4287680145353079 6.1259065177291632 3.645556163042782 6.7598951756954193 3.8738628141582012
leaf_count=826 214 70 414 224 80 154 109 62 15 28 803 48 19 41 32 66 17 26 258 11 16 98 105 39 42 81 58 21 26 31
internal_value=0.00140347 0.002313 -0.0058516 -0.00187655 -0.0142673 0.00314863 0.00233873 -0.00774774 0.00111934 -0.00635981 0.00330138 0.00646765 0.000659146 0.00423081 0.00919935 0.00475087 -0.0072361 0.00127594 0.000789493 0.0024427 0.00286512 0.00124276 0.00386429 0.00818538 -0.000233751 -0.00455723 0.00209021 -0.00783754 -0.0124589 -0.0240005
internal_weight=402.137 380.077 35.2884 28.6871 22.0598 344.789 304.086 26.4934 16.8886 12.0512 277.592 126.274 151.318 104.409 40.7029 27.6981 10.1847 148.451 145.175 118.265 96.4037 82.4896 64.0097 45.4509 15.7257 10.3364 7.90761 18.4799 14.2793 7.51942
internal_count=4034 2989 852 438 1045 2137 1952 259 105 90 1693 576 1117 467 185 115 49 1098 1072 814 426 378 284 186 81 219 138 94 78 52
is_linear=0
shrinkage=0.0219518


Tree=120
num_leaves=31
num_cat=0
split_feature=16 13 7 3 15 15 18 10 16 17 3 7 10 17 5 0 16 16 13 7 10 16 0 10 7 15 2 3 7 3
split_gain=23.3241 10.6587 6.95578 5.70302 5.60041 5.24249 8.69493 4.97387 5.71805 8.91879 4.59144 4.5616 5.53238 3.98157 3.89987 4.48118 4.3263 5.847 3.46737 5.25477 3.79595 6.53601 5.74627 6.51949 5.45926 4.14532 7.60339 4.37403 5.23678 3.78956
threshold=18.634956423400002 95.862351557400004 22.356277907050004 108.47659710545001 46.074827201850006 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 76.927540944650019 19.506002767000002 57.041016153700006 168.81379805985003 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 120.14450539160002 20.873561687950005 66.964115113200009 19.974953289850003 90.407470010750018 65.611820673600008 25.350214218950004 30.046989284200006 90.745765132650021 86.589859465500012 24.786990758350004 93.181958801350021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 4 18 7 -7 -4 10 -10 -9 12 -3 -12 -6 16 17 -16 20 -20 22 25 23 29 -23 -22 -27 28 -28 -2
right_child=3 2 5 -5 14 6 -8 8 9 -11 13 -13 -14 -15 15 -17 -18 -19 19 -21 21 24 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0057009009558850162 0.0032345407647232536 -0.0067191926613480238 0.0046927972383380076 -0.0048210245913615207 -0.0080650194677147555 0.0071015757516841391 -0.0065243814678824872 -0.0050198181184519337 -0.0046765982360161872 0.0040849040220888979 -0.0036541517096579383 -0.0059846911033066994 0.0045918481785057986 0.0020956104346279659 0.0012917127920619644 0.0068577317750958197 0.0047746653402491925 -0.007553051839952093 0.0037033578630560854 -0.005671745237984833 0.0030810757303380296 -0.0085056100261301105 0.0059476763139824943 -0.0038419390625440996 0.0023436507086742504 -0.0087734189455565322 -0.0060582274973114605 0.0058236373931906176 0.0015726103811795442 0.0014832989718881048
leaf_weight=20.130777670070529 90.363735117018223 2.7733590304851559 9.2915829475969058 5.3892389684915534 2.9957706406712559 2.2285430133342734 9.7936603091657144 4.5343277901411048 18.997878974303607 5.9036374986171714 5.192588433623313 14.716310003772376 4.2377993576228619 46.284223223105073 5.3638134561479109 2.7900794669985762 3.1137675270438185 6.3011755105108023 3.9345004856586439 5.6399786435067654 27.808726459741592 5.0844504088163367 16.207034818828106 6.9269588068127623 2.7816145271062851 3.5998549908399609 4.8478562794625821 5.4589056819677344 12.413557503372429 101.93770991638303
leaf_count=972 362 111 35 95 40 6 224 66 300 27 98 419 20 199 32 6 10 94 13 58 104 49 55 35 11 44 47 15 64 423
internal_value=0.000574144 -0.00149878 -0.000816334 0.00152851 0.00163976 -0.000136363 -0.00399855 0.000378381 -0.000117064 -0.00259943 0.000986548 -0.00401556 0.000117612 0.00151562 -0.00149892 -0.000379296 -0.00174557 -0.00348604 0.00186466 -0.00181918 0.00199179 0.00063414 0.00238248 0.00209245 -0.00466907 0.00140481 -0.000366262 0.000965786 -0.000570505 0.00230622
internal_weight=457.043 144.085 123.954 312.959 307.569 102.226 12.0222 90.2042 80.9127 24.9015 56.0111 21.7275 7.01116 51.4768 20.5646 17.5688 14.7788 11.665 287.005 9.57448 277.43 61.995 215.435 199.228 7.86606 54.1289 26.3202 22.7203 17.2614 192.301
internal_count=4034 2477 1505 1557 1462 955 230 725 690 327 363 550 131 297 182 142 136 126 1280 71 1209 334 875 820 60 274 170 126 111 785
is_linear=0
shrinkage=0.00622623


Tree=121
num_leaves=31
num_cat=0
split_feature=16 13 18 10 15 10 0 19 16 18 2 10 16 6 4 18 5 17 8 5 0 16 16 6 7 10 7 9 13 8
split_gain=32.4045 13.1503 8.9294 8.72029 7.23305 7.47856 7.03752 7.44335 16.0396 6.05999 6.02434 5.08276 6.88382 6.56196 5.732 5.09379 5.24071 8.26054 4.95109 4.70024 5.76444 4.74804 5.87631 4.64662 5.22318 4.5927 7.19246 7.47573 5.60133 4.55743
threshold=18.594956516900002 95.862351557400004 15.912798531700002 76.279622535200005 46.074827201850006 60.613977009100005 98.674478761850011 11.850956171350001 17.684958644900004 11.862896247150001 78.595990734650016 66.964115113200009 19.974953289850003 14.825346391850003 401.56478351400006 14.030930991100002 18.128874633450007 196.31479727660005 10.142085217300002 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 14.845346859150002 24.673428656250003 76.279622535200005 22.356277907050004 204.02774515060003 109.72404167800001 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 25 -4 5 9 -5 -8 10 -2 -9 14 15 -14 -7 -13 23 -18 -11 -6 21 22 -21 24 -17 26 -3 -28 29 -29
right_child=4 2 3 6 19 11 7 8 -10 18 -12 12 13 -15 -16 16 17 -19 -20 20 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0046711269648057581 0.0013346433090291663 -0.0033486160327619316 -0.0053887345980431559 0.0056399387447464326 -0.0067712335157084557 0.0019547343911668377 0.0031969260829292027 0.001504939702145157 0.005593898072356932 -0.0055462013069075642 -0.0059572906749278112 0.0040438655928529115 0.0026813064087186566 -0.0068725534397201275 0.0053400664513845323 -0.00310385153844051 -0.0068595632054091037 0.0002988360502172876 0.0023075860525027425 0.00077373239897029458 0.005826713707637295 0.0038021891807463646 -0.0061745223500649805 0.0054114102123323741 0.0026740081349057041 -0.0039520895002267131 0.0017114609201479029 -0.0041650545400639663 0.0060557677353539644 0.0029781419185288833
leaf_weight=24.724708134308457 11.735621696338059 23.691055139526725 4.8370525911450377 8.6411881707608682 3.3830283917486694 200.88880022987723 15.925479061901568 3.5170008987188366 5.8502631261944762 8.6803236324340087 10.918920047581194 12.221006564795969 2.6406416296958914 5.3473773598670959 13.100104130804537 5.8785676360130372 4.9732736721634891 19.528139304369688 2.5545163899660102 5.4254773072898406 3.039476826786994 3.1191176027059546 6.6750621683895588 7.2797601372003546 11.132806640118359 17.677439484745264 26.82738977111876 15.372805383056408 1.7894668579101551 2.5622368454933158
leaf_count=972 83 537 60 27 40 768 58 29 19 132 121 36 10 50 48 46 39 111 11 32 6 10 94 18 38 277 134 214 4 10
internal_value=0.000470074 -0.00134155 -0.000743317 0.000936895 0.00136778 0.00156374 0.00161907 0.000659568 -0.00133236 -0.00115736 -0.00413928 0.00178461 0.00061431 -0.00371428 0.00216198 0.00118102 0.000463964 -0.00115417 -0.00376045 -0.00140259 -0.000407895 -0.00165299 -0.00305916 0.00209611 0.000677371 -0.00169292 -0.00112438 7.57771e-06 -0.00230988 -0.00314456
internal_weight=489.938 162.335 137.61 49.6899 327.603 305.961 44.8529 36.2117 20.2862 22.9705 14.4359 282.99 69.0016 7.98802 213.989 61.0136 48.7925 24.5014 11.2348 21.6422 18.2591 15.2197 12.1005 24.2911 17.0114 87.9204 70.243 46.5519 19.7245 17.935
internal_count=4034 2462 1490 314 1572 1390 254 227 169 226 150 1164 348 60 816 288 252 150 143 182 142 136 126 102 84 1176 899 362 228 224
is_linear=0
shrinkage=0.0049587


Tree=122
num_leaves=31
num_cat=0
split_feature=16 8 3 16 9 13 0 16 18 16 9 10 14 7 9 4 0 7 17 18 18 9 16 9 9 0 16 7 7 9
split_gain=37.9375 13.7443 8.70811 7.8635 12.9116 9.2563 7.65112 8.17128 5.90977 12.0143 7.53493 7.04292 6.21089 5.94159 6.86854 5.58141 5.22072 4.92797 7.85388 5.31538 7.59808 5.42724 5.13094 5.06134 4.87653 4.84467 5.45655 4.74861 4.81626 4.67016
threshold=18.594956516900002 5.9453602998000008 93.846007959550022 22.704946905950003 187.45330412110005 117.63886241405002 103.48144189910001 18.404956961200003 13.843998451900001 22.634947069650003 196.26893085885004 62.014663695050011 195.25924573520004 23.109894804950002 194.82237869650001 224.04800382715004 85.121961326250016 28.8637720374 214.03087950770001 15.912798531700002 14.797467221750003 204.02774515060003 15.454963859600001 216.65333892300001 193.24048816455004 86.329079026800017 22.644947046300004 23.9417051038 23.576742473100005 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 5 -4 7 17 12 10 15 -12 -2 14 25 27 29 18 19 20 -3 22 24 -23 -22 26 -14 28 -10 -5
right_child=2 6 3 16 -6 -7 -8 -9 9 -11 11 -13 13 -15 -16 -17 -18 -19 -20 -21 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0039520287006013944 0.0038653369831152494 0.0019844403688538356 0.0018347265698845222 0.0041586547719372532 -0.0068635655960451753 -0.0051333246622626439 -0.0040597306610023485 -0.0052781482067020009 -0.0031090425215633878 0.0052331896738389058 -0.0049216863461171208 0.0013792076570562808 -0.0045788997997927103 0.0027702983163735615 -0.004139747870272107 -0.0091396910182567469 0.0052493093535816004 0.0059796498790199671 -0.0046763898481224477 0.0022965891065494788 -6.740749781543773e-05 -0.0073445815217087615 0.0026808053224949219 0.00020509514359891309 -0.007829164822251853 0.0033938445998259706 0.0021314832506531406 -0.0067359748212671832 0.0045849274606730179 -0.0013066499280378523
leaf_weight=44.859766341745853 63.581457369029522 20.209272069856524 20.649614209309224 6.1620145887136522 9.7049174718558771 6.8384545650333157 14.683268677443264 7.4423232264816752 4.5280221179127675 16.051357984542847 5.0872484222054473 79.23943791911006 6.056164890527727 59.83318605273962 8.0098936036229116 3.139175806194543 8.7465775683522207 4.044167846441268 8.332019401714204 31.101528126746416 5.8067533131688887 7.6990289073437435 8.0328875165432674 3.4719684366136789 3.4935253318399191 14.458730570971964 7.0860827714204788 3.2412722595036021 4.2503595575690269 13.321977306157349
leaf_count=1280 217 90 113 17 124 99 381 155 29 52 34 358 35 191 46 29 22 14 100 146 73 105 41 32 45 43 24 37 12 90
internal_value=0.000574509 -0.001517 0.00155372 -0.000148202 -0.00171613 0.000101222 -0.000561454 -4.59031e-05 0.00195926 0.00106576 0.000393377 0.000999088 0.00260842 0.0017711 9.22482e-05 -0.00297612 0.0019175 0.000376481 0.000119408 0.00062005 -0.000450351 -0.0021766 -0.000358169 -0.00499813 -0.00298301 0.00132039 -0.000960772 -0.00136637 0.000616261 0.000421809
internal_weight=499.162 159.177 339.986 65.4236 37.193 27.4881 114.317 99.6335 274.562 115.537 99.4855 84.3267 159.026 95.4441 35.6109 15.1588 28.2306 92.1912 88.147 79.815 48.7134 28.5042 17.3332 11.171 9.30028 27.601 13.1422 12.0197 8.77838 19.484
internal_count=4034 2462 1572 465 336 212 1182 801 1107 551 499 392 556 339 148 107 129 646 632 532 386 296 159 137 118 102 59 78 41 107
is_linear=0
shrinkage=0.00519105


Tree=123
num_leaves=31
num_cat=0
split_feature=16 13 16 17 15 10 18 0 18 13 8 17 10 16 6 4 0 3 7 16 19 16 16 13 15 10 3 17 10 9
split_gain=25.534 11.4954 7.25708 7.18436 6.4377 6.98445 5.98584 4.83086 5.69326 6.06687 4.79015 4.56178 4.04277 5.9458 7.3791 5.38034 4.01289 8.66502 6.62057 4.32546 10.4393 3.99057 4.40981 3.95233 6.23459 4.48124 3.83815 3.62627 5.42444 4.88832
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 46.074827201850006 60.613977009100005 11.862896247150001 103.33357670195001 15.534338342150003 103.93041440690001 10.142085217300002 205.10400128480003 66.964115113200009 19.974953289850003 14.695343354350003 401.56478351400006 94.047642319350018 84.812788641250009 23.974509389900003 19.199955102150003 13.751109481500002 23.044946110900003 22.614947116400003 102.43025477010001 20.903251014350001 80.468240302450013 108.47659710545001 169.36423207050004 71.015621515800021 38.295222230400007
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 5 6 26 8 9 -3 -8 27 15 16 -15 -7 19 -18 -19 -14 -21 22 -6 24 -10 -26 -2 -4 29 -29
right_child=4 2 3 -5 21 12 10 -9 23 -11 -12 -13 13 14 -16 -17 17 18 -20 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0048609525044057324 0.0032808208442891883 -0.0036062178480669631 -0.0056516063757776815 0.0031190132206933129 -0.00024936855002363176 0.0019121579707612659 -0.0058477497279071436 -0.0059674190855011165 0.002527851756873123 0.0011520533985236339 0.002253879452634566 -0.0061148194271068461 0.0041774990187057673 0.0037624410964969893 -0.0071812059223458355 0.0055579234931917324 0.001760920032723797 0.0040250782930296202 -0.0068812751114915981 -0.0063390302391351976 0.0037882301154054804 0.0039984360681306029 -0.0055724125050868488 0.0052973615474819291 -0.0085120289079262321 0.00082655648663417522 -0.0032592694376914876 -0.006749296850124353 -0.0031278209503934453 0.0020492722740377326
leaf_weight=21.357700448483229 8.3852145224809664 12.997117657214405 6.3661799542605868 6.5358266346156588 10.292489221319562 196.76259720697999 8.6608465202152711 3.0662156194448462 20.728956593200568 16.960511174052954 2.6074404269456855 8.9472123067826015 17.874559022486213 2.489412046968936 5.2818621657788754 11.781489223241804 19.286320582032207 1.9586425200104693 6.9587595872581005 4.3824189230799657 7.7169946059584618 3.0885148718953124 7.3085047155618659 8.5507798343896848 2.7279311791062346 2.9230906944721937 3.4896447956562033 1.9825620129704464 20.755069889128208 13.830281943082808
leaf_count=972 33 180 232 33 68 768 132 57 130 136 11 149 66 9 51 48 80 7 80 32 23 10 104 20 26 16 50 26 314 171
internal_value=0.000495327 -0.0013052 -0.000704253 -0.00205867 0.00133092 0.0015274 -0.00123721 0.000460068 0.000763791 -0.000912323 -0.00397306 -0.00271093 0.00176049 0.000629589 -0.00367557 0.00211812 0.00120467 -0.000214148 -0.00448577 0.00253968 0.000120127 -0.00149561 -0.00245967 0.00220127 0.00119771 -0.00368148 0.0013589 -0.00200158 -0.00136614 0.000946137
internal_weight=466.055 147.729 126.372 58.4171 318.326 297.636 23.1431 67.9546 64.8884 29.9576 11.2683 51.8813 274.493 65.949 7.77127 208.544 58.1777 28.2037 8.9174 29.974 12.0994 20.6895 17.601 34.9308 26.38 5.65102 11.8749 42.9341 36.5679 15.8128
internal_count=4034 2462 1490 925 1572 1390 226 565 508 316 143 892 1164 348 60 816 288 167 87 121 55 182 172 192 172 42 83 743 511 197
is_linear=0
shrinkage=0.0052403


Tree=124
num_leaves=31
num_cat=0
split_feature=13 8 9 9 16 6 3 10 0 15 9 15 0 2 10 6 9 9 9 6 13 18 15 2 17 0 16 9 9 0
split_gain=12.9981 5.70495 5.37348 5.83328 5.29962 4.00438 6.45575 5.19038 4.18139 4.48177 5.18046 4.11072 8.39569 4.43322 4.33891 8.35412 3.96126 3.80007 4.22992 3.43593 4.86691 4.10889 8.1735 9.95073 4.34657 3.73741 7.63735 3.53824 4.39858 3.13365
threshold=98.050756475600011 5.9453602998000008 66.346857137250012 38.295222230400007 21.094950670800003 14.825346391850003 83.538459487450012 70.123053416500014 86.329079026800017 34.139075990150012 200.17144541975003 35.098844929350008 87.350693116400024 104.38256328765002 64.407391431150018 16.425383776450001 212.35746315350005 209.21153814325001 212.96061447425004 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 85.791387400750025 22.794946695500006 194.45262321395003 184.85936449530001 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 2 3 -2 -4 6 -3 -8 9 10 -7 12 -10 -13 -14 29 -12 -1 -19 20 -11 24 23 -23 27 26 -24 28 -21 -16
right_child=1 5 4 -5 -6 8 7 -9 11 19 16 13 14 -15 15 -17 -18 18 -20 21 -22 22 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016546620016662617 -0.02386168721742455 0.002486821421917005 -0.016402509658761978 0.0058767232852350044 0.025050036950709585 0.017128712973589248 0.00066033326713370614 -0.015547815516219662 -0.0218206723643533 0.0056037543948154007 -0.02663100430078149 0.019236091562384275 0.019511455919096678 0.0070731588020044112 -2.9675677408563826e-05 -0.023807339733494987 0.0079605283031444121 0.020538412799165788 -0.010231074329303912 0.0021933712279147309 -0.026491207234119421 -0.00029252547270605954 -0.024027997160292018 -0.035086629875460101 0.0121203919596072 0.0062226547159129082 0.013157770317422433 0.0062365357734545024 -0.021549881988424023 0.010327404082305211
leaf_weight=17.396575906313959 2.6687356978654888 81.108379382640123 14.246370075270532 15.820199597626923 1.1542636528611172 11.368608489632608 12.876022584736349 14.591414633207021 4.5891018211841574 2.8005440384149543 1.9203650429844845 12.099174007773398 5.8647900372743598 72.785292729735374 20.978388626128435 3.8238733671605578 2.8426077868789434 2.2721998356282702 4.8446193914860487 6.2876065000891703 3.9326734254136682 5.970350429415701 4.7066505942493704 5.4369467571377754 16.68539603240788 19.574099734425545 3.2204940654337406 13.350081501528619 4.7357571739703417 19.527853803709149
leaf_count=1013 73 506 520 140 3 49 73 285 42 11 27 70 19 303 116 27 24 26 147 23 48 26 82 50 63 69 15 64 35 85
internal_value=0.00127605 0.00211258 -0.00517774 0.00158421 -0.0132957 0.00281631 -0.000153442 -0.00794986 0.00414598 0.00129855 0.0103038 0.00624242 0.00226903 0.00880683 0.00447145 0.00248168 -0.0059863 -0.011861 -0.000407244 -0.000376981 -0.013142 0.000697825 -0.0036348 -0.0168761 0.00480354 0.00185759 -0.00892085 -0.000205375 -0.00800699 0.00496342
internal_weight=409.479 384.966 33.8896 18.4889 15.4006 351.076 108.576 27.4674 242.501 102.832 16.1316 139.668 54.784 84.8845 50.1949 44.3301 4.76297 24.5134 7.11682 86.7006 6.73322 79.9674 38.9085 11.4073 41.0588 27.5012 7.92714 24.3734 11.0234 40.5062
internal_count=4034 2848 736 213 523 2112 864 358 1248 586 100 662 289 373 247 228 51 1186 173 486 59 427 242 76 185 166 97 122 58 201
is_linear=0
shrinkage=0.0186065


Tree=125
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 18 18 6 19 4 6 10 0 10 16 10 7 17 9 8 18 15 5 0 16 16 2 7 0 3
split_gain=25.7233 11.6583 7.22406 7.19333 7.20405 6.24444 5.06255 5.84711 8.82593 6.35627 5.92376 5.03092 6.60492 6.72058 5.78269 5.03049 6.24049 5.18896 4.81193 4.64573 4.30031 4.49541 4.29997 4.25993 4.56947 5.48489 3.91509 3.81442 11.3277 3.63745
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 11.862896247150001 17.399600107550004 13.65531905435 13.051052998800001 286.25887787650009 12.26528657645 66.590419433100024 90.407470010750018 65.611820673600008 19.974953289850003 81.479100559500012 22.356277907050004 200.26331585350002 204.27826083785001 10.142085217300002 14.030930991100002 36.207782793200003 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 189.28685862455004 24.673428656250003 94.165934477050016 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 5 29 7 9 26 10 15 12 13 -6 20 16 -3 -18 -16 -7 -13 27 -5 24 25 -24 -9 28 -22 -2
right_child=3 2 -4 22 11 19 -8 8 -10 -11 -12 14 -14 -15 18 -17 17 -19 -20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0049115527011604583 0.0033092468195902308 -0.0063148632376438078 -0.003094019153288859 -0.0072624107225279285 0.0021305050919834894 -0.0059411813057994997 0.0029953154983751759 0.0011027850369235259 -0.0062101685743989063 -0.0063192317528181713 -0.004631362788401587 0.0040819324687383848 0.0055418325044923316 -0.0032054855215718015 -0.007827589750879993 -0.0057860177391986798 0.0031969159709387086 -0.0034880126122677235 -0.00018619873658091063 0.0021416622481829047 0.0019031174337368064 -0.0048793406169011207 0.00071483671656330993 0.005584943673966441 0.0039629865968081662 -0.006534838514259067 0.0059658853635405221 0.0023219538503835694 -0.0073481804091075622 -0.0031651525358976414
leaf_weight=21.742302350699902 8.3536484688520449 2.8504576198756757 27.733358362689614 3.2488951981067684 185.85803145542741 8.7348129004240018 13.425677746534346 29.181361466646194 4.2565057985484591 7.3486947882920495 9.205545246601103 11.453660167753695 15.456662133336065 6.8792644739150992 3.878208324313162 3.4109455589205018 18.432887028902773 3.9654240235686293 5.7500478029251099 2.5914251357316962 12.196172747761013 4.0539036355912677 5.3905078992247599 2.6395527198910704 3.1419532969593993 6.4334727264940739 5.5351089537143698 24.411687113344669 5.3521934635937205 3.4443890713155261
leaf_count=972 33 49 674 40 726 132 67 112 74 142 105 36 49 35 38 107 99 48 28 11 46 43 32 6 10 94 13 95 68 50
internal_value=0.000506417 -0.00132794 -0.000706332 0.00135151 0.00156187 -0.00128016 -2.79504e-05 -0.000510085 0.000994766 -0.00180722 -0.000931548 0.0018006 0.00220745 0.00194005 0.000538181 0.000256838 0.00107319 0.00201341 -0.00326411 -0.00409184 0.00117522 0.000451696 -0.00165864 -0.000624527 -0.0017197 -0.00322974 0.00187815 0.000966745 -0.000918498 0.00141907
internal_weight=466.357 147.088 125.346 319.268 298.414 23.1243 97.6126 84.1869 38.973 45.214 37.8653 275.29 208.194 192.737 67.0959 28.6597 25.2488 22.3983 9.62826 11.3262 57.4676 46.014 20.8544 17.6055 14.9659 11.824 34.7165 41.9601 17.5484 11.798
internal_count=4034 2462 1490 1572 1390 226 816 749 199 550 408 1164 810 761 354 303 196 147 66 143 288 252 182 142 136 126 125 209 114 83
is_linear=0
shrinkage=0.0053014


Tree=126
num_leaves=31
num_cat=0
split_feature=16 13 7 15 10 18 15 18 10 16 17 8 3 19 17 5 3 17 18 5 0 16 16 7 10 10 16 6 0 10
split_gain=24.0891 10.9188 7.08436 6.78149 7.14352 5.72847 5.28582 9.16831 5.21851 7.06747 10.1104 4.46007 4.45511 11.5018 5.8815 4.50054 4.35902 4.15998 5.19975 4.15284 4.53185 4.60616 5.21559 4.12763 5.62305 4.05089 6.51989 5.85185 5.2628 5.32431
threshold=18.634956423400002 95.862351557400004 22.356277907050004 46.074827201850006 60.613977009100005 11.862896247150001 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 10.142085217300002 81.105404879350019 11.950964240300001 180.29620661735001 13.716117217950002 108.47659710545001 195.00249838555001 14.952049568200001 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 19.506002767000002 57.041016153700006 66.964115113200009 19.974953289850003 14.955349429350003 90.407470010750018 65.611820673600008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 23 4 5 16 8 -8 -4 12 -11 -7 13 14 15 -10 -2 18 -14 -5 21 22 -21 24 -3 28 -27 -28 29 -6
right_child=3 2 6 19 25 11 7 -9 9 10 -12 -13 17 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0054429863888489196 0.0037070290913656149 -0.0064104123296042075 0.0045293078543946355 -0.0079420171640313397 0.0023398246991546872 -0.0065586822778004109 0.0069709453078122688 -0.0061578873467770983 0.0021386189765924589 -0.0046434097946202553 0.0039414280396613943 0.0022142971500028895 0.0032064413349839143 -0.0061479786240568896 0.0037436758237735612 -0.006785400968805348 -0.0039556612263911672 0.005567382935497257 -0.0045400209696722215 0.000650866112470244 0.0063796218500989732 0.0044116593896510814 -0.0072485985417781807 -0.0056065539448926669 0.0042142430670205726 0.0014249800137498419 0.002742638675111893 -0.0080488543503298531 0.0056545841987511152 -0.0028589665762328163
leaf_weight=19.935351513326168 8.5771068930625933 2.9428410250693586 9.4004497211426479 3.1880737803876427 181.75739745050669 8.4336977135390025 2.2705583795905104 10.101717025041578 3.81791649386287 20.362139636650685 6.2485578954219809 2.655694067478179 9.5296646449714917 8.8367742802947742 16.323507815599442 4.06857530772686 3.7051400635391465 11.327170511707662 4.4212000034749499 5.4033065214753169 2.7253165766596785 3.1714057028293601 6.3207298871129751 14.661536978557704 4.233982790261507 53.325058154761791 2.6612468734383574 5.1222645342350006 16.150677688419819 7.1354853063821784
leaf_count=972 33 111 35 40 725 132 6 224 19 300 27 11 29 103 56 101 50 31 24 32 6 10 94 419 20 274 11 49 55 35
internal_value=0.000577929 -0.00137771 -0.000747257 0.00151363 0.00174759 -0.00138177 -0.00012028 -0.00374849 0.000355564 -0.000106376 -0.00262757 -0.00445772 0.00104392 -0.0003831 0.00172111 -0.00246521 0.00139545 0.00290951 0.000751492 -0.00174165 -0.000619834 -0.00190048 -0.00360794 -0.00381084 -0.000142374 0.00202239 0.000688244 -0.00435915 0.00242 0.00214344
internal_weight=458.815 148.482 128.547 310.333 289.524 23.3716 106.708 12.3723 94.336 84.9355 26.6107 11.0894 58.3248 33.0468 24.21 7.88649 12.2822 25.278 13.9509 20.8088 17.6208 14.8954 11.724 21.8384 7.17682 266.152 61.1086 7.78351 205.044 188.893
internal_count=4034 2477 1505 1557 1375 226 955 230 725 690 327 143 363 279 176 120 83 84 53 182 142 136 126 550 131 1149 334 60 815 760
is_linear=0
shrinkage=0.00590365


Tree=127
num_leaves=31
num_cat=0
split_feature=13 16 6 15 10 18 19 19 15 17 6 19 16 12 6 16 8 6 12 4 5 0 17 10 13 12 4 12 5 18
split_gain=12.7501 6.28321 4.60094 3.93792 4.06267 5.00797 3.86461 4.55038 4.56473 3.69648 5.57452 9.32134 4.4791 5.01426 3.93032 3.80216 3.68141 3.62649 5.84182 3.89171 3.55695 3.60212 3.52595 3.37146 3.37015 3.35584 3.64054 5.6239 3.81084 3.33365
threshold=95.862351557400004 18.634956423400002 15.51536251395 46.074827201850006 60.613977009100005 11.862896247150001 11.850956171350001 11.450923895500003 14.022476987850002 252.75344531235004 13.65531905435 13.051052998800001 17.634958761800004 151.46967002190004 13.78532209185 15.839962959300001 10.142085217300002 14.185331438000002 161.47699165635004 206.89997069860001 24.367802910700004 86.692020874450009 191.75825325995004 69.999384342500022 101.66942111915002 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 17.551307094650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 4 5 -3 7 8 -2 10 12 14 13 15 -12 -8 -7 22 19 -19 -5 -22 -16 -20 -17 26 -6 -28 -29 -14
right_child=1 3 -4 20 25 16 9 -9 -10 -11 11 -13 29 -15 17 24 -18 18 23 -21 21 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.017797010204862906 0.022129292678983468 0.0053295165559130823 -0.017564894289669446 -0.027121966116205015 0.0053569695215948841 -0.022708930065246109 -0.016405739230508198 0.015216956687313161 -0.0097743927460628745 0.023034164580597264 0.018323883931186807 -0.02149594127947901 -0.0065140546425350599 -0.023000462978003129 -0.021907093011914163 0.023877958396566753 0.0069319575126325647 0.0043583235454268971 0.010344894817777471 0.024497997213635599 -0.0059581975087018768 0.02116789354389435 0.003655594856018244 -0.031200446620190964 -0.0084460932796202957 0.016446873389528882 -0.02440340494115047 -0.0066655850233260771 0.016845797925291988 0.025063668206303256
leaf_weight=14.323415805585681 2.449026986956599 10.562348101288082 7.6454138755798331 2.7702249996364143 214.4890660084784 7.2284708060324174 5.5229541026055866 12.250863831490276 9.0007742121815664 2.2614042460918418 7.2163958549499503 6.9603375867009154 3.8948346469551316 13.68121835682541 4.7884238138794881 2.799112968146801 2.394652783870697 14.108804409392183 1.2414231412112706 5.8170682266354552 13.284276993945239 2.4963902533054343 4.4867940321564674 2.5836610533297062 2.7401104914024472 10.792371325194834 4.5222957991063621 7.5188746415078622 4.8802925050258636 2.2725430876016617
leaf_count=972 8 83 354 40 979 132 79 48 175 12 20 182 52 255 31 23 11 113 8 19 136 6 23 52 45 62 50 42 16 6
internal_value=0.00140402 0.00210443 -0.00205172 0.00375721 0.00440945 -0.00452102 -0.000912123 0.00644028 -0.00295043 -0.00308017 -0.00383618 0.000642823 -0.0106759 -0.0146135 0.00447193 -0.00424096 -0.015333 0.00144521 0.0057357 0.0102378 -0.00546825 -0.00166704 -0.0095414 -0.017717 0.00788809 0.00515373 0.00462704 -0.00462517 0.00258846 0.00512164
internal_weight=406.984 392.66 111.721 280.939 262.388 20.1855 104.076 23.7007 11.4498 80.3751 78.1137 47.2029 30.9108 24.7434 40.2426 11.0622 9.62312 33.0262 23.751 19.9259 18.5509 15.7807 9.27522 3.82508 5.53922 242.203 231.411 16.9215 12.3992 6.16738
internal_count=4034 3062 1505 1557 1375 226 1151 231 183 920 908 448 460 402 266 147 143 246 192 132 182 142 54 60 68 1149 1087 108 58 58
is_linear=0
shrinkage=0.0207191


Tree=128
num_leaves=31
num_cat=0
split_feature=3 8 17 9 6 4 5 17 6 3 13 0 15 6 15 0 17 2 10 2 9 18 16 0 13 8 9 2 18 3
split_gain=11.2101 6.19375 5.72842 4.91008 4.06512 3.77983 4.61921 3.28016 2.98895 5.39064 4.70181 3.71806 4.15349 4.60217 3.80457 6.83591 4.29622 4.98625 5.58629 4.27858 3.26199 4.40837 3.17904 3.63049 3.50458 4.88126 4.1749 3.16997 3.70287 4.82161
threshold=76.825379535700009 5.9453602998000008 241.79519611995002 72.82855515350002 8.5652001245500013 375.65892766775005 29.026000224750003 167.14057114020002 14.845346859150002 83.538459487450012 109.49014582065001 86.329079026800017 34.139075990150012 18.395429806250004 35.098844929350008 87.350693116400024 201.25367619745001 98.465712168700023 66.964115113200009 104.38256328765002 196.64273721640004 13.86460725495 22.724946859200003 85.121961326250016 121.87049551135001 8.543332867800002 221.38017838285003 83.586740321150003 17.138111898250003 81.105404879350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 5 -4 6 7 -2 9 27 -11 12 13 -10 15 -13 20 -18 -19 -16 21 -17 -14 24 25 -24 -27 -3 29 -29
right_child=1 8 4 -5 -6 -7 -8 -9 11 10 -12 14 22 -15 19 16 17 18 -20 -21 -22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.016810228045590941 -0.019638013750162855 0.0083655590847812964 -0.0070318192648510655 -0.018203112536718247 0.030558173265541257 -0.020159972236480157 0.012199182998295276 -0.00092521980819531354 0.014437621035985152 -0.01293287333720188 0.0010372118333292798 -0.01862089796560551 -0.0023750900874995062 -0.0085174176535416507 0.017766341542444358 0.0069505143516918081 -0.022167996897811289 0.012368267755602343 -0.014687194472231879 0.0062150426397208471 0.010899183204667292 -0.01572736297829495 0.0079055732036313643 0.01571846376803995 0.013932016181186804 -0.027738265962484764 0.0047647943717191244 -0.0078895336555961839 0.010277500632449203 0.0030777166847155246
leaf_weight=15.017572339624168 3.4317581197247007 20.185556573793292 2.2620175424963231 6.9550425251945844 1.4095129827037451 3.092310461215674 7.0400543734431258 16.059138001874089 11.931601058691738 15.34805261064321 13.82014751434326 4.5213841572403899 64.240667237900198 3.3840050622820845 11.228674747049807 7.9986490644514543 3.5820453353226176 5.9102977663278562 3.7748444564640522 70.128048233687878 22.34712091833353 3.8245565257966518 4.5616483613848704 6.9205473810434333 4.0471349954605094 3.4845212791115046 1.8137500602751968 20.808123831637204 9.5929081924259645 28.913023605942726
leaf_count=902 85 82 65 454 6 104 32 235 57 294 79 42 376 43 70 34 31 22 33 297 90 28 16 22 14 47 11 263 56 144
internal_value=0.00108141 0.00172925 -0.0120542 -0.00506619 0.00739911 -0.00198186 0.000136888 -0.00421998 0.00245527 7.46706e-05 -0.00631373 0.00356222 0.00103681 0.00936567 0.0054638 0.00179121 0.00373673 -0.00465423 0.00182323 0.00780933 0.00699466 -0.000385299 -0.000462713 0.00543582 0.000318886 -0.0052688 -0.0166115 0.00241856 0.000394693 -0.00151204
internal_weight=397.635 378.946 18.6891 36.5783 3.67153 29.6233 26.531 19.4909 342.367 108.668 29.1682 233.699 100.384 15.3156 133.316 51.9589 47.4375 13.2672 9.68514 81.3567 34.1703 11.8232 85.0683 20.8276 13.9071 9.85992 5.29827 79.4996 59.3141 49.7211
internal_count=4034 3061 973 910 71 456 352 320 2151 918 373 1233 586 100 647 280 238 86 55 367 152 62 486 110 88 74 58 545 463 407
is_linear=0
shrinkage=0.0173738


Tree=129
num_leaves=31
num_cat=0
split_feature=16 13 16 17 5 10 5 0 6 2 13 9 0 0 18 13 17 18 7 0 16 18 2 0 5 13 0 16 0 19
split_gain=28.9755 11.3525 8.02478 7.76614 6.95066 6.08325 8.55837 7.11237 6.09573 7.15365 5.82627 5.6781 5.29374 5.20208 5.65565 6.72636 4.53413 4.09524 5.05181 9.61967 6.69412 6.17598 3.99309 3.86412 4.39148 3.8294 3.82649 7.06115 3.87787 7.04411
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 23.626838821450004 66.964115113200009 20.769304081650002 91.937202686950016 16.455384477450004 198.51835910855002 117.64961624655002 226.28914430085004 85.995710218650018 103.33357670195001 15.534338342150003 103.93041440690001 205.10400128480003 14.030930991100002 25.335171910400003 94.047642319350018 19.199955102150003 15.343833331950004 131.42729508740004 97.674372337300014 13.154029769200003 109.49014582065001 89.705782438650019 22.604947139800004 86.89903215050002 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 13 16 5 8 7 -7 12 -10 -11 -6 -2 14 15 -3 -4 -9 19 20 -19 25 -14 -16 -25 -21 27 28 -24 -30
right_child=4 2 3 -5 11 6 -8 17 9 10 -12 -13 22 -15 23 -17 -18 18 -20 21 -22 -23 26 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0042133728257834017 8.6423784451388825e-05 -0.0031650264366009902 -0.0018242387005579736 0.0027707010482460087 -0.00050553654787535859 -0.0037239145906140286 -0.0061257883373560321 0.0043112276140340536 0.001400620738969854 -0.0068521397784544582 0.002063814130000246 0.0046271948491731236 0.004045774109440849 -0.0051860888973497433 0.0054610022275660853 0.0011019604742545247 -0.0052813886678091332 0.0048289439575814695 0.0029811237675539401 -0.0062392216565215581 -0.00061727697827520058 0.0022102654565014823 0.0015206611441782693 0.0044632671087830381 0.00034101794019265506 0.00065180331499507533 0.0040690644857079745 0.0030625742345577783 0.00067355179133337956 -0.0072526205773662368
leaf_weight=21.153102004900575 14.724899157881735 13.264434734359385 43.24191290140152 6.5416940301656714 56.783989766612649 6.3535483777523032 3.866956088691949 7.9570342265069476 69.464859180152416 4.0616327524185172 2.357982911169529 4.7544920369982711 42.205419041216373 3.2369183022528878 5.2855866439640513 17.364092193543911 9.4008927699178439 8.5940441414713913 14.89351813867688 8.1060319766402227 9.8696409575641137 3.3621186688542357 9.0607561767101306 6.8058159984648254 23.166336506605148 2.0583123937249175 16.923624284565449 26.021074965596199 5.5000396594405156 3.9011643528938293
leaf_count=972 66 180 743 33 457 47 45 23 252 44 8 13 163 57 14 136 149 25 44 94 45 13 31 23 155 7 59 86 21 29
internal_value=0.000489762 -0.00115099 -0.000646119 -0.00186549 0.00125414 0.00157766 0.000383656 0.000794997 0.00197764 0.000979508 -0.00357723 -0.000108979 0.0026177 0.00039793 0.000672267 -0.000745963 -0.00244161 0.00131853 0.000810618 -0.000199895 0.0019177 -0.00309043 0.00297743 0.00190429 0.00127706 -0.00484377 0.00224314 0.00154847 -0.00058557 -0.00261553
internal_weight=470.282 149.461 128.308 59.1845 320.821 259.283 65.0612 61.1942 194.221 75.8845 6.41962 61.5385 118.337 69.1232 65.8863 30.6285 52.6428 54.8407 46.8837 31.9901 18.4637 13.5265 103.612 35.2577 29.9722 10.1643 61.4067 44.483 18.462 9.4012
internal_count=4034 2462 1490 925 1572 1102 343 298 759 304 52 470 455 565 508 316 892 251 228 184 70 114 389 192 178 101 226 167 81 50
is_linear=0
shrinkage=0.00451168


Tree=130
num_leaves=31
num_cat=0
split_feature=13 16 6 15 18 13 16 17 12 12 15 3 10 19 9 3 5 3 19 17 5 3 19 17 2 5 18 13 17 13
split_gain=10.6012 4.97967 4.14732 4.46582 6.48913 4.98285 4.98385 4.80422 3.67076 3.85875 3.48287 3.43589 3.28949 3.20425 3.19007 3.27702 3.18652 3.08045 3.24869 3.07936 3.01463 3.65925 5.34103 2.82701 2.76818 2.81988 5.96815 2.73483 2.55796 2.52479
threshold=95.862351557400004 18.684956306450005 15.51536251395 29.037712645600003 14.053554955550002 108.49810477050001 15.584963555600002 236.15709471040003 167.80616279730003 144.57070813310003 46.074827201850006 108.47659710545001 75.408562100950022 12.551012654050002 63.789425898000005 76.172084209950015 24.367802910700004 92.913112988300014 14.251149826300002 200.37850214585004 13.154029769200003 81.105404879350019 11.850956171350001 200.68028944555002 178.70687671690004 16.078966488550005 14.952049568200001 120.87576600310001 180.29620661735001 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -5 6 14 8 9 12 11 -3 -8 -14 -2 -16 -12 -18 -19 -6 -17 22 28 -21 25 -23 -27 -13 -22 -20
right_child=1 10 -4 4 19 -7 7 -9 -10 -11 16 27 13 -15 15 20 17 18 29 23 21 24 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.016343149141380832 -0.022901039567544312 0.0041179451023633015 -0.016124196496616103 0.016641515941497615 -0.026743146579470699 0.014862446735457819 -0.023872753560960254 0.010706412757594493 -0.022607599214945154 0.0064655899100780085 -0.02504364743077055 -0.022459833468531188 0.020083823353684409 -0.012372113928249513 -0.021449055683608373 0.018056769909629643 0.019012354994706326 0.010888198219940694 -0.024530055992105271 0.024371742013108953 -0.0076361615840367858 0.015016868277325119 -0.01837657621959549 -0.014853463951788328 0.020061069562525836 0.0073539222062892042 -0.021510370598157837 0.01644856397242301 0.0093692837505622139 -0.00374865151371304
leaf_weight=12.700151096098123 1.7897949870675791 244.74279186688364 7.0765933291986576 2.4614474549889556 6.4298673169687373 8.6503437086939794 5.2941549355164259 4.7092711851000777 7.0969915492460123 6.1224796343594781 2.5946994591504362 3.1646297685801974 1.6837048679590223 3.6995760919526219 1.9211673224344838 5.5637678615748873 2.3239675238728514 3.4591853581368914 3.4468443356454355 0.96673893928527865 5.2660196013748672 6.5057139843702378 6.2031526882201424 2.5229327622801065 5.4963332898914805 9.9094914868473989 3.7583798691630355 0.87780372798442829 9.3193701654672605 6.2677303273230791
leaf_count=972 55 1242 357 9 183 34 132 27 171 52 40 80 10 62 50 21 6 18 54 2 106 18 65 59 30 45 22 14 34 64
internal_value=0.00118512 0.00177198 -0.00167067 -0.000699982 -0.0117039 0.00076512 -0.000680785 -0.00729855 -0.0108467 -0.00587842 0.00322252 0.00382337 -0.0129565 -0.00222101 0.00271591 0.00356586 -0.00503963 -0.00169047 -0.00534263 -0.0187376 0.00448966 0.00286489 -0.00321759 -0.00398696 0.00779072 0.00444764 -0.000583157 -0.014011 0.00322951 -0.0111221
internal_weight=392.025 379.325 112.447 105.371 12.381 92.9897 84.3394 28.6062 23.8969 16.7999 266.878 248.785 10.6774 5.38328 55.7332 53.9434 18.0924 15.4977 13.1738 9.91954 52.0222 46.4585 20.7885 3.48967 25.6699 20.1736 13.6679 4.04243 14.5854 9.71457
internal_count=4034 3062 1544 1187 253 934 900 454 427 256 1518 1336 204 72 446 391 182 142 136 244 341 320 205 61 115 85 67 94 140 118
is_linear=0
shrinkage=0.0195037


Tree=131
num_leaves=31
num_cat=0
split_feature=16 13 16 17 15 3 12 6 5 16 18 2 14 18 3 0 5 0 16 16 10 5 9 5 6 13 0 15 2 10
split_gain=19.0259 9.61105 6.83279 6.57327 5.68218 5.48276 5.03745 4.45357 4.79932 6.81626 8.0115 4.03244 3.81817 7.17958 4.44081 3.68737 3.48315 3.80768 3.79884 5.45826 3.34791 5.23988 2.93458 3.93452 3.20369 2.90647 5.25284 2.65058 3.00157 2.59794
threshold=18.634956423400002 95.862351557400004 15.584963555600002 236.15709471040003 46.074827201850006 108.47659710545001 167.80616279730003 11.075258771650001 13.361597395450001 14.464966174600002 17.138111898250003 178.70687671690004 193.44745668155005 15.117211030200002 79.669768237700012 94.773526014550015 24.367802910700004 86.692020874450009 23.044946110900003 22.604947139800004 70.389210771400016 18.160071980500003 206.75106037490002 16.569990495050003 14.005327232250002 108.65403534205002 92.501778894350011 24.191310790650004 83.586740321150003 66.964115113200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 6 5 29 12 -3 -9 10 -10 22 14 15 -4 -14 -6 18 19 -18 21 -8 23 -11 -24 -16 -27 28 -25 -2
right_child=4 2 3 -5 16 -7 20 8 9 11 -12 -13 13 -15 25 -17 17 -19 -20 -21 -22 -23 24 27 -26 26 -28 -29 -30 -31
leaf_value=-0.0070745902842370041 0.0026397246538748865 -0.0091222587013868404 0.0047908052210917183 0.00467595900987467 -0.01014584422629067 -0.0062288112901480929 0.0075044740254601302 0.0065305755939556636 -0.0062621672356867331 0.0062012951983096004 0.0063229158901153592 0.007161293941405477 -0.0016033635087834132 -0.0095829782485711956 -0.0094269736732262542 0.0063928525354141974 0.0012764516078255137 0.007967605839302486 0.0055509092884551041 -0.0095328415066188235 -0.0091950170902680255 -0.0098206015995325364 -0.0073418533549293903 0.00048045513205854641 0.0017134385291873503 -0.0083908952018662327 0.0074877187437302432 0.0048438181263579872 -0.011319631060485025 0.00079974880673588261
leaf_weight=17.587498892098665 213.14734349213541 2.6322003584355107 2.4836244881153133 6.2550844624638549 2.8951100166887072 4.737217526882886 2.1102158799767521 8.934866786003111 14.210721722804012 9.5220962986350113 3.9299037754535666 8.1432999195530993 6.2329840045422342 3.4906058683991423 8.3189544100314361 8.0338161662220937 5.3563667982816714 2.5166071206331244 2.8904536440968505 6.0596504732966423 12.992694764398037 2.1398528264835477 4.5273989960551244 3.1939595192670804 5.0083663798868656 3.1634577624499789 2.1161993518471718 2.9293024502694607 2.2265471406280994 59.808334080502391
leaf_count=972 946 52 14 33 40 95 7 30 285 30 14 33 103 53 201 41 32 6 10 94 276 62 29 11 20 144 6 9 52 334
internal_value=0.000687995 -0.00168141 -0.000907708 -0.00287257 0.0018048 0.00209215 -0.00379689 0.000818658 0.00123648 0.000355481 -0.00353579 0.00234108 -0.00204813 0.000445722 -0.00480174 0.00289941 -0.00224188 -0.00088168 -0.00243833 -0.00446115 -0.00722892 -0.00121847 0.000908914 0.00277358 -0.00258584 -0.00655371 -0.00202641 -0.00113537 -0.00436659 0.00223656
internal_weight=437.595 140.184 122.596 57.3375 297.411 277.693 51.0824 65.2587 62.6265 53.6916 18.1406 35.551 33.8396 17.7574 16.0822 14.2668 19.7182 16.8231 14.3065 11.416 17.2428 4.25007 27.4077 17.8719 9.53577 13.5986 5.27966 8.34981 5.42051 272.956
internal_count=4034 2477 1505 940 1557 1375 907 565 513 483 299 184 562 197 365 144 182 142 136 126 345 69 151 102 49 351 150 72 63 1280
is_linear=0
shrinkage=0.00780139


Tree=132
num_leaves=31
num_cat=0
split_feature=16 6 3 8 16 2 16 7 10 0 10 16 9 10 0 6 5 19 15 2 16 5 7 8 6 10 5 0 15 18
split_gain=10.0698 5.41187 4.13211 3.08116 2.78924 6.35909 6.29099 5.42051 6.99447 4.41267 4.67717 4.25195 4.40956 4.11533 3.16878 6.98049 4.31419 3.46473 5.14173 5.3388 9.21149 4.73068 10.1441 3.43757 10.0738 2.92942 5.43501 4.4532 3.77328 8.11511
threshold=12.604970524100002 5.1651206822000004 108.47659710545001 8.0437227585500022 20.404952284350003 322.38159739250005 19.974953289850003 19.078733418100004 64.730006406800015 90.297243227400017 65.536543845950021 22.494947397000004 196.26893085885004 66.590419433100024 87.350693116400024 16.355382140900002 22.213482503200002 14.351157895250003 41.29990759910001 98.465712168700023 22.574947209950004 23.626838821450004 23.203497038450006 8.8430989333000021 19.835463452400003 69.999384342500022 19.865285687250005 93.399723909900004 35.098844929350008 13.4793103924
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 -1 5 6 7 -3 -9 10 11 12 -6 -11 15 16 -13 18 19 -17 -21 -20 -23 -19 -25 27 -27 28 29 -10
right_child=1 2 -4 -5 9 -7 -8 8 25 13 -12 14 -14 -15 -16 17 -18 23 21 20 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.018025455923242034 -0.019207310979319402 0.016379109454890652 -0.014435567886354276 0.002673414504105188 0.016920819871713982 -0.021861748017891217 -0.020585950045061016 -0.020855652927674575 0.0057120023042457491 0.016900208625023411 -0.01200247705896126 -0.0016055000152385727 0.0023482898999362969 -0.0032362696611103903 0.0083179169332918135 0.0012305987839653348 -0.025082580407512798 0.0055843890200131868 0.012069395021157532 -0.00037035549225506744 -0.039441423754702748 -0.032890349095282816 0.0078796751092579352 -0.02827361735689592 0.0078453992761874595 0.00098509175514356877 -0.021494126376097648 0.017509268566318067 0.016509455962985767 -0.028645840133265561
leaf_weight=11.731054622679947 4.1263066111132494 7.8269714061170808 5.1301880786195388 3.0401030220091334 14.319279488176109 4.2376325484365216 4.4438791014254084 4.8732005283236495 7.9964309418573993 14.102890368551018 7.0136287882924071 5.2429100722074491 13.585299655795096 4.4930070526897898 23.022624783217907 6.7260810062289229 5.2685570502653718 74.610637685284019 10.196971803903581 3.8665861636400205 4.2554679587483406 3.1191611364483816 5.9714131914079189 4.0763296745717508 7.1216094344854355 107.07937527541071 3.737023137509822 8.9659716635942441 4.0041181351989499 3.2444058004766703
leaf_count=881 281 45 186 49 83 89 39 266 69 58 39 25 59 27 107 28 59 366 30 17 30 35 36 51 31 864 111 34 14 25
internal_value=0.00107207 0.00166018 0.00189383 -0.0137653 0.00212435 0.000277675 0.000894208 0.00154037 0.000710187 0.00351975 0.00267924 0.00324695 0.00982621 0.012035 0.00205075 0.000944725 -0.0133727 0.00219945 -0.00273798 -0.0108429 -0.0208412 0.00350142 -0.00610935 0.00416362 -0.00530283 0.00148851 0.000227033 0.00726244 0.001236 -0.00420459
internal_weight=387.429 372.658 368.532 14.7712 363.401 156.409 152.171 147.727 139.901 206.992 188.397 181.383 27.9046 18.5959 153.478 130.456 10.5115 119.944 34.1357 14.8481 8.12205 19.2875 9.09057 85.8086 11.1979 135.027 110.816 24.2109 15.245 11.2408
internal_count=4034 3104 2823 930 2637 1556 1467 1428 1383 1081 996 957 142 85 815 708 84 624 176 75 47 101 71 448 82 1117 975 142 108 94
is_linear=0
shrinkage=0.0183229


Tree=133
num_leaves=31
num_cat=0
split_feature=16 13 3 7 7 16 15 0 6 0 15 3 15 18 10 16 17 7 3 5 2 13 16 6 6 6 17 3 17 12
split_gain=29.7603 12.8643 8.78863 8.29981 8.21944 6.32158 5.54279 6.33797 6.02169 5.43771 6.16307 5.08493 4.78017 9.42354 6.47852 6.38736 8.84479 4.73234 6.82317 4.33238 4.8879 6.04415 4.56441 3.81062 10.3481 4.02668 3.6134 3.55999 3.71158 3.55703
threshold=18.634956423400002 95.862351557400004 93.846007959550022 22.356277907050004 22.721067571950005 22.794946695500006 46.683480308100009 91.394134144600017 16.465384711100004 91.937202686950016 36.742238227650013 108.47659710545001 29.037712645600003 14.053554955550002 71.322105742700003 15.584963555600002 236.15709471040003 19.506002767000002 103.48681881535002 22.783584484750005 184.38272419390003 117.60122400020002 22.644947046300004 16.525386113000007 16.475384944750001 16.705390318750002 192.77618096940003 76.927540944650019 168.81379805985003 156.64017958600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 17 11 -6 7 8 29 -9 -11 23 14 -14 -5 27 -17 18 -3 20 22 -22 -10 24 -4 -25 -21 -16 -29 -2
right_child=2 3 4 12 5 -7 -8 9 19 10 -12 -13 13 -15 15 16 -18 -19 -20 26 21 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0037256880126159434 0.0031733943819087849 0.0032759649491678655 0.0010665815490582228 0.0033031073341098218 -0.0052553198302941907 0.00078359086783371952 -0.0015197505790357313 -0.0034389769098808641 0.0014063589615165035 0.0011467385350908202 -0.003720819263270799 -0.0032186916410868014 0.0047468274034227712 -0.0040997148268222296 -0.0029096594188837543 -0.0030308636140340245 0.0024103939640560935 -0.0038587639696171707 -0.0042799944405998843 0.0003307783133726747 -0.0063228611112456125 0.0012119157333527353 -0.0021066461415425127 0.0031668335361995756 -0.0066006844784676395 0.00041775557937664482 0.0035056452176974876 -0.0020625093975290909 0.0012972237395904398 0.0018046432569753048
leaf_weight=24.032575508579612 52.239680275321007 4.2439369466155794 11.063300112262366 9.7113857176154834 7.9493190944194776 4.1602271385490894 9.9206955283880216 5.3277622982859603 31.070141173899174 51.329594247043133 4.4537062644958487 5.4149880893528453 2.3471616953611365 9.8922436814755184 4.1373756136745206 19.9371598251164 6.1609078869223586 16.446356920525432 3.3843551985919476 9.1591703370213526 3.7047540992498389 3.0648435056209564 7.1719161123037329 14.298562310636042 3.7009995989501467 20.328609190881252 14.731567502021788 5.8415577672421923 45.767254000529647 69.985925905406475
leaf_count=972 191 16 50 35 102 31 69 44 105 235 45 95 6 224 66 300 27 419 115 35 40 11 32 44 35 107 36 98 199 250
internal_value=0.000391921 -0.00106128 0.00106272 -0.00056052 -0.00022119 -0.00318066 0.00139044 0.0015049 0.00186067 0.000392206 0.000758116 0.000432707 -7.34997e-05 -0.00240321 0.000237942 -0.000125761 -0.00174636 -0.00266025 -7.62992e-05 0.00092232 0.00019721 -0.00291159 0.00074753 0.000833025 -0.000855389 0.00155293 0.00228847 0.000632936 0.000916938 0.00238965
internal_weight=480.978 151.902 329.076 127.87 66.916 12.1095 262.16 252.239 191.128 61.1111 55.7833 54.8065 103.795 12.2394 91.5556 81.8443 26.0981 24.0746 7.62829 68.9024 45.0117 6.7696 38.2421 49.3915 14.7643 34.6272 23.8907 55.7462 51.6088 122.226
internal_count=4034 2477 1557 1505 464 133 1093 1024 700 324 280 331 955 230 725 690 327 550 131 259 188 51 137 236 85 151 71 363 297 441
is_linear=0
shrinkage=0.00396922


Tree=134
num_leaves=31
num_cat=0
split_feature=13 9 9 0 16 18 16 10 14 7 7 2 8 10 17 17 13 5 3 16 4 3 4 7 7 16 7 5 18 18
split_gain=9.38014 4.91379 5.53097 5.38515 6.99037 4.489 8.68806 5.98087 5.01667 7.78516 4.2718 3.8699 4.15298 3.64778 3.64079 4.82505 8.3041 3.5956 4.78399 3.44502 3.40771 4.6031 4.05183 4.3118 3.98004 3.73443 3.53165 4.44696 3.04347 4.32343
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 13.843998451900001 22.634947069650003 61.966271448700006 195.25924573520004 23.109894804950002 23.203497038450006 56.478612905150008 7.943800736700001 71.365121072750014 199.03437346465003 195.42788627465004 117.53132408880002 29.996566321350006 94.972471916200007 22.584947186600004 195.50296729855003 108.47659710545001 377.6847677435 19.506002767000002 22.356277907050004 21.094950670800003 20.873561687950005 23.455765688150006 13.314799198000001 13.258241318650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 11 -3 4 -4 8 7 -7 -5 28 -9 -2 13 20 15 19 -17 18 -6 -11 25 22 23 -22 26 -13 27 -25 29 -10
right_child=1 2 3 5 17 6 -8 10 9 14 -12 12 -14 -15 -16 16 -18 -19 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.022434629066278577 0.018014835806701313 0.011978405771664905 -0.027040295880287848 0.012832212348096967 0.0053251255595793438 -0.037642833043677 0.019573854854152344 -0.028405706888683845 -0.011065229719450795 0.017782586869961679 0.00010252428729777021 -0.024850169848249209 -0.025726075800602859 -0.023423009493520174 0.023409767619445646 -0.032784742784321246 0.0057371708504612186 0.015630610305756347 -0.021309703422655063 0.0030372633922897143 0.019446152944746935 -0.024643066684455268 -0.025708778851346446 0.019279627391875161 0.013252964817215808 0.029446280537110646 -0.029254327339575593 -0.024341675873742852 -0.024458477652288962 0.01289786064657749
leaf_weight=7.9421218531206241 3.2604091558605424 28.299038831144571 6.8045015204697874 36.428767763078213 7.216100283898415 2.1148794442415229 10.75995236635208 2.5904029272496691 12.387453887611633 14.740835100412371 153.19129143841565 4.7014011833816758 4.9931304827332488 4.2829350070096543 6.1953088194131842 3.8967528343200675 8.9200855195522291 4.7322264313697806 5.9736175034195185 16.02851852402091 8.5902807731181472 2.9356828285381189 1.9689768971875299 2.7315005511045438 5.820753525942564 0.70609702542424191 3.0552308410406113 1.9349217759445307 4.4123607650399199 5.1724704131484023
leaf_count=797 17 126 134 168 41 16 52 23 67 51 1317 274 31 239 18 26 34 16 71 64 51 105 44 21 33 2 68 81 27 20
internal_value=0.00124041 0.00174203 0.00267279 0.00179955 -0.00804392 0.00267874 0.000433587 -0.000870737 0.00617892 0.00280111 -0.000371522 -0.00508357 -0.00688866 -0.00432772 0.00761861 0.00537406 -0.0059748 -0.000831483 -0.00673778 0.0101014 -0.00180702 0.00138365 0.00455381 0.00724605 -0.000492779 -0.0177603 -0.0108546 0.00119215 -0.00811367 -0.00400664
internal_weight=382.788 374.846 329.865 301.566 24.7264 276.839 168.657 157.897 108.183 71.7538 155.782 44.9813 41.7209 36.7278 49.7815 43.5862 12.8168 17.9219 13.1897 30.7694 32.4448 27.0373 24.1017 22.1327 13.5424 5.4075 7.72165 4.66642 21.9723 17.5599
internal_count=4034 3237 2271 2145 262 1883 1408 1356 475 307 1340 966 949 918 193 175 60 128 112 115 679 403 298 254 203 276 170 102 114 87
is_linear=0
shrinkage=0.0220144


Tree=135
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 6 18 16 16 17 3 19 10 17 15 5 15 6 3 6 18 5 10 16 3 4 2 0 7 16
split_gain=18.8383 9.30707 5.79671 5.39527 4.94581 4.80038 4.53181 3.68532 4.37123 3.62883 6.97772 4.614 5.73851 4.37372 4.19932 4.88573 3.96038 6.61649 5.51564 4.13467 3.94081 3.53071 3.45656 4.99082 6.81484 4.98411 4.0609 5.54354 8.72202 4.35686
threshold=18.594956516900002 92.38617519475001 18.393720489900002 46.074827201850006 60.613977009100005 5.1651206822000004 11.862896247150001 23.044946110900003 22.614947116400003 241.79519611995002 76.825379535700009 12.851036860900001 71.015621515800021 179.91109285790003 24.273602154900001 14.121416629950001 21.092276343250003 13.65531905435 77.69375151185001 13.78532209185 14.766576839600001 30.284449345300001 66.964115113200009 19.974953289850003 84.995603794150014 401.56478351400006 62.922191810850009 94.047642319350018 24.876210878000006 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 6 -3 -2 8 -5 10 -7 13 -13 -12 -14 -16 -15 18 -18 -19 -21 -8 25 26 -25 -6 -24 29 -29 -28
right_child=3 2 -4 7 22 9 21 -9 -10 -11 11 12 14 16 15 -17 17 19 -20 20 -22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.0054438691541091756 0.0012015536585877425 -0.0056531612363597663 -0.0029820826316931627 -0.00018295995777195461 0.0017314096644192531 -0.0048971066613190881 -0.0063182146758222211 0.0039553441575931768 -0.0056772845938450542 0.0043794431470742202 -0.0020624964223252646 0.0028692963153446088 -0.0067610974339010798 0.0034920600888996645 0.0050653144426819428 -0.0035116800328538521 0.0016439421821559279 0.0056686782647771871 -0.0064728494628924806 0.0027255503282426537 -0.003435999384262096 0.00017831224984002621 0.0045858289102063384 0.0039128576287760768 -0.0070225885706649274 0.0054794234021158057 0.0039648986415771444 -0.0059607044744323431 0.00095739878730861992 -0.00045097139275560369
leaf_weight=12.844690001569687 11.273719230666758 4.2150599462911478 25.12129413895309 9.8568580560386234 188.5025667771697 7.8521654978394499 5.8388037551194412 2.9652353897690764 6.8516660295426837 5.2472284547984591 10.280271502211688 5.4481607042253044 6.2999426163732997 20.619012728333473 2.5446640476584417 6.8291754312813282 3.9881881177425402 6.5307934731245068 5.6443445570766926 7.960287891328333 4.5558413937687874 3.8916122987866402 7.8013053871691218 2.3229777961969367 5.0467130765318871 10.453136123716829 15.172491006553175 7.7873888537287739 14.670188333839176 10.589911557734011
leaf_count=797 83 176 696 68 768 174 111 10 104 31 149 21 86 76 9 95 15 16 74 24 23 32 25 7 53 48 58 85 69 51
internal_value=0.000469584 -0.00116421 -0.000717783 0.00120274 0.0013885 -0.000137442 -0.0010784 -0.00147271 -0.00243602 0.000110416 -0.000142547 0.000320071 -0.00180166 0.00107227 -0.00342527 -0.00118333 0.00172597 0.000456237 -0.00311223 0.0022609 0.000482761 -0.00371997 0.00158601 0.000511626 -0.00357566 0.00192833 0.00104932 0.000477158 -0.00144152 0.00214971
internal_weight=439.006 135.981 123.136 303.025 283.351 98.0151 21.0041 19.6738 16.7085 93.8001 88.5528 80.7007 21.1219 59.5787 15.6738 9.37384 49.2985 28.6795 9.63253 19.0469 12.5161 9.73042 262.347 63.391 7.36969 198.956 56.0213 48.22 22.4576 25.7624
internal_count=4034 2462 1665 1572 1390 969 226 182 172 793 762 588 211 377 190 104 228 152 89 63 47 143 1164 348 60 816 288 263 154 109
is_linear=0
shrinkage=0.00528337


Tree=136
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 16 6 0 10 10 7 10 0 15 2 3 7 3 6 6 6 9 2 18 16 16 0 10 7
split_gain=27.8711 12.0294 7.9375 6.8354 6.25891 5.31416 7.11096 6.10774 5.98956 6.69847 5.26191 4.90742 5.38694 7.78367 4.90052 8.70227 4.93724 5.52838 4.2732 6.1749 6.30704 4.42916 4.72397 4.40934 4.6951 4.26353 4.94788 4.24336 7.79388 4.23799
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 66.964115113200009 19.974953289850003 14.955349429350003 90.407470010750018 65.611820673600008 58.167480110400007 22.356277907050004 71.015621515800021 96.039789794050009 30.046989284200006 90.745765132650021 86.589859465500012 24.786990758350004 93.181958801350021 16.375382608200002 16.285380505300001 16.455384477450004 195.70012057590003 184.38272419390003 13.754580103150001 23.044946110900003 22.614947116400003 94.165934477050016 72.01572794030001 24.573979631000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 14 -8 9 18 -2 -3 -13 -14 27 -16 17 -17 21 20 -20 22 -6 -23 -25 26 -5 -7 -29 -24
right_child=3 2 -4 25 5 6 7 -9 -10 -11 -12 12 13 -15 15 16 -18 -19 19 -21 -22 23 29 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0046742892011339349 0.00040171417098437944 -0.0059027418435559226 -0.0030369309096511415 -0.00013764380831435085 0.0048001341469899143 0.0039141182935840662 0.0021886651229919411 -0.0070642061370744195 0.0049266383495634586 -0.0029191034753323609 -0.0051743180821002552 0.0044148464626849503 -0.0059184115718056186 0.00024265454492402777 -0.0073843460184187543 -0.0050024875547279683 0.0047096142720495981 0.0011332937938407785 0.0012115583149804724 0.0016330491653834913 -0.0084175489352302773 0.0020604065320806372 0.00087006232076443412 0.001525716984815275 -0.0079251624729623996 0.0039680816186314066 -0.0054320495838630963 -0.0046909946972888764 0.00347867911129427 0.0044534360847047084
leaf_weight=22.757612282410264 16.198326164856557 3.4651522208005181 28.526929568499327 10.683771252632146 33.569366045296192 19.295607365667824 2.7241118699312192 5.3608544692397118 17.417104199528694 7.1895380392670623 5.8261530455201855 7.0830171369016162 5.5428588688373557 81.997616425156593 3.9349238686263588 5.1808694154024186 5.8495742231607428 13.167836505919693 3.6728526800870887 88.553590625524521 3.2430285103619099 20.618060313165191 22.908059306442738 2.7341006994247428 2.5933161079883575 3.1683336496353141 7.6834716573357573 5.0161627009510976 7.2011318355798721 13.155601784586905
leaf_count=972 141 62 674 68 122 59 11 49 55 35 85 20 134 600 44 47 16 66 14 324 26 67 86 9 31 10 104 34 22 47
internal_value=0.000494629 -0.00130613 -0.000700748 0.00131735 0.00151055 0.00171137 0.000481834 -0.00394659 0.00209753 0.00184896 -0.00107332 -2.13204e-05 0.00019406 -0.00014745 0.0010821 -0.000444379 0.000684141 -0.000599182 0.0020284 0.00127542 -0.00330377 0.00278051 0.00344171 0.00100598 -0.00307485 -0.00142255 -0.00235242 0.00244487 0.000124384 0.00217724
internal_weight=476.319 149.373 126.616 326.946 305.41 283.386 67.7311 8.08497 215.655 198.238 22.0245 98.0886 94.6235 87.5405 59.6461 28.1332 24.1983 18.3487 191.048 95.4695 6.91588 95.5785 69.633 25.9455 5.32742 21.5356 18.3672 31.5129 12.2173 36.0637
internal_count=4034 2462 1490 1572 1390 1164 348 60 816 761 226 816 754 734 288 173 129 113 726 364 40 362 255 107 40 182 172 115 56 133
is_linear=0
shrinkage=0.00503184


Tree=137
num_leaves=31
num_cat=0
split_feature=16 8 5 16 3 17 9 10 0 6 2 6 15 18 16 17 9 18 18 0 2 15 17 6 15 15 6 17 6 3
split_gain=25.5481 10.6954 8.00084 6.50266 6.75147 6.12065 5.74645 5.73902 6.90432 6.08713 6.21751 5.50056 4.84154 4.76033 6.42706 6.99326 4.64977 5.41447 5.98321 4.25512 4.19871 4.27645 3.86996 3.66467 3.53478 3.5322 4.96454 3.88927 3.37892 4.94372
threshold=18.594956516900002 5.9453602998000008 23.626838821450004 18.404956961200003 76.825379535700009 241.79519611995002 226.28914430085004 66.964115113200009 91.937202686950016 16.465384711100004 198.51835910855002 8.5652001245500013 29.037712645600003 17.323446153950005 12.604970524100002 214.03087950770001 206.57490536735003 15.625782642300001 14.85568425095 85.995710218650018 90.745765132650021 36.207782793200003 199.84861692095004 16.375382608200002 29.329759478700002 40.042228346200012 16.565387047600002 192.77618096940003 16.405383309150004 93.431985407450014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 5 -3 28 9 -9 19 25 -7 22 14 -6 16 -16 18 -18 23 24 -22 -10 -2 -14 26 -11 -27 -4 -30
right_child=2 3 6 -5 13 11 -8 8 12 10 -12 -13 20 -15 15 -17 17 -19 -20 -21 21 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=-0.0039427477985464025 -0.0033712680959666649 -0.0054542700453456576 -0.004286742058416124 -0.0057102403054538854 -0.0064642867995421075 -0.0024707217060236887 0.0056731997377996246 -0.0049178127787076831 0.0045784056228463021 -0.001756734562504404 -0.0045717443908541554 0.010718760023931347 0.0014708498728249124 0.00393591775928589 0.0020554891947527835 -0.0066018546377982872 0.00067521430727084716 0.0012889222783677519 -0.0076819470889653114 0.0035573137236652149 0.0015658265169864723 -0.0043153811978351468 -0.00051128524564010764 0.0023518031203445464 -0.0076123104027815353 0.0016979880197217434 0.0021230007687220286 0.0065175030945399158 0.0039769621704168799 -0.00099111260269693765
leaf_weight=37.081547942943871 5.2363114282488814 11.948514308780434 7.5159512255340806 6.8953834716230622 4.4839216116815797 2.6981022451072922 4.6206670776009551 6.6614581719040862 16.036347843706611 16.651283994317055 5.5499505773186675 1.5518378913402555 2.0324058309197417 11.083610676228998 40.08654947951436 4.1386893577873698 4.7886914759874362 13.82630701549351 6.0308701880276203 105.10249015688896 24.894036747515205 4.5575879588723174 6.5583583116531363 10.430342458188532 3.8899375647306442 15.391933441162111 26.842813804745674 7.8922148197889319 7.290381208062171 43.354151396080852
leaf_count=1280 32 356 71 157 106 59 13 53 49 72 48 6 9 48 188 66 34 71 91 402 108 47 32 35 45 51 102 17 21 365
internal_value=0.00058989 -0.00135769 0.00146864 -0.000466262 -0.000106959 -0.00340791 -0.000318252 0.00190392 0.000464147 0.00238582 0.00110518 0.00234533 0.00108261 0.000526286 1.11061e-05 0.000432693 0.000882449 -0.0010255 -0.0039831 0.00315279 -0.00020665 0.00065572 0.00310107 0.000438964 -0.00449519 0.00157698 0.000637683 0.00333157 -0.000794254 -0.000275948
internal_weight=465.123 144.614 320.509 107.532 100.637 16.1985 62.7812 257.727 64.6301 193.097 72.3282 4.24994 57.9687 84.4386 73.355 68.8711 64.7324 24.6459 10.8196 120.769 35.374 29.4516 22.5947 15.6667 5.92234 66.7782 43.4941 23.2841 58.1605 50.6445
internal_count=4034 2462 1572 1182 1025 421 470 1102 343 759 290 65 290 604 556 450 384 196 125 469 209 155 81 67 54 242 174 68 457 386
is_linear=0
shrinkage=0.00558194


Tree=138
num_leaves=31
num_cat=0
split_feature=16 13 15 7 10 18 17 3 19 10 7 15 7 10 9 18 10 9 9 9 7 16 16 6 12 4 16 12 3 19
split_gain=16.6952 8.79095 5.48279 5.20616 4.4576 4.55424 4.27659 6.38185 6.83434 6.6817 4.30835 4.12658 3.80469 4.74816 3.65153 3.48363 6.75934 4.7334 3.49271 3.81464 3.39552 3.28586 3.94406 3.28572 3.17304 3.1536 4.91899 4.82948 3.05325 6.2094
threshold=18.634956423400002 92.38617519475001 46.074827201850006 22.356277907050004 60.613977009100005 11.928667296000002 241.79519611995002 76.825379535700009 12.851036860900001 71.015621515800021 24.437987282900004 29.329759478700002 19.506002767000002 57.041016153700006 228.88999534805001 15.912798531700002 75.951630643300021 193.42660545270004 204.99169312540002 211.98908248575003 27.703316924600006 23.044946110900003 22.614947116400003 11.755274660100001 335.9827356823501 310.49012963040008 22.624947093000003 251.89085751685002 81.715684874950014 12.250988447150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 12 5 -2 7 -5 15 10 -10 -12 13 -3 -7 16 18 23 -9 -20 -11 22 -4 -18 25 -6 27 -27 29 -17
right_child=2 3 21 6 24 14 -8 8 9 20 11 -13 -14 -15 -16 28 17 -19 19 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00638065878014802 0.0012866966192215117 -0.0066528076650153849 -0.00041718242598257028 -0.0057232306136935918 0.0018437993967599657 -0.0066999351689657483 0.0051212238915971098 0.0032146616274815747 0.0060699284922566101 -0.0054139986517876861 0.0040128904521918585 -0.0080409525731923778 -0.0057187772458669782 0.0043857636687859363 0.0041009665533115009 0.0035694399777126489 -0.0049044621540132631 -0.0084285612665928236 -0.0067215869766261479 0.0024789901839079183 0.0032689039690584937 0.0043607150301479634 -0.0066369700432867022 0.0040237980794062536 0.0049789642013671172 -0.0091863222177510605 0.0035501070082769697 -0.00052798997084779916 0.0072468801652950275 -0.0040970001092346586
leaf_weight=11.846891737543045 11.257638139650227 2.4319329019635942 9.74136926233769 8.3775116335600597 225.60555579699576 6.7881888076663 5.4202281646430484 16.84357156697661 4.5994434356689471 17.950638169422749 2.0190608352422714 2.3866458237171173 12.770689904689787 3.9188349265605211 1.4656882360577581 17.522303445264704 3.2001525275409204 5.2775693275034428 3.3926490880548945 3.5527540594339371 1.9199481885880221 2.7925847023725501 6.5771111883223048 3.1497540064156055 11.524178832769392 3.6558852605521697 6.2278847098350516 7.7194525673985481 4.7734830714762202 5.2990063428878775
leaf_count=797 97 111 68 219 979 124 31 81 13 309 7 67 437 20 5 74 108 72 27 18 13 10 104 13 62 47 22 39 14 46
internal_value=0.000519682 -0.0012719 0.00135425 -0.000786965 0.00157821 -0.0012805 -0.000247843 -0.000538091 -6.53524e-05 -0.00256544 0.00186889 -0.00251688 -0.0037667 0.000158706 -0.00478196 0.00108035 -0.000207636 -0.00408544 0.00168774 -0.00201525 -0.00457503 -0.00185957 -0.00292405 -0.000475763 0.00179717 0.00164641 -0.000883377 -0.00331067 0.0027334 0.00178933
internal_weight=430.009 136.653 293.356 124.806 274.244 19.5115 105.685 100.264 91.887 28.8757 9.00515 4.40571 19.1215 6.35077 8.25388 63.0112 35.4165 11.6275 23.789 6.9454 19.8706 19.1111 16.3185 6.34991 254.733 243.209 17.6032 11.3753 27.5948 22.8213
internal_count=4034 2477 1557 1680 1375 226 1112 1081 862 409 87 74 568 131 129 453 319 193 126 45 322 182 172 121 1149 1087 108 86 134 120
is_linear=0
shrinkage=0.00620571


Tree=139
num_leaves=31
num_cat=0
split_feature=16 6 17 6 19 16 2 16 5 6 2 13 13 15 19 17 3 10 15 17 9 15 12 16 13 17 13 18 16 16
split_gain=9.9834 5.23394 4.08256 3.38662 4.22989 3.08179 6.2613 5.85809 4.35791 4.19172 5.63765 4.62575 3.95546 3.82222 3.52305 3.60853 7.13235 3.35 6.45054 3.21262 3.19677 3.08449 5.58706 6.59948 4.82693 4.18676 3.38296 4.2036 3.03922 4.51583
threshold=12.604970524100002 5.1651206822000004 159.58247398035004 13.200308423050002 10.550851274900003 20.404952284350003 322.38159739250005 19.974953289850003 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 117.67650082785001 42.713473568600008 11.850956171350001 241.79519611995002 81.105404879350019 76.279622535200005 20.729785921300003 205.83789591070004 227.07958281845004 29.329759478700002 115.02544258150002 18.684956306450005 107.29098706995002 200.37850214585004 109.46594969745001 15.042884401850001 18.594956516900002 18.404956961200003
decision_type=2 2 2 2 2 2 2 2 2 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 6 7 14 9 12 13 -12 -7 -11 -4 16 -16 18 -18 21 -10 28 -23 24 -24 -26 27 -25 29 -20
right_child=1 2 5 4 -6 8 -8 -9 20 10 11 -13 -14 -15 15 -17 17 -19 19 -21 -22 22 23 26 25 -27 -28 -29 -30 -31
leaf_value=-0.016914845230006186 -0.017035212154883888 -0.01894614986989672 0.008222677083444218 0.013363876687837192 -0.01922465675998648 0.0072067880744760785 -0.018987960048617431 -0.017313477800601041 -0.0026972211630923114 0.0013047992385282015 -0.02447993389195852 0.0053699353762101205 -0.0090696250305487818 0.014250542451075524 -0.0084903446997572664 0.014873843656635249 -0.023667863473185339 0.01209244677001413 0.0028282487169156829 -0.0091428257242448588 0.015798627811500227 -0.019006511947219425 0.016471563158730509 -0.013579506374309635 -0.021755861383000771 0.011318337354595108 0.013655106818207731 0.010006253838920969 0.0086021521347224243 -0.021337814691996155
leaf_weight=10.725434454157947 3.9904781971126786 2.519656838849186 17.218806912191212 2.6014349702745667 1.787281730212271 94.382751610130072 4.4081976218149057 4.6461859568953505 39.106819904409349 55.476703085005283 3.8651665821671477 2.1485146582126617 4.1458986289799205 6.8111945837736121 22.347686634398997 4.4197822250425807 2.7757694143801919 7.5810023248195639 30.016685508191586 6.9343223776668301 2.6543087363243094 4.3295893594622639 1.4548436366021649 3.717968516051771 5.9579562311992049 1.2278549242764709 9.1262457016855461 4.3753229975700378 26.843457020819187 2.2081174347549668
leaf_count=856 281 125 121 21 53 449 103 49 327 232 45 8 23 20 288 25 75 30 268 67 8 60 6 46 168 10 37 13 138 82
internal_value=0.00101911 0.00154332 0.00174331 -0.0119764 9.23683e-05 0.0018849 0.000179015 0.000723486 0.00319005 0.00436949 0.0012645 -0.0138154 0.00652191 0.00272042 0.00128019 0.000383513 -0.000113351 0.00164365 0.000843263 0.00155057 -0.00152164 0.00238132 -0.0018595 0.00101131 -0.0106195 -0.0161044 0.00684759 -0.000828783 0.0045488 0.00117233
internal_weight=389.805 374.691 370.701 15.1142 4.38872 368.181 159.59 155.182 208.591 166.83 68.3016 6.01368 98.5287 62.2879 150.535 133.317 128.897 106.549 98.9681 96.1924 41.7611 89.258 30.1898 25.8602 8.64065 7.18581 17.2195 8.09329 59.0683 32.2248
internal_count=4034 3104 2823 930 74 2698 1586 1483 1112 777 305 53 472 252 1434 1313 1288 1000 970 895 335 828 340 280 184 178 96 59 488 350
is_linear=0
shrinkage=0.0163093


Tree=140
num_leaves=31
num_cat=0
split_feature=13 9 9 0 16 10 19 16 10 2 2 13 14 17 0 7 2 17 18 5 3 5 2 5 3 16 7 6 3 5
split_gain=8.93371 4.81035 4.83404 5.04457 6.80913 4.58165 5.87517 5.40897 4.46779 3.56382 3.66606 5.66022 4.21072 4.05855 3.94405 3.90775 3.26625 3.10791 3.51548 3.10605 4.26622 2.96051 2.69455 3.54064 4.44299 4.27724 3.66147 3.69885 3.61299 4.46335
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 64.407391431150018 14.551174033150001 22.494947397000004 62.837331883000012 56.478612905150008 111.23922738415001 117.74908919740001 240.28931515145004 164.30394926590003 67.04476885710001 19.078733418100004 319.18044405035005 193.46017548480003 14.053554955550002 29.996566321350006 94.972471916200007 21.500664456800006 101.78954948125002 21.723721974650005 93.090551224900011 22.654947022900004 23.109894804950002 16.405383309150004 92.703413254150021 20.872540794500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 -3 4 -4 7 -7 21 22 -2 14 12 13 -12 -11 16 -14 -17 -19 20 -6 -5 -9 24 28 26 -25 -28 29 -24
right_child=1 2 3 5 19 6 -8 8 -10 10 11 -13 15 -15 -16 17 -18 18 -20 -21 -22 -23 23 25 -26 -27 27 -29 -30 -31
leaf_value=-0.019199650477649637 0.014806108074103954 0.0097645928303902087 -0.023046898007559942 0.019118170140260727 0.004323045002173535 0.00067443029477502053 -0.026758801577788358 0.010005859053018786 0.017371609873734137 0.02763026491591071 -0.020757099556766613 -0.027890523831167371 0.012331280107181621 0.0099952796252370177 -0.020519204654864807 -0.024563499464315099 -0.02089927916831236 0.021845341640210281 -0.019799174505718237 0.012846389215391128 -0.017304345555233219 0.0038112395699310231 -0.00078949495392674918 -0.0098711104377590762 -0.024202470775863655 0.011055889900481874 -0.0059033973720254108 0.0076342457205642077 0.010544295661351349 -0.029097618944726619
leaf_weight=7.5707350447773925 3.1930713094770899 28.04958975315094 6.5785510903224376 13.404094584286215 7.3497588224709052 153.97074442636222 2.8278338946402064 13.280740574002264 7.4045254513621321 0.65518558025359919 1.7234444986097539 2.940378380008041 4.2851332793943575 13.358223863877354 7.9191881427541375 5.4128024620003981 1.394480040296912 1.3522847406566145 1.5446000043302772 4.5548998117446891 5.8080183491110802 6.761593669652938 7.3775808438658732 10.328697893768547 3.8825136274099341 17.155834663659334 10.864035993814467 21.1647028028965 5.5599831715226165 2.7085126936435699
leaf_count=797 17 126 134 82 41 1288 19 48 41 1 78 68 41 188 248 196 32 4 93 16 71 27 49 61 22 70 67 75 17 17
internal_value=0.00108293 0.00149481 0.00227626 0.0015784 -0.00666215 0.00230185 0.000179677 0.00507727 0.00327591 -0.00437836 -0.00588769 -0.00295407 -0.000431875 0.00648108 -0.01684 -0.00788463 0.00417239 -0.0161255 -0.000359242 -0.000576796 -0.00522357 0.0139857 0.00214539 0.000824664 -0.00614362 0.00311122 -0.000106567 0.00304232 -0.00166238 -0.00839134
internal_weight=380.382 372.811 329.032 300.983 24.2912 276.691 156.799 119.893 99.7271 43.7788 40.5857 32.0113 29.071 15.0817 8.57437 13.9893 5.67961 8.30969 2.89688 17.7127 13.1578 20.1657 92.3226 79.0419 19.5286 59.5133 42.3574 32.0287 15.6461 10.0861
internal_count=4034 3237 2271 2145 262 1883 1307 576 467 966 949 700 632 266 249 366 73 293 97 128 112 109 426 378 105 273 203 142 83 66
is_linear=0
shrinkage=0.01886


Tree=141
num_leaves=31
num_cat=0
split_feature=0 17 8 9 6 10 15 10 3 15 5 16 16 7 4 2 8 15 13 16 4 4 5 18 14 5 16 5 18 7
split_gain=8.01649 4.57556 4.19339 4.33849 3.21575 3.09196 2.89095 3.1352 7.36652 3.65393 3.5685 3.34854 4.17345 5.26547 4.32549 3.28804 3.2372 3.23297 3.1266 3.22714 2.78593 4.41252 3.56114 2.57705 2.56093 2.52948 3.92116 3.86903 4.03438 2.47958
threshold=103.33357670195001 241.79519611995002 5.9453602998000008 72.82855515350002 8.5652001245500013 72.378669787950017 46.683480308100009 70.206395618550019 83.538459487450012 29.037712645600003 18.160071980500003 18.704956259700005 15.584963555600002 28.8637720374 218.36915329220002 310.17567643235003 8.1436447804000007 28.343014915050002 117.61735474900001 22.534947303500005 309.28270023145006 313.22340827140005 23.195398057700004 17.551307094650003 375.96044720820004 13.154029769200003 15.089964713100001 15.904541771600002 14.937945183950001 28.043300357450004
decision_type=2 2 2 2 2 2 2 2 2 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 29 24 7 15 11 10 16 12 25 14 -14 17 -10 -4 19 -8 -19 -22 -23 -16 -1 -9 27 -27 -29 -3
right_child=1 4 6 -5 -6 -7 18 8 9 -11 -12 -13 13 -15 23 -17 -18 20 -20 -21 21 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.0019693853314131453 -0.015441111522067065 0.017119462644317431 0.011070731648544876 -0.015585902176475168 0.027823855849092617 -0.015686319175899681 0.0056780159784788802 0.011975482186661328 0.0039754738980122602 -0.016438007364320668 0.0080080007296363682 0.0086203265032344985 0.00032623810248303753 0.016164841418459149 -0.017815929821080361 0.011738975101949527 -0.019979645696498009 0.0027211689741967727 0.0022655334154580821 -0.018044496433453194 -0.015543530552159995 -0.0065125262638836105 0.0093222573288357126 0.0023694187883059694 -0.016584117389476734 0.00078370668582195154 0.006769179111593914 0.0024108663861147394 -0.023543058164365891 -0.017690390889236206
leaf_weight=20.703251827508222 10.019179520662872 0.69936275482177679 9.4144662227481586 5.7854871773160985 0.96283949445933092 2.9296954888850442 1.6759801730513553 5.6935644745826712 2.0222468934953231 7.9378854269161812 3.9159165117889643 12.710934355854986 7.6501535139977994 2.216388374567031 8.3791520446538907 8.9867053627967817 3.203018868342042 182.34271676279604 6.4619354642927647 5.0783144161105156 4.823256395757201 6.4507555998861772 6.0458827838301659 1.666198395192622 1.7749236589297641 18.994189110584561 17.684888631105423 2.1710693240165702 3.3419216219335794 1.2594065135344861
leaf_count=218 864 2 52 454 5 191 7 29 11 236 22 38 62 13 140 57 51 892 44 85 80 39 24 11 54 169 71 12 39 62
internal_value=0.000781787 -0.0106813 0.00119378 -0.00400056 0.00564183 -0.00136253 0.00168646 0.00197085 -0.000237556 -0.00908013 -0.0026908 0.00163831 0.000329292 -0.00537423 -0.00807203 0.00295916 -0.0107087 0.00258178 -0.00510582 -0.0121581 0.00218151 -0.00350001 0.00114835 -0.0144678 0.000504362 0.00270094 0.0014494 -0.00238946 -0.0133222 -0.00526181
internal_weight=373.002 12.9408 360.061 31.1934 2.92161 25.4079 328.868 315.651 97.5875 17.0791 9.14118 80.5085 67.7975 19.9119 17.6955 218.064 5.22527 209.077 13.2162 6.75429 199.663 17.3199 12.4966 10.0454 22.4782 47.8856 42.1921 24.5072 5.51299 1.95877
internal_count=4034 933 3101 917 69 463 2184 2048 904 320 84 584 546 226 213 1144 62 1087 136 92 1035 143 63 151 272 320 291 220 51 64
is_linear=0
shrinkage=0.0148237


Tree=142
num_leaves=31
num_cat=0
split_feature=16 8 15 19 9 9 0 6 15 10 16 17 3 2 6 12 5 5 9 7 7 3 7 9 9 13 3 16 19 3
split_gain=7.18173 3.32046 3.14646 3.09123 3.05537 4.45844 4.44479 6.35229 4.33739 3.29781 4.97289 5.68837 4.9682 4.44737 3.61548 4.90405 3.61202 6.93185 4.18662 3.95117 3.23351 5.18577 4.38511 3.0977 3.81182 2.94303 5.91909 2.9249 2.82421 3.06238
threshold=13.564968279200002 7.6440346712000009 18.019770707250004 10.850875481800001 181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 64.407391431150018 20.894951138500005 200.11066131620001 91.017750006350013 121.84632764400003 16.235379337050002 320.0928336514001 21.089169479000002 20.482113285800001 194.82237869650001 23.109894804950002 20.861906850000004 103.00289635185001 21.844899366700002 198.74336288960004 191.98656730705002 121.87049551135001 94.421337999450017 19.144955230800004 11.850956171350001 81.105404879350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 20 -6 7 -7 -9 12 14 -12 -8 23 15 28 17 -15 -19 -18 21 -2 -22 24 -14 26 -10 -23 -11 -30
right_child=4 2 -4 -5 5 6 9 8 25 10 11 -13 13 16 -16 -17 19 18 -20 -21 22 27 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.018863269103479352 0.011285238636960125 0.0083904408236927606 -0.022208158783649415 -0.02179953898655004 0.0091764844985937032 -0.022861642094263428 0.014233279823221603 -0.023062230401240745 0.011844980550284124 0.01048553012982523 0.00064353044323916208 -0.031104495034585841 -0.0042493819008621453 0.006012201165205182 0.010603938549528697 -0.022852026317313721 -0.0058426291869010816 -0.0085345271032902532 -0.042597220278438971 0.0046858450112432625 -0.025678869491465868 -0.019468522784291759 -0.0041785834630937626 -0.000538310618967363 0.016594495931184769 0.017781938303000452 -0.014224562544306844 -0.00016860797662526496 -0.0060728048188061117 0.0014029985148328412
leaf_weight=8.215098899323495 9.6847642427310365 5.8895395058207196 2.1810618247836828 1.3803094928152857 26.505191970616579 5.7111344840377596 14.649704251438378 2.4710604548454311 5.6219035349786264 8.9538677558302862 3.9820369482040396 3.4928589425981045 3.5129977613687577 4.5543634593486768 11.847534146159886 2.9940159423276773 15.565760459750889 2.4135707393288612 2.3461298607289791 47.96993700414896 4.0221821591258076 3.9247594084590656 14.063330282457171 7.8788740411400786 16.382218383252621 3.3900937661528578 5.8696016166359186 7.606790236197412 22.66164299659431 89.094573910348117
leaf_count=826 84 100 59 60 125 112 75 47 22 32 16 26 16 19 54 63 84 11 34 211 113 281 310 32 94 12 66 124 269 657
internal_value=0.000873824 -0.0104197 -0.0030803 0.00265834 0.0014485 0.00205713 0.00138646 -0.00625105 -0.000784139 0.00206842 0.000226504 -0.0141916 0.0043538 0.00291546 0.00102158 0.000103849 0.000558398 -0.0100016 -0.0253246 0.00210645 -0.0033191 0.00148956 -0.0089602 0.00909788 0.012914 0.00291509 -0.00147075 -0.00673733 0.000673232 -0.000112926
internal_weight=364.837 17.666 9.45091 7.26985 347.171 307.869 281.364 23.0638 17.3527 258.3 143.027 7.4749 115.274 100.624 135.552 123.704 72.8498 9.31406 4.7597 63.5357 39.3018 21.2163 18.0855 27.7741 19.8952 14.8816 11.4915 11.5315 120.71 111.756
internal_count=4034 1045 219 160 2989 2077 1952 259 147 1693 1117 42 576 501 1075 1021 359 64 45 295 912 489 423 142 110 100 88 405 958 926
is_linear=0
shrinkage=0.0181578


Tree=143
num_leaves=31
num_cat=0
split_feature=13 17 16 2 16 0 13 10 0 6 13 12 12 16 19 15 17 9 7 2 18 16 17 0 13 19 9 18 8 15
split_gain=6.55236 3.19495 2.48286 4.69606 4.82851 3.7138 4.71273 3.66562 3.17063 4.486 4.40335 3.95637 3.59833 4.83301 3.91372 3.45301 3.28729 4.37158 3.15613 7.76034 2.88577 4.80166 3.83949 3.14019 2.47763 2.48296 4.39746 7.11308 3.75097 2.92686
threshold=92.38617519475001 159.58247398035004 20.404952284350003 322.38159739250005 19.974953289850003 90.297243227400017 112.64908412395 65.536543845950021 86.643628628100018 16.375382608200002 117.38883580790001 155.06885325350001 182.87454670205003 22.654947022900004 14.651182102100002 37.050691080100002 198.49975298390004 204.99169312540002 23.851446749400001 231.65109648115003 17.323446153950005 12.604970524100002 214.03087950770001 103.33357670195001 117.46680109370001 14.351157895250003 191.98656730705002 13.065205089100003 8.2435668022500028 46.074827201850006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 20 7 -7 8 9 10 -4 -10 -13 14 15 -14 24 -18 -17 -20 21 -3 23 -23 -11 26 27 28 -26 -27
right_child=1 2 5 -5 -6 6 -8 -9 11 16 -12 12 13 -15 -16 18 17 -19 19 -21 -22 22 -24 -25 25 29 -28 -29 -30 -31
leaf_value=-0.018271330195632381 -0.020352405926644702 -0.020032555109726694 0.0047475519466967601 -0.020347714367592303 -0.018441439659745908 -0.0088246056678763056 0.015285296191837256 -0.011044361237722844 0.01315780379414697 0.011276003678850182 -0.023494665539440837 -0.010903982134318552 -0.013911654929802422 0.01567083174328749 0.017955701102253977 0.012227820474636341 0.00085255968083602896 -0.029540513064789164 -0.020921715064551233 0.0094590083527090196 0.0094128108124743558 0.0014177228797601659 -0.015945677884103664 -0.019314816013462452 0.005731371036826912 0.0047356640472301492 0.0021950177505113792 -0.039437765590150109 -0.02245641828974174 -0.0091221514167255154
leaf_weight=5.7565352232195428 2.2377168620005241 3.8198811570182434 2.8866711258888236 3.755600420292466 4.4519586544483891 3.256772834807637 13.719170954078434 6.8923593275248995 16.700760193169117 9.1990463994443399 4.7269102176651359 5.422566443681716 5.7964770644903245 9.7815891280770284 3.7582851350307456 6.3864447958767441 3.9829881405457845 2.5010802261531353 4.8049795143306238 6.3191696256399155 11.160186089575289 126.10217499360442 4.4771767091006032 2.417112421244382 4.5772248143330234 54.673507215455174 17.634055571630597 2.4536068215966225 2.3040205230936408 5.4401169484481207
leaf_count=797 145 194 12 136 49 24 63 39 103 45 60 26 50 47 11 25 22 34 30 33 96 1317 80 106 42 251 91 23 18 65
internal_value=0.000796105 0.00110825 0.00124569 -0.000443652 4.67528e-05 0.00261124 0.0106599 0.00183598 0.0023602 0.000558205 -0.0127867 0.00573313 0.00279963 0.00481632 0.000893431 -0.00185787 0.00154689 -0.0108709 0.00213225 -0.00366368 0.000602981 -0.000115642 0.000456405 0.0010278 0.00238316 0.00144375 -0.00309853 -0.0130983 -0.00370664 0.00348157
internal_weight=357.396 351.64 349.402 156.184 152.428 193.218 16.9759 176.242 169.349 110.379 7.61358 58.9703 42.2695 36.8469 27.0654 23.3071 102.766 6.48407 17.5106 11.1241 147.977 136.816 132.996 128.519 96.2816 87.0825 26.9689 9.33485 6.88125 60.1136
internal_count=4034 3237 3092 1978 1842 1114 87 1027 988 663 72 325 222 196 149 138 591 56 88 63 1793 1697 1503 1423 535 490 174 83 60 316
is_linear=0
shrinkage=0.0180177


Tree=144
num_leaves=31
num_cat=0
split_feature=16 13 15 5 6 10 18 5 0 19 9 0 12 18 7 0 10 3 16 15 2 16 19 9 16 16 7 12 17 3
split_gain=15.0928 7.65736 5.14618 5.13092 4.20233 4.15065 4.90744 3.90549 3.93773 4.04689 3.86998 3.50967 3.47388 4.04194 5.33188 4.20466 11.608 4.11595 4.37143 3.82418 3.97953 4.08029 3.90965 8.19828 3.56175 7.01686 5.83932 3.51618 3.28831 6.14094
threshold=18.594956516900002 92.38617519475001 46.074827201850006 18.613387752550004 5.1651206822000004 60.613977009100005 11.928667296000002 24.367802910700004 86.692020874450009 14.251149826300002 228.88999534805001 79.532656873050016 335.9827356823501 13.843998451900001 23.203497038450006 96.163458868000006 70.206395618550019 93.181958801350021 22.744946812400002 34.139075990150012 74.580378076100018 22.574947209950004 14.351157895250003 194.45262321395003 22.644947046300004 22.544947280100004 24.786990758350004 96.375827709250018 241.79519611995002 76.825379535700009
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 6 -2 -4 9 -9 -8 -11 13 17 -15 16 24 -7 19 -19 27 -22 23 -23 25 -16 -27 -21 29 -6
right_child=2 3 7 -5 28 12 10 8 -10 11 -12 -13 -14 14 15 -17 -18 18 -20 20 21 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0051962138291366733 0.001178864646122703 -0.0053722469986581759 -0.0066745349318485213 -0.0028800847217772783 -0.0046094929775491785 0.0026859395607337594 -0.0054414425737927576 0.0030993415599949508 0.0053082835541986241 0.0040349782251787028 0.0034533397732482191 -0.0042699298967328117 0.0041988707342621306 -0.0063462231976600661 0.001289009550334332 0.0030704848448079884 -0.0052374755795907236 0.0031034681125983719 0.0039988106570435058 0.00020795050390547682 -0.0033128121263118616 -0.005715513444583621 0.0020795260827677605 0.0015434639350027075 0.0051316350447731607 -0.0077825391256940617 0.0016780273852016426 -0.0067279235481534447 0.0039852511479603232 0.00024793667243706033
leaf_weight=10.396898211911319 11.711344074457886 3.8001361889764658 3.0786295942962196 21.682937464676797 7.3189454143866888 70.450012162327766 7.0938253886997682 3.6626080088317421 2.5781544968485823 1.5281911939382542 1.5300449505448339 9.1412478759884817 11.086699366569517 2.9143747314810744 45.226640176028013 14.910002447664736 9.083297695964573 13.24572967737913 11.27428214997053 3.6612181067466727 6.2149272784590712 5.9781243577599552 32.986030634492636 12.118505548685787 4.7713644057512274 4.3585528805851927 2.7302537932991982 3.8671067282557487 5.2093768864870063 78.779673775658011
leaf_count=797 97 176 40 679 174 285 124 18 6 5 5 113 62 27 207 44 105 56 32 15 34 36 120 43 17 46 10 25 31 605
internal_value=0.000436065 -0.00102472 0.00106545 -0.000653368 -0.000145717 0.00124594 -0.000959458 -0.00141966 -0.000462976 -0.00150115 -0.00386333 -0.00308041 0.0014219 0.00129561 0.000394733 0.000637033 8.8707e-05 0.00176915 0.00104625 0.00061987 0.000112403 0.000567962 0.00104011 -0.0008545 0.000936176 0.000553534 -0.0041388 -0.00335483 7.18055e-05 -0.000164977
internal_weight=422.389 127.188 295.201 116.791 95.1081 275.212 20.3352 19.9888 16.9102 14.332 8.62387 10.6694 254.877 243.79 83.9945 81.0801 66.1701 159.796 89.3459 78.0716 64.8259 57.2976 51.0827 18.0966 57.0868 52.3154 7.08881 7.52832 91.308 86.0986
internal_count=4034 2462 1572 1665 986 1390 226 182 142 136 129 118 1164 1102 456 429 385 646 361 329 273 233 199 79 280 263 56 40 810 779
is_linear=0
shrinkage=0.0050725


Tree=145
num_leaves=31
num_cat=0
split_feature=6 16 16 16 3 13 7 0 16 0 7 6 7 5 6 3 10 7 6 2 8 0 15 3 6 0 5 5 17 10
split_gain=6.29291 3.62441 2.97221 3.8335 2.77729 2.3777 2.26651 3.5737 10.648 2.98309 3.03193 2.91434 2.84831 3.96067 2.7072 4.38293 5.01434 3.67071 4.13043 3.45259 2.88961 3.15212 4.49605 4.42797 3.13551 3.11168 2.67864 2.57726 3.37708 2.45838
threshold=5.1651206822000004 12.604970524100002 9.719977270450002 9.2849782877000013 108.47659710545001 120.87576600310001 19.078733418100004 85.667718326750006 22.704946905950003 85.121961326250016 20.873561687950005 14.665342653400002 21.725272673150005 24.628131835750001 14.845346859150002 84.643415779050017 70.206395618550019 20.873561687950005 13.315311110100001 253.13454704850002 7.943800736700001 98.413698323200009 23.292710050100002 83.538459487450012 14.745344522600002 101.86567856270001 21.043187000650004 20.769304081650002 207.10399803250002 71.504920895500007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 -6 -3 8 11 10 -10 -8 -12 -14 15 19 17 -17 -19 20 29 23 -23 -22 -25 -24 -13 -20 -29 -9
right_child=1 4 -4 -5 5 -7 7 14 9 -11 12 26 13 -15 -16 16 -18 18 27 -21 21 22 25 24 -26 -27 -28 28 -30 -31
leaf_value=-0.022453953162482523 -0.023000396196502217 0.013711802987193114 -0.023576219457332535 0.022217725280009062 -0.023943071161637394 0.017672005730645923 0.014589832806186922 0.022145913612007437 0.01535650888631564 0.018944380404451382 -0.024129219658033069 0.010954211434982821 -0.01636101589154771 0.015632537040417879 0.0040647266651702681 0.020739171350168312 -0.025000862411405717 -0.030086305924015386 0.0052022977129972644 -0.016882710079327595 0.0059522073063863236 -0.023123020131477125 -0.0089558401105869143 -0.025522121508913004 0.010025975566562055 0.019843105236375315 -0.025764287122826336 -0.035996814262171703 0.0052332605896799368 0.0055533152993187881
leaf_weight=5.4003381929360321 1.5951603399589642 7.5759175727143875 5.0077511318959296 2.0411702855490148 3.4102221322245887 0.81178504042327393 1.080704822205006 5.0709479600191143 4.32656101882458 5.391011804342269 3.0602974034845811 1.0325212664902199 3.4217165671288967 4.0179049354046583 180.31247407570481 2.7467992492020192 6.4167790506035081 2.9207993745803824 8.8602698072791082 4.3926854794844976 34.204047501087189 6.1057038335129601 4.678677175194025 3.9713222607970229 1.6890066564083097 2.9039303213357925 11.708105061668901 1.9865839201956981 1.8161477446556089 26.815993430092931
leaf_count=659 174 61 359 19 172 14 5 15 17 19 25 5 42 23 952 13 198 31 37 94 147 75 60 96 8 12 428 29 15 230
internal_value=0.000956475 0.00131834 -0.0126564 0.00238175 0.00167287 -0.0159415 0.00189387 0.00162168 -0.00508297 0.00502312 -3.87433e-05 -0.0198659 -0.00638246 0.000917693 0.00239558 -0.000231133 -0.00837451 -0.00255432 -0.00666003 0.00201224 0.00298368 -0.000117526 -0.00916554 0.00298931 -0.0149148 0.00207336 -0.0227886 -0.00125662 -0.0163057 0.00819202
internal_weight=354.773 349.373 8.64408 3.63633 340.729 4.22201 336.507 328.931 34.0388 20.2175 14.8265 13.8213 10.4999 7.43962 294.892 114.58 24.7474 18.3306 15.5838 89.8323 85.4396 53.5527 13.6883 39.8644 5.66033 7.58261 12.7406 12.663 3.80273 31.8869
internal_count=4034 3375 552 193 2823 186 2637 2576 564 126 107 438 90 65 2012 1060 323 125 112 737 643 398 147 251 104 72 433 81 44 245
is_linear=0
shrinkage=0.0218537


Tree=146
num_leaves=31
num_cat=0
split_feature=16 13 16 18 0 18 16 9 5 12 6 5 16 18 4 6 4 7 10 10 0 5 5 7 2 7 10 7 19 9
split_gain=20.9263 8.07533 6.9747 6.59401 6.53563 4.89942 8.45923 6.02557 5.28821 7.91457 4.66818 4.62386 5.48132 5.90512 4.55639 4.3334 4.26751 4.02057 3.95907 4.09755 6.62713 6.2701 6.07896 5.2122 3.93856 3.86787 4.78857 10.7915 4.79581 3.85115
threshold=18.634956423400002 95.862351557400004 15.584963555600002 18.273715221050001 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 18.128874633450007 101.85466269095001 11.075258771650001 13.154029769200003 14.464966174600002 16.869810935650005 224.04800382715004 16.375382608200002 290.29001804785008 23.9417051038 62.014663695050011 66.964115113200009 90.297243227400017 21.089169479000002 20.016397659050003 24.786990758350004 178.70687671690004 27.703316924600006 71.015621515800021 22.356277907050004 12.551012654050002 188.63457064660003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 10 16 15 -6 7 14 -9 -10 -3 -12 13 -13 17 -2 25 -7 -11 20 21 -20 23 -21 -14 26 27 -4 -28 -30
right_child=4 2 3 -5 5 6 -8 8 9 18 11 12 24 -15 -16 -17 -18 -19 19 22 -22 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.003210645611138623 -0.0028528789153787889 -0.0042927439479507066 -0.0028247617613826282 0.0040032157222513942 0.0017795580206995646 0.00042765374080525677 0.003424325815411407 0.0021808942428283846 -0.0057505472228672177 -0.0029688104977259461 0.003520688592046706 -0.0024373301141756756 0.00044022926138970111 0.0021734789964268559 -0.0060740761601877228 0.00030991698380392269 -0.0039823008350558251 -0.0045459816831981727 -0.0030413885500870648 -0.0024677621755365003 0.0036081745713703347 0.0016899463984425375 -0.0048537955734026389 0.0020134899305599935 0.0033567026107048778 0.0039957460771851173 0.0012453536997369906 0.0024097347436845521 0.00034564742898035252 -0.0039481705109341535
leaf_weight=15.821225174702702 6.0867328550666562 2.6970494706183663 10.093631656840445 2.8330807238817206 113.19744037091732 8.1553060039877874 12.914112679660319 22.132653005421162 2.8808289542794219 4.1610452234745017 6.2295427396893492 14.740070572122933 27.232622573152184 4.8199561350047579 2.746294315904378 81.720251485705376 8.6679813452064973 2.8745276033878318 5.5710903182625833 5.2946775481104877 12.043740838766096 10.692712083458899 3.5704362615942946 9.4551269225776178 7.7863389821723095 1.7895467858761538 3.6915477216243771 10.516075035557149 3.2686550673097399 16.621760470792651
leaf_count=972 51 52 321 13 434 41 52 76 33 30 22 286 151 21 29 535 209 37 46 31 43 41 43 35 33 6 31 47 57 256
internal_value=0.000393077 -0.000781112 -0.000463409 -0.00137601 0.000922373 0.00126096 0.000688188 0.000293731 0.000693555 8.01964e-05 0.000362633 0.000569114 0.000232226 -0.00130114 -0.00190628 9.06737e-05 -0.00165487 -0.000868545 0.000410926 0.000712532 0.00157492 6.92495e-05 -0.00061999 0.000404873 0.0010887 -0.00121613 -0.00142718 -0.000153867 -0.00254001 -0.00324255
internal_weight=440.306 136.809 120.988 57.4823 303.497 215.69 102.493 89.5784 75.8023 53.6697 63.5056 60.8085 54.579 19.56 13.7761 87.807 54.6492 11.0298 50.7888 46.6278 28.3075 16.2638 18.3202 14.7498 35.019 45.9812 44.1917 20.6097 23.582 19.8904
internal_count=4034 2477 1505 940 1557 971 537 485 378 302 565 513 491 307 107 586 927 78 269 239 130 87 109 66 184 718 712 368 344 313
is_linear=0
shrinkage=0.00361617


Tree=147
num_leaves=31
num_cat=0
split_feature=3 8 17 9 10 10 3 15 8 8 6 15 16 16 7 4 10 6 4 5 16 19 3 19 5 18 17 10 16 6
split_gain=12.5209 7.1599 5.51042 5.33903 4.05552 3.77564 9.5584 4.60323 4.35798 5.04015 5.13851 4.1778 4.10773 5.53079 6.34985 6.18842 4.08851 3.68148 3.29451 3.45391 3.25803 7.31843 3.64758 4.07608 5.59265 5.98536 4.15326 3.40468 10.9616 3.75594
threshold=76.825379535700009 5.9453602998000008 241.79519611995002 72.82855515350002 72.378669787950017 70.206395618550019 83.538459487450012 46.074827201850006 8.8430989333000021 9.3427090425500019 16.645388916850006 29.037712645600003 18.704956259700005 15.584963555600002 27.703316924600006 218.36915329220002 71.397382570300024 8.5652001245500013 377.6847677435 30.284449345300001 19.199955102150003 13.751109481500002 93.499196860750018 14.451165964200003 21.850554661550003 13.131682570750003 187.51563899930002 66.964115113200009 19.974953289850003 16.455384477450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 4 18 7 12 8 20 10 -10 16 13 -7 15 -15 -8 -4 19 -2 -3 -22 27 24 -24 26 -26 29 -29 -23
right_child=1 5 17 -5 -6 6 11 -9 9 -11 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 21 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0056231755580329005 -0.00028411365239351579 0.0041575900267537182 -0.0024025161012380027 -0.0060406691542350165 -0.0061664066236278977 0.0013547081409822183 0.0013196111273418906 -0.0014767294647941244 -0.00093633665988990256 0.0013796934120092065 -0.0096224659295580071 -0.0064247469022612842 0.0037778779646972641 -5.9638252249901889e-05 0.0045423915463771438 -0.0070372115306600097 -0.0068386211798989278 0.0091260541682521637 -0.0065567316374110646 0.0051797354720507071 -0.0051574147792621703 0.0032789194822504361 -0.0061534454207450443 0.0020704180919703568 -0.00032086017066205823 -0.0050181480774151854 0.0059906795028043056 0.0041830595990402482 -0.0063396792965362157 0.0010190315400828336
leaf_weight=15.250454380176963 18.214326719753455 18.091377180069685 2.3610339034348722 7.5261726984754196 3.7717494508251539 48.904608746990561 7.0080428272485751 17.911258950829506 6.716239348053934 15.368233297020195 3.3882701359689236 9.2460790360346419 13.406496264040468 8.0412223339080864 3.7774784304201594 8.8061243221163732 2.8604226335883141 1.4965393189340828 2.1643221238628021 4.8429929241538039 5.1507520228624335 83.038305230438709 5.7232672572135952 26.633303405717015 8.5621455609798449 5.128753136843442 5.7716835848987094 7.4274456277489644 5.8534025400876999 34.391285043209791
leaf_count=902 200 74 65 454 184 304 29 182 32 96 36 236 38 62 21 126 55 6 54 18 33 369 34 115 38 32 14 23 52 150
internal_value=0.000474225 0.000698178 -0.00407006 -0.00172515 -0.000604915 0.000950163 1.85307e-05 0.00133175 0.00154928 -0.000694418 -0.00384899 -0.00364734 0.000863416 0.000301457 -0.00219596 -0.00370682 -0.00104509 0.00206997 0.000226774 0.000863521 0.00182703 0.00160238 0.00179313 0.000502063 -0.00115643 0.000313022 0.00222055 0.00230496 -0.000454734 0.00261707
internal_weight=406.834 387.726 19.108 36.5196 28.9934 351.206 102.05 249.156 231.244 25.4727 10.1045 19.1145 82.9359 69.5294 20.6248 16.8473 9.86847 3.85757 25.2216 23.0573 205.772 187.68 182.53 51.8192 25.1858 19.4626 14.3338 130.71 13.2808 117.43
internal_count=4034 3061 973 910 456 2151 871 1280 1098 164 68 320 551 513 209 188 84 71 272 218 934 860 827 233 118 84 52 594 75 519
is_linear=0
shrinkage=0.00575046


Tree=148
num_leaves=31
num_cat=0
split_feature=6 16 16 16 3 15 5 13 16 15 18 15 19 5 15 17 17 9 3 9 19 16 10 6 0 0 9 4 16 7
split_gain=6.07704 3.51531 2.71437 3.54482 2.64367 2.19485 2.90677 2.69648 2.22795 3.75629 4.75493 3.77589 4.84353 3.26514 5.7623 2.89032 2.69451 2.97646 5.08589 2.58526 3.10074 4.51152 4.43731 3.28389 2.94484 2.8254 2.69767 2.34209 2.21172 2.34321
threshold=5.1651206822000004 12.604970524100002 9.719977270450002 9.2849782877000013 108.47659710545001 46.683480308100009 25.322158499750007 117.56896250265002 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 13.716117217950002 23.292710050100002 200.37850214585004 162.13109061465002 210.65484416470002 80.215525238150022 210.14471305145003 11.850956171350001 15.089964713100001 77.946466576100008 13.65531905435 98.413698323200009 97.225399829550014 208.07152902175002 169.88079978325004 18.734956189500004 25.297859295400006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 8 -7 -8 9 11 -11 12 16 14 -14 -12 -3 19 -19 20 -18 22 25 -23 -24 27 -26 -22 -10 -30
right_child=1 4 -4 -5 -6 6 7 -9 28 10 15 -13 13 -15 -16 -17 17 18 -20 -21 21 23 24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.01896040768143616 -0.019378098788101258 -0.021115557734610532 -0.019828171460519947 0.018206626033425589 -0.013375239088612666 -0.018834526720519613 -0.016459330645554243 0.0069046817268804258 0.014640569509109079 0.012004887811687605 -0.025108797070534601 0.013997503776807188 -0.01479574144703232 -0.012506283106949545 0.013790704380779428 -0.0027961450442262072 0.012189473212059118 -0.018539686439444696 0.0063061536618101242 0.024244314808836164 0.025461047818292247 -0.01017510519804537 0.023744545398956159 0.010853834908259672 -0.021186246785918388 -0.034231039208086088 0.015486212580132145 -0.021303098321625333 0.00206230749728443 0.0091163887754362113
leaf_weight=5.2127381833270183 1.5328362057916805 1.5559399216435839 4.7717588925734162 1.9450225722976027 4.0690271649509659 4.0657860795035949 2.3598901643417758 5.9224343998357654 5.3493893630802622 2.4730561873875549 5.5071987211704236 6.8686769204214206 4.2950970269739646 14.907785497605799 5.4851730559021235 3.0994424782693386 12.65792292403057 5.0766981923952681 6.3159905783832073 2.4733233526349059 0.60164499282837069 3.1505726929754045 1.5534296333789823 13.022444342263041 1.8637034036219122 2.7723514512181282 1.0837002396583555 0.93355150427669287 205.5527154840529 17.452585212886333
leaf_count=659 174 89 359 19 186 57 40 39 28 23 179 35 63 298 38 61 95 60 31 8 1 46 3 63 53 23 4 42 1180 78
internal_value=0.000848457 0.00114456 -0.010777 0.00164148 0.00143343 0.00161255 -0.00603549 0.000247553 0.00190398 -0.000463403 -0.010583 0.00086164 -0.000298833 -0.00706195 0.0012367 -0.0170735 0.00284787 0.00357179 -0.00476541 0.0059397 0.00473688 0.000960697 -0.00968242 0.00675731 0.0031512 -0.0230919 -0.00770253 -0.00297618 0.00289609 0.00261437
internal_weight=353.932 348.719 8.24962 3.47786 340.47 336.401 12.3481 8.28232 324.052 95.6977 11.0797 84.618 77.7493 24.6881 9.78027 8.60664 53.0613 51.5053 11.3927 40.1126 37.6393 24.9814 8.80838 16.173 4.50083 4.30755 2.9474 1.5352 228.355 223.005
internal_count=4034 3375 552 193 2823 2637 136 79 2501 1215 263 952 917 399 101 240 518 429 91 338 330 235 126 109 60 66 57 43 1286 1258
is_linear=0
shrinkage=0.0184828


Tree=149
num_leaves=31
num_cat=0
split_feature=6 17 16 16 16 8 8 2 16 13 9 9 16 16 15 13 16 10 6 16 12 5 0 5 19 0 6 17 7 18
split_gain=5.43864 3.21203 2.50281 2.93651 2.51925 1.97201 5.04044 4.40064 3.16032 3.82611 4.74237 4.32652 4.18248 4.152 3.54743 4.4835 5.26494 3.70316 4.25716 3.22377 3.19236 3.02624 4.20588 5.09382 2.95295 2.79654 3.42647 2.82632 2.68932 4.9078
threshold=5.1651206822000004 159.58247398035004 12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 9.5425530862500008 73.245799595050016 22.724946859200003 117.61735474900001 195.10791980860003 187.11236276785004 22.674946976100003 21.094950670800003 46.683480308100009 115.12515406205002 20.959950986500004 62.837331883000012 15.155354102400002 22.534947303500005 262.37111365865002 20.444185446200006 86.329079026800017 21.454033346250004 14.351157895250003 76.451683855550016 16.235379337050002 236.15709471040003 21.725272673150005 11.928667296000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 7 -7 9 14 11 12 13 -11 15 16 20 18 -17 -16 25 -20 23 -23 -9 -4 27 -27 29 -8
right_child=1 2 5 -5 -6 6 28 24 -10 10 -12 -13 -14 -15 19 17 -18 -19 21 -21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.02029365326257962 -0.021820193298015881 -0.021029356185254418 -0.021996676671408723 -0.021209887323931597 0.018909111335985607 0.0052912358307928556 0.011146012890135204 -0.0058518788865237819 0.011276962630099479 -0.021488345748259894 0.0030013034825024172 -0.024944324546448838 -0.024694782874078256 0.012105146054128841 0.011198851298884841 -0.018888981459215151 -0.022962130153468249 0.01769984956412533 0.016960282964351675 -0.023388938164934786 -0.011565448842254977 -0.015677816682709747 0.0088395269246959243 0.0030051094457178231 -0.027108394933538005 0.00083115273538014918 0.015254281414744747 0.016408689809601262 0.015019503188027875 -0.02916666851080333
leaf_weight=4.7269634003750971 2.3827936216257504 0.94383784662932102 1.9197442163713265 4.1025429558940232 1.8149491697549818 4.4656469374895122 3.060898192226885 4.4263428151607496 13.70616829022765 1.9484685231000201 15.58174869045615 6.4428503569215527 2.8612808436155319 5.613998644053936 1.468033231794833 2.91109974682331 3.6535029523074618 9.5202276259660703 8.1897232085466367 3.8063717647455633 7.4135685600340357 6.9579319134354582 40.000978522002697 32.704848680645227 6.1244501955807209 130.54738512262702 7.3770916918292633 4.7455453397706142 6.248009143397212 1.9396788515150545
leaf_count=659 216 103 118 339 19 24 12 29 66 77 73 48 18 20 6 15 23 57 40 78 149 37 220 306 61 1075 47 29 29 41
internal_value=0.000829479 0.00112068 0.00128122 -0.0105728 0.00524534 0.00152501 -0.0036898 -0.0112076 0.00197062 0.00153626 -0.0048852 -0.0121709 -0.00427579 0.00344979 0.00233394 0.00266564 0.000559203 0.00593515 0.00470116 -0.0137621 0.00112455 0.00548284 0.00430291 -0.000272385 -0.0181907 0.00177521 0.00209508 0.00137755 0.00634612 -0.00449091
internal_weight=347.607 342.88 340.497 6.86133 2.75879 333.636 26.265 15.0164 307.371 293.664 32.4483 16.8666 10.4237 7.56247 261.216 255.942 155.657 100.285 90.7646 5.2744 152.003 87.8535 79.6638 39.6628 10.5508 144.59 142.67 135.293 11.2486 5.00058
internal_count=4034 3375 3159 461 122 2698 196 114 2502 2436 236 163 115 97 2200 2116 1441 675 618 84 1418 603 563 343 90 1269 1151 1104 82 53
is_linear=0
shrinkage=0.0198279


Tree=150
num_leaves=31
num_cat=0
split_feature=16 13 5 15 3 16 16 7 10 13 9 10 8 8 10 3 15 2 5 10 3 18 2 19 6 2 4 16 2 18
split_gain=21.1562 9.80689 6.57602 6.40956 5.99699 4.75941 4.76498 4.38492 5.45202 6.93216 3.62069 4.69075 3.23607 5.00146 4.30571 5.39434 5.37347 6.10188 6.57977 5.28116 4.3555 6.35183 4.30086 4.29976 3.63159 3.90007 4.95607 3.51778 7.13702 4.63111
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 108.47659710545001 23.044946110900003 22.614947116400003 22.356277907050004 71.015621515800021 104.79878638300001 66.346857137250012 65.907551067950024 8.8430989333000021 9.5425530862500008 66.964115113200009 93.499196860750018 30.046989284200006 90.745765132650021 20.769304081650002 68.20618276945001 85.538672336450006 15.117211030200002 73.245799595050016 14.351157895250003 16.455384477450004 131.42729508740004 372.47712237630009 22.744946812400002 74.580378076100018 13.327513832500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 12 6 -5 -3 -9 -10 11 -4 14 22 15 24 19 -18 -19 -16 21 -21 -14 -24 25 -2 -27 28 -17 -30
right_child=3 2 10 5 -6 -7 -8 8 9 -11 -12 -13 13 -15 16 27 17 18 -20 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.003696790170158734 0.0036291026094438699 -0.0047391257231898477 0.0036697905529158455 -0.0002246159124765665 -0.0032436585994615567 0.0033447206536081167 -0.0045296546583620074 0.0036777887588750704 0.00025407044148205703 -0.0038586088346288911 -0.0030573614461111226 -0.0045380666214582021 0.0014302957342024467 0.0019473205542473804 -0.0024408562240398222 -0.0033832551428579906 -0.0053725407696111772 0.00076778689593354286 -0.0053793512798702408 -0.0029581160696321371 0.0039168975758805203 0.0028068409955664649 -3.8272181257746939e-05 -0.0053011201222879249 0.0010787882581681605 0.0012291715383517705 0.0041548589819699767 0.0027124737574767319 0.0013429305045279734 -0.0027494451289135978
leaf_weight=18.673927874304354 37.187492117285728 3.1722815781831732 3.3344427272677448 10.35136028937996 5.1321722324937573 3.2947991937398902 7.4563697613775721 6.9094540774822226 76.841120692901313 7.5918294545263043 21.28728486970067 1.8114684429019687 5.3301711678505006 11.672129925340412 4.6817569583654395 7.6962256133556357 4.2796004414558437 21.616215776652101 3.3967101052403441 5.155155315995219 13.687391497194765 8.5916214361786825 4.5253912284970266 6.2059824541211128 36.94963625818491 42.149084839969873 12.702595748007296 12.29102338850498 41.525617130100727 5.2511883899569503
leaf_count=972 157 62 13 68 95 10 104 20 627 107 614 47 23 48 28 41 55 105 42 32 43 28 19 52 150 158 55 46 178 35
internal_value=0.00040039 -0.000927459 -0.000499884 0.000996273 0.00115524 -0.00118847 -0.0020272 6.42047e-06 0.000171231 -0.000115723 -0.00231023 0.000780453 0.00123448 -9.80308e-05 0.00137818 0.00167575 0.000429625 -0.000842118 -6.69834e-05 0.00158957 0.00227737 0.000644934 -0.00158441 -0.00308179 0.00216611 0.00260262 0.0019067 0.00072837 0.000280687 0.000883518
internal_weight=450.752 139.622 120.948 311.13 290.027 21.1025 17.8077 94.5147 91.3424 84.433 26.4332 5.14591 284.895 27.7337 257.161 195.753 61.4085 29.2925 25.0129 32.1159 27.4342 13.7468 16.0615 10.7314 128.989 92.0392 54.8517 66.7641 54.473 46.7768
internal_count=4034 2462 1490 1572 1390 182 172 816 754 734 674 60 1295 142 1153 820 333 202 147 131 103 60 94 71 520 370 213 300 254 213
is_linear=0
shrinkage=0.00410586


Tree=151
num_leaves=31
num_cat=0
split_feature=13 16 16 18 15 10 7 19 10 10 15 7 18 10 17 9 9 5 13 9 19 12 4 12 5 16 16 16 15 3
split_gain=16.0091 7.25671 8.39023 6.35393 5.89431 5.48426 7.42479 4.62024 4.37814 4.34499 4.27979 5.13253 3.78446 4.3857 3.81631 3.60996 4.83257 3.27773 5.62483 4.91612 3.27047 3.25383 3.67581 5.27183 3.39555 3.12717 4.08935 3.05864 2.95397 2.86402
threshold=98.050756475600011 18.634956423400002 15.584963555600002 17.551307094650003 46.074827201850006 71.015621515800021 22.356277907050004 12.551012654050002 60.613977009100005 58.167480110400007 29.329759478700002 24.437987282900004 15.534338342150003 75.634392583900009 182.63036160245002 209.21153814325001 212.96061447425004 13.154029769200003 102.43025477010001 205.88909726980003 10.550851274900003 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 23.044946110900003 22.614947116400003 16.079962398050004 19.215947067900004 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 2 12 5 8 6 -4 -7 9 29 -8 -12 13 28 -15 27 -17 -14 19 -19 -18 22 -10 -24 -25 26 -6 -1 -2 -3
right_child=1 4 3 -5 25 7 10 -9 21 -11 11 -13 17 14 -16 16 20 18 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0052525110995594055 -0.0034411269683343893 0.0017045603201092611 -0.00378011939869122 0.0032717626407511372 -0.00028213473344400536 0.00099816807714013934 0.0042862065702456856 -0.0049058582387005124 0.001525521990339039 -0.0050551293340669688 0.0056150387056452689 -0.0064111696978157006 0.0054922246109699417 -0.00045965247748709458 -0.0073551134999785125 0.0057167478386770023 0.0022717567946316654 0.0025463501478265277 0.0047365354993224263 -0.0031500311584634622 -0.0060778473755892966 0.0040802985621682967 -0.0053680520506728053 -0.0012413178162850428 0.0040180915838136612 0.0034088312610771236 -0.0053246143820942695 0.0012483883480495291 0.0018700527692073455 -0.0032924258900742707
leaf_weight=16.301125577650971 3.1487832143902841 10.761432006955149 9.6896929778158682 5.4119486808776847 9.6271887924522215 3.8884030822664526 7.6820096578448993 21.427408224903047 224.91726417094469 4.8616706579923621 1.3647185117006304 2.486860353499651 5.9432708509266403 4.5697022099047881 3.5343893580138683 2.2323043728247276 1.8160629067569969 7.1632167790085095 7.9390489012002936 7.922563910484314 3.2482421761378646 11.383410625159739 4.6859830841422108 7.820873534306882 4.9945409819483757 2.7037414759397498 6.8241604529321185 2.0197189487516871 14.924641140736638 3.8729904331266871
leaf_count=979 89 57 341 31 68 45 23 396 977 85 4 69 17 31 41 26 45 30 20 66 102 62 50 42 16 10 104 34 90 84
internal_value=0.000463317 0.000708154 -0.000401571 -0.00183854 0.00111454 -0.00243281 -0.000564581 -0.00399902 0.00130182 -0.000973754 0.00213688 -0.00214996 0.000952157 -0.000421041 -0.00346693 -0.00335535 -0.000391298 0.00219307 0.00134148 -0.000445205 -0.00308367 0.00147662 0.00135436 -0.000845319 0.000808427 -0.00155758 -0.0023738 -0.00453584 0.00094473 0.000382111
internal_weight=425.167 399.55 107.097 51.951 292.453 46.5391 21.2233 25.3158 273.298 19.4961 11.5336 3.85158 55.1456 26.1775 8.10409 25.6175 7.29661 28.9681 23.0248 15.0858 5.06431 253.802 242.419 17.5014 12.8154 19.1551 16.4513 18.3208 18.0734 14.6344
internal_count=4034 2848 1293 909 1555 878 437 441 1373 226 96 73 384 251 72 1186 173 133 116 96 147 1147 1085 108 58 182 172 1013 179 141
is_linear=0
shrinkage=0.004983


Tree=152
num_leaves=31
num_cat=0
split_feature=16 13 16 17 15 3 17 6 5 16 18 2 2 5 0 19 15 13 4 14 10 18 0 13 8 6 8 15 10 16
split_gain=16.0266 7.53574 5.99484 6.69291 5.12648 4.69327 4.16887 3.99216 4.67008 5.95149 5.98774 3.72654 3.70735 3.40823 3.71897 3.45462 3.32909 5.08697 3.19672 4.41581 4.0064 5.60414 3.91578 3.75826 5.51318 2.79044 3.22335 2.68355 2.6603 5.74337
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 46.074827201850006 108.47659710545001 205.10400128480003 11.075258771650001 13.264960807550002 14.504966081100003 16.869810935650005 178.70687671690004 137.73157856955004 24.367802910700004 86.692020874450009 14.251149826300002 20.520114807950005 104.08096806215002 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 81.446839061900008 108.49810477050001 8.2435668022500028 11.175261108200003 7.7439566930000003 17.855957135100002 66.964115113200009 19.974953289850003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 6 5 28 18 -3 -9 10 25 12 16 -6 15 -15 -11 -18 -4 22 21 -21 -20 24 -24 -10 27 -27 -2 -30
right_child=4 2 3 -5 13 -7 -8 8 9 11 -12 -13 -14 14 -16 -17 17 -19 19 20 -22 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0037310159644225959 0.0014265475399891129 -0.0049509736257444493 -0.0055150183552246032 0.0026556846682277875 -0.0055084742461265473 -0.003234642935363853 -0.0049244540901643803 0.003870546316312604 0.0016664718830392492 0.0039996267469336461 0.002568303548967212 0.0038842190896561449 -0.0029804298902703138 0.0023389702540113442 0.0043610569825324168 -0.0025659302765116067 -0.0033950606951005887 0.0019726233010106983 -0.0044956377578819545 -0.0059089195201221696 -0.0050676219404525626 0.0038974052184846462 0.0011880965573153838 0.0045193116326371335 -0.0050526037203697076 -0.0046470705119247566 -0.0058309721207739276 0.00063619379774825457 0.00090645431897456736 -0.0030482146377621825
leaf_weight=14.513450599275528 208.74443865008652 2.4268456213176242 3.3200198290869585 6.0839047990739337 2.8151812162250307 4.4339715074747792 7.9501637425273648 7.1789026074111453 2.1146965324878719 5.8931207843124929 4.7818726412951937 7.8897869288921347 4.5282870903611174 3.5365891903638866 2.5117575749754897 10.109255535528062 4.8183262050151816 9.7201110916212183 3.0019244160503176 1.7556073106825332 7.6378437001258135 2.6964685264974833 11.47028525080532 3.8519273977726689 3.3334762137383214 3.0877444166690093 6.3303074333816767 4.0615184167400002 54.320620890706778 7.6433706469833842
leaf_count=972 947 52 86 33 40 95 149 25 8 42 21 33 35 18 6 118 34 32 156 50 192 14 153 11 81 122 96 65 288 60
internal_value=0.000426612 -0.000832182 -0.000462913 -0.00154938 0.000976355 0.00112444 -0.00211767 0.000420725 0.000636541 0.00020035 -0.00161324 0.00132529 0.000516415 -0.00117121 -0.000415516 -0.00129473 0.00129143 0.000193666 -0.00151568 -0.00112223 -0.00319028 3.04326e-05 3.22089e-05 0.000760794 -0.00021717 -0.00289548 -0.00361116 -0.00164563 0.00119584 0.000418639
internal_weight=422.562 128.447 113.933 51.1016 294.115 275.142 45.0177 62.8315 60.4047 53.2258 20.3761 32.8496 24.9598 18.9728 16.1576 13.6458 20.4316 14.5384 37.0676 33.7475 12.0899 4.45208 21.6576 18.6557 14.8038 15.5943 13.4796 7.14926 270.708 61.964
internal_count=4034 2462 1490 925 1572 1390 892 565 513 488 312 176 143 182 142 136 108 66 743 657 256 64 401 245 234 291 283 187 1295 348
is_linear=0
shrinkage=0.00427152


Tree=153
num_leaves=31
num_cat=0
split_feature=16 13 16 18 0 18 16 9 5 17 12 6 4 6 5 16 18 10 0 6 4 4 7 17 0 10 8 7 7 5
split_gain=18.6602 8.88591 6.37042 7.13868 5.76536 5.9006 8.56892 6.22232 5.33135 7.19183 4.78167 5.58871 4.6498 4.62096 4.66251 5.89837 5.39957 4.62036 6.44557 4.49883 4.1522 3.96608 3.93016 4.04118 4.09515 6.12961 5.56559 4.14586 6.62116 3.92305
threshold=18.594956516900002 95.862351557400004 15.584963555600002 18.273715221050001 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 18.128874633450007 196.31479727660005 156.64017958600002 16.455384477450004 224.04800382715004 11.075258771650001 13.154029769200003 14.504966081100003 16.869810935650005 62.030794443850006 86.329079026800017 16.375382608200002 290.29001804785008 183.52566960905003 27.703316924600006 205.83789591070004 81.446839061900008 71.015621515800021 8.2435668022500028 22.356277907050004 19.506002767000002 19.426367441400004
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 19 10 7 12 -9 -10 11 -6 29 -3 -15 16 -16 -12 -19 21 22 -2 23 24 -4 27 -27 28 -26 -7
right_child=4 2 3 -5 5 6 -8 8 9 -11 17 -13 -14 14 15 -17 -18 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0037612496193675815 -0.0071689566261578814 -0.0049611795146959426 -0.0044984512933280429 0.0047791991455620681 0.0036973849002847688 -0.003031856244668645 0.003938789498782261 0.0024068134632356927 -0.0054751711670375999 0.000388272296545823 0.0025377863234758418 0.00078989962813591301 -0.0072737039298126022 0.0041211159710983249 -0.0025412866556218973 0.0013867221392593291 0.0024728894141929506 -0.0045183579022748917 0.00087763328156640361 0.00035470875270964415 -0.0046252043125088408 -0.00034612843402181568 0.004711756825023063 -0.0049730381853866764 0.0063258788100384235 -0.00025634608250972677 -0.0051556430623856935 0.0035339182102775732 -0.0049038258008964192 0.0021858978443701112
leaf_weight=16.725255542434752 2.7479259967803946 2.7264245618134728 5.4276437778025857 3.018769919872283 42.027515530586243 7.2548423372209054 12.408232703804968 22.33829190582037 4.0320183373987666 50.98362559825182 24.372662119567394 16.423615865409374 2.7928847186267367 6.253655243664979 17.189467079006139 33.669297990389168 4.9381622299551955 4.6282576695084598 27.147622264921665 82.185712590813637 8.4040680527687055 3.4107235772535205 1.8135994318872679 5.6280761733651152 1.3399103283882166 10.857962014153602 6.6956989094614974 8.1369863208383304 3.1254179161041975 3.9891727790236473
leaf_count=972 21 52 229 13 168 64 52 78 33 277 80 59 29 22 294 176 21 28 103 536 207 30 6 86 2 134 124 35 89 14
internal_value=0.000426986 -0.00087639 -0.000471693 -0.00153727 0.00100465 0.00137317 0.00064323 0.000195789 0.000665559 -4.14511e-05 0.00203431 0.00288044 -0.002393 0.000423976 0.000660593 0.000272741 -0.00142229 0.00115348 9.16901e-05 9.363e-05 -0.00190803 -0.0033904 -0.00137729 -0.00164525 -0.00111891 -0.000510644 -0.00212514 0.00173818 -0.00153413 -0.00118069
internal_weight=442.693 135.95 119.225 54.4481 306.743 218.399 103.799 91.3908 77.3539 55.0156 114.6 58.4511 14.0369 64.777 62.0506 55.7969 22.1276 56.1485 31.7759 88.3444 51.4294 6.15865 43.0253 41.2117 35.5836 30.156 17.5537 12.6023 4.46533 11.244
internal_count=4034 2462 1490 925 1572 985 547 495 388 310 438 227 107 565 513 491 315 211 131 587 912 51 705 699 613 384 258 126 91 78
is_linear=0
shrinkage=0.00422636


Tree=154
num_leaves=31
num_cat=0
split_feature=16 13 0 6 18 16 9 5 17 6 4 12 6 10 0 16 18 4 13 7 6 9 5 7 19 5 6 19 17 6
split_gain=16.6823 8.03864 6.12952 5.81493 4.86883 7.59756 5.9652 4.89343 6.2604 4.8289 4.42627 4.36572 5.09871 4.32744 5.83249 4.32135 5.41383 4.80455 5.33801 4.51076 4.47004 4.39177 4.03776 3.90983 3.85355 3.6394 5.35386 8.08941 5.0882 3.70836
threshold=18.594956516900002 95.862351557400004 85.995710218650018 15.51536251395 13.843998451900001 22.634947069650003 196.26893085885004 18.128874633450007 196.31479727660005 16.375382608200002 224.04800382715004 156.64017958600002 16.455384477450004 62.030794443850006 86.329079026800017 15.584963555600002 18.273715221050001 290.29001804785008 108.49810477050001 27.703316924600006 11.075258771650001 191.72037998490001 19.426367441400004 22.356277907050004 12.551012654050002 13.154029769200003 13.65531905435 11.850956171350001 180.29620661735001 13.78532209185
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 15 11 6 10 -8 -9 -2 22 12 -4 -13 -15 20 17 18 19 21 -3 23 -6 -17 -23 -22 27 28 -27 -28
right_child=2 3 4 -5 5 -7 7 8 -10 -11 -12 13 -14 14 -16 16 -18 -19 -20 -21 25 24 -24 -25 -26 26 29 -29 -30 -31
leaf_value=-0.0044050184192596922 -0.0042776009838716086 -0.0058995797210911732 0.0042732608228784842 -0.0044458204464102183 -0.0036353746990563443 0.004557109152026232 0.0028380267314906198 -0.0061637844853082747 0.00048805851914416514 0.00032761694333702414 -0.0085182037821030562 0.0029131136995526317 0.00092676075484427421 -0.0051316330765333977 0.00097792054951984365 -0.0037174790054007186 0.0055194277260922752 -0.0055069773585521729 0.0032563082364390514 0.0056912779767367269 0.0046384189645993466 0.0018375661007857011 0.0027451720741153143 0.0025330312302470751 -0.0051425732461267623 -0.0027309277906450392 0.0054264983356343468 -0.00635629898119415 0.0027887555653906405 0.0010053221661081586
leaf_weight=15.707789730280636 6.1525641642510882 2.5276553314179173 39.273807790130377 9.0028277952223998 6.9864323735237104 11.79207508265972 21.618672836571932 3.8372848592698565 49.195044968277216 83.093964338302612 2.7132201530039302 23.972533382475376 16.170280233025551 4.6038247048854855 26.905754715204239 4.200026961974805 2.6519530713558188 7.5033017564564934 5.920577870681881 1.8066870681941498 5.9269550852477542 2.324066016823056 3.8815445899963379 6.2859008014202118 13.836668999865649 7.3230580156669083 6.0417578220367458 5.9351899512112132 9.8575083315372449 22.72916354611516
leaf_count=972 51 52 168 353 64 52 78 33 277 536 29 80 59 28 103 104 13 195 33 6 22 15 14 66 244 150 16 82 35 104
internal_value=0.000462795 -0.00104132 0.00111205 -0.000577328 0.00157824 0.000775766 0.000270397 0.000826677 6.74803e-06 1.01379e-05 -0.00278728 0.00230184 0.00329725 0.00130711 8.52614e-05 -0.00024523 -0.00143048 -0.0018706 -0.00107683 -0.00197847 0.000629435 -0.0024985 -0.00135654 2.94558e-05 -0.00413876 0.000914888 0.000489554 -0.00130796 0.000436041 0.00193375
internal_weight=429.778 129.581 300.197 113.873 210.95 100.024 88.2322 74.651 53.0323 89.2465 13.5812 110.926 55.4441 55.4821 31.5096 104.87 44.5292 41.8772 34.3739 28.4533 60.3413 26.6467 10.868 10.4859 16.1607 57.8136 51.8867 23.1158 17.1806 28.7709
internal_count=4034 2462 1572 1490 985 547 495 388 310 587 107 438 227 211 131 1137 676 663 468 435 461 429 78 170 259 409 387 267 185 120
is_linear=0
shrinkage=0.00501583


Tree=155
num_leaves=31
num_cat=0
split_feature=16 13 0 18 16 9 5 17 16 17 6 17 12 6 4 10 0 8 5 14 19 16 5 13 4 0 3 0 4 14
split_gain=12.3302 6.24542 5.1536 4.7014 7.46427 5.60171 4.95524 6.03506 4.60097 5.07826 4.48513 4.1636 4.15555 5.10956 4.09336 4.0505 5.61996 3.94897 3.8848 3.75192 3.74146 3.81125 4.66375 3.60602 3.38596 3.32193 4.5022 3.23848 3.22363 4.20485
threshold=18.594956516900002 92.38617519475001 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 18.128874633450007 196.31479727660005 15.584963555600002 236.15709471040003 16.375382608200002 205.10400128480003 156.64017958600002 16.455384477450004 224.04800382715004 62.030794443850006 86.329079026800017 3.1475436881500003 19.426367441400004 170.49106629835003 12.851036860900001 15.404963976500001 13.154029769200003 117.57971633515002 183.52566960905003 86.256490657300006 92.437255899200025 93.399723909900004 164.18548070700004 234.57881148155005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 10 12 5 14 -7 -8 17 11 24 28 13 -4 18 -14 -17 -3 27 -9 21 22 -19 -21 -2 -15 -27 -5 -10 -30
right_child=2 8 3 4 -6 6 7 19 9 -11 -12 -13 15 25 -16 16 -18 20 -20 23 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0058114731522823163 -0.0096153980675802719 -0.0062259470024081543 0.0047667534010734699 -0.0090684498368510877 0.0051717499465675663 0.0030940550515915154 -0.0070344671183985696 -0.0058844784879848056 -0.0073104926960673123 0.0030985514751008217 0.00033210845570325146 -0.0065018097509655587 0.0031614354970460135 0.0046039677280895032 -0.0095597235748338255 -0.0058468999268187364 0.001024003325286921 0.0043420312776651284 0.0030478332925731556 0.0013060801163630195 -0.0053456627756244051 0.003942043838050505 -0.0005454859730263012 -0.0044843418843723967 -0.00086334506820743694 0.0032958224109767174 -0.0042804319165960477 -0.0010964868003873554 0.00023271374249562518 -0.0041089483606263338
leaf_weight=8.2135341726243478 2.6511229723691931 2.8385948035866013 37.174357436597347 2.6836669407784921 10.99217566847801 21.629911597818136 3.8427214957773677 2.9029205664992324 3.1774267600849262 5.6383884102106085 77.750302963890135 7.5492909774184218 23.22359262779355 5.1812942475080481 2.6460965983569613 4.5470462068915394 26.043972663581371 7.6011827867478123 3.7437732666730881 40.583649806678295 3.2003890844061962 11.398750096559523 38.535455369390547 3.827215187251567 3.1400427836924791 4.5122882276773435 5.8672372922301292 4.331974133849144 20.72086896747351 11.161329619586466
leaf_count=797 21 137 168 28 52 78 33 31 86 38 536 157 80 14 29 28 103 76 14 216 45 40 427 30 30 17 28 36 401 258
internal_value=0.000522914 -0.00101201 0.00116427 0.00165336 0.000746315 0.000181934 0.000805829 -0.000161675 -0.000659477 -0.00198728 -2.85009e-05 -0.00266029 0.00248068 0.00361832 -0.00320556 0.00136585 2.7129e-06 0.00034821 -0.00164286 0.000396518 0.000655465 0.000989276 0.000259751 0.000807076 -0.00486993 0.000874755 -0.000986809 -0.00414597 -0.0018331 -0.00128722
internal_weight=407.311 120.035 287.275 203.734 97.1841 86.1919 72.7864 51.1565 111.822 48.2473 83.5415 42.6089 106.55 52.7352 13.4055 53.8146 30.591 63.5744 10.7594 47.3138 60.7358 57.5354 46.1366 44.4109 5.79117 15.5608 10.3795 7.01564 35.0596 31.8822
internal_count=4034 2462 1572 985 547 495 388 310 1665 940 587 902 438 227 107 211 131 725 78 277 588 543 503 246 51 59 45 64 745 659
is_linear=0
shrinkage=0.00570254


Tree=156
num_leaves=31
num_cat=0
split_feature=8 10 3 15 3 17 8 10 9 16 6 8 6 16 16 9 16 16 3 9 15 5 2 4 4 16 10 5 3 8
split_gain=24.0053 12.5133 9.9295 8.33737 8.12453 6.18778 6.17898 5.55612 9.79343 6.15239 4.63884 4.3828 6.24389 4.35716 4.57713 4.13697 4.06502 5.0115 7.27078 5.18096 4.04203 4.27355 3.92719 5.87637 5.91406 4.64487 6.25873 8.08666 4.9854 4.5101
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 46.074827201850006 76.825379535700009 241.79519611995002 8.8430989333000021 72.378669787950017 66.346857137250012 21.094950670800003 8.5652001245500013 9.3427090425500019 16.645388916850006 23.044946110900003 22.614947116400003 64.765169068750012 18.704956259700005 15.584963555600002 77.69375151185001 192.57902085675002 29.037712645600003 17.621651749750004 309.00014058725003 309.28270023145006 310.84398244705005 19.199955102150003 66.964115113200009 17.679107616400003 93.499196860750018 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 4 6 5 -3 22 8 15 -10 -7 12 -8 14 -5 -1 17 -6 -19 -20 21 -4 23 25 -25 -2 28 -28 -27 -29
right_child=1 2 20 13 16 10 11 -9 9 -11 -12 -13 -14 -15 -16 -17 -18 18 19 -21 -22 -23 -24 24 -26 26 27 29 -30 -31
leaf_value=-0.00035443203994016528 0.0034646769330282461 -0.0038270946874503884 -0.0036286863930468254 -0.00024867664957271184 0.00097100112839037058 -0.0015136548020322417 -0.00017263196157786713 -0.00410740788698386 -0.0037302757244927283 0.0052991549647186283 0.0068378552193472429 0.0008911895642448541 -0.0064082793992863308 0.0030415964968925099 -0.0042615732052203878 0.0037959645697731898 0.0026269661502420134 0.0026425786488893811 0.0034368236154223583 -0.0033779883763784455 -0.0044163007656976621 0.0014102295299662387 0.0037180102994108862 -0.0051299586288310111 0.00047395409541109803 0.0021923891586810391 0.0030207287825117488 5.06750723790588e-05 0.0007546082216267387 -0.0047019388987572996
leaf_weight=13.530910670757295 19.695680901408195 11.6591340303421 4.8926989063620585 10.414388177916413 52.033822355791926 2.6765030585229388 7.3045776858925837 14.508540021255611 18.674136370420459 1.2247884571552266 1.6299843434244392 17.317313205450773 3.6772217191755772 3.1810705512762061 7.4096876587718716 5.0134514402598134 13.72909604012966 5.4419758692383793 1.927965030074122 14.322401303797959 10.687608808279036 5.3856633491814137 12.606311716139315 3.6401802301406887 13.530934125185011 109.49184670671821 5.9774971306324032 5.6295996196567994 55.279356881976128 6.6152526065707207
leaf_count=139 61 358 54 68 304 59 32 742 555 3 6 96 36 10 104 21 38 27 7 175 236 30 53 50 58 397 16 29 215 55
internal_value=0.000422056 0.000744284 -0.000286753 0.00119943 0.00020973 -0.00235044 0.00138997 -0.00204954 -0.00127289 -0.00317451 0.00164735 -0.000331906 -0.00226062 -0.00116596 -0.00191689 0.000767624 0.00067711 0.000314012 -0.00126192 -0.00256947 -0.0027358 -0.000988392 0.00159958 0.00147811 -0.000714044 0.00166382 0.00147 -0.000700395 0.00171003 -0.00251691
internal_weight=459.11 406.158 124.387 281.771 103.421 15.9656 260.766 52.9518 38.4433 19.8989 4.30649 28.2991 10.9818 21.0051 17.8241 18.5444 87.4553 73.7262 21.6923 16.2504 20.966 10.2784 232.467 219.86 17.1711 202.689 182.994 18.2223 164.771 12.2449
internal_count=4034 2574 1294 1280 974 423 1098 1460 718 558 65 164 68 182 172 160 551 513 209 182 320 84 934 881 108 773 712 100 612 84
is_linear=0
shrinkage=0.00390278


Tree=157
num_leaves=31
num_cat=0
split_feature=16 13 5 0 18 16 9 2 7 10 13 5 12 12 6 9 6 10 3 10 10 0 5 5 12 4 6 5 12 18
split_gain=30.4959 11.5491 8.51089 8.29269 6.90493 9.02049 6.25979 5.28075 5.27917 5.65672 8.45489 5.15298 6.87248 5.01686 4.85243 4.8365 4.72413 4.49133 4.85232 4.26043 5.28932 6.3645 6.23471 5.51857 4.66707 4.00238 3.80001 8.88415 5.07972 5.01077
threshold=18.594956516900002 95.862351557400004 18.393720489900002 85.995710218650018 13.843998451900001 22.634947069650003 196.26893085885004 101.23478163165002 22.356277907050004 71.015621515800021 104.79878638300001 18.128874633450007 103.54784004735002 156.64017958600002 16.455384477450004 194.31002311890003 16.375382608200002 62.030794443850006 93.216908757050007 62.014663695050011 66.964115113200009 90.297243227400017 20.016397659050003 21.089169479000002 145.97209859650005 183.52566960905003 13.65531905435 14.582249945350002 191.60361862930003 16.049140492450004
decision_type=2 2 2 2 2 2 2 2 2 2 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 16 13 6 7 15 -3 -10 26 -8 -13 14 -5 -6 25 -15 -19 -14 21 23 24 -21 -22 -2 27 29 -28 -11
right_child=3 2 -4 4 5 -7 11 -9 9 10 -12 12 19 17 -16 -17 -18 18 -20 20 22 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0033980502482400562 -0.0061809652345141911 -0.0043309337910283283 -0.0022356773862435802 0.0033476696082712864 0.0024049858728532989 0.0035112546222807596 0.0021963737830007794 -0.004398583800049944 0.0032675926716234675 -0.001368424900099472 -0.003555929772057658 -0.0046918179086065737 -0.0029506057996581884 0.0023888300700886907 0.0010967610619633898 -0.0030711700814593989 0.00036912922407283477 0.00097481206103508869 -0.0028300790977093689 -0.0025397264864136849 -0.0022568602083994733 0.0037252493454136876 -0.0047694666907634325 0.0018228214320224006 0.0018298582722920346 -0.00035954700226600541 0.00055185140939917039 -0.0035158637562237574 0.0043311251477941874 0.0012854383112966092
leaf_weight=21.451541805639863 2.7582840621471396 3.6093155462294808 29.382802244275808 46.151315040886402 4.9028020277619344 13.838868170976637 23.61062516272068 6.134631495922803 7.1769432500004759 14.238383285701273 8.4720073286443931 3.607497487217187 4.3633345812559119 26.263316996395588 17.538099870085716 3.7979277521371841 89.556341724470258 28.414476431906223 5.2728793211281291 5.8675027489662233 5.7963714748621049 12.731205090880392 3.9128149040043345 11.177576862275599 10.292402371764181 3.6291192956268787 23.097119338810447 9.449744485318659 5.9311978816986075 28.017551016062498
leaf_count=972 21 62 674 168 17 52 78 60 20 227 107 35 30 80 59 30 536 102 29 46 34 42 45 41 37 30 95 114 13 178
internal_value=0.000434155 -0.000922573 -0.000512117 0.00105497 0.0014252 0.000761427 0.000365828 -0.00181031 -5.64687e-06 0.000156325 -9.39877e-05 0.000762633 0.000176447 0.00201593 0.00272784 1.46065e-05 0.000153258 0.00125961 0.000379255 0.000500826 0.000803365 0.00177657 -0.000645449 0.000321082 0.000357519 -0.00287342 0.000269299 -0.000322853 0.00132405 0.000391204
internal_weight=480.444 150.827 129.375 329.617 233.674 110.034 96.1947 14.8354 99.9923 96.3829 89.206 81.3593 57.7487 123.64 63.6894 8.70073 95.9437 59.9507 33.6874 54.1412 49.7779 29.7763 20.0016 17.0451 16.0888 6.3874 80.734 51.7057 29.0283 42.2559
internal_count=4034 2462 1490 1572 985 547 495 107 816 754 734 388 310 438 227 47 587 211 131 275 245 129 116 87 71 51 627 519 108 405
is_linear=0
shrinkage=0.00364274


Tree=158
num_leaves=31
num_cat=0
split_feature=16 13 5 6 16 18 10 9 7 6 10 0 0 13 15 5 16 18 18 5 2 16 17 6 19 2 15 13 17 8
split_gain=23.5358 10.5257 7.01823 6.31419 5.16453 7.75498 6.35433 5.15787 5.08313 4.98874 4.85917 7.74027 6.05998 6.12122 4.96464 4.56987 7.52182 6.84265 4.30763 4.05849 4.98296 3.96588 8.33147 3.77058 8.1551 4.09398 3.40691 3.40516 3.32836 3.32224
threshold=18.594956516900002 95.862351557400004 23.626838821450004 15.51536251395 15.584963555600002 18.273715221050001 71.015621515800021 226.28914430085004 22.356277907050004 11.075258771650001 66.964115113200009 91.937202686950016 90.407470010750018 113.97180552410002 29.037712645600003 13.264960807550002 14.504966081100003 16.869810935650005 14.738651916450001 20.748863230450002 90.745765132650021 22.494947397000004 199.59317753375004 13.65531905435 11.850956171350001 178.70687671690004 29.593577021650002 107.94965931190002 200.11066131620001 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 -1 10 4 9 6 8 -4 27 -3 12 -12 13 -2 28 -11 17 -17 -10 20 26 22 -15 24 -18 -25 -16 -6 -13 -8
right_child=2 3 7 -5 5 -7 29 -9 18 15 11 14 -14 21 19 16 23 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0031202972308908604 -0.0018408953898302748 -0.0040210407954486271 -0.00044806273652053325 -0.0030593025293295306 -0.0039171845992580206 0.0039173056255207171 -0.0015237588405958694 0.0034156900069997201 0.0032690909212467101 0.0031284133096647153 -0.0031271670678015987 0.0027679665142922479 0.0034004055811572391 0.0030838068483694612 0.00084800501260788759 -0.0023650453473667015 0.0028305643123525664 0.002164606446430821 -0.0018156693575621826 -0.0035794238727744829 0.00095485475991003105 0.0010698680317763223 -0.0011754831829238876 0.0011367882470242061 -0.0045296562691451792 0.0042696948309417088 -0.0047016696845310268 0.0035964073395997609 -0.00025295823176211358 -0.00393859806038847
leaf_weight=19.703972686082125 7.3781476840376845 2.8094615079462519 56.119137534871697 9.8260387461632472 3.7271184828132382 3.4720205813646308 22.113658769987527 4.3796188384294501 7.1568608377128822 7.6667118147015563 6.8797975182533255 16.516090475022796 16.322011090815067 30.774936929345131 2.0742103233933475 16.297863196581606 3.5225291997194281 5.1639095433056346 2.6974266935139894 3.526593353599309 25.126845993101597 131.43267577886581 6.5492134466767302 18.585134923458103 3.558032464236021 6.6628749147057524 3.4878359064459801 0.87591590732336033 5.7924645468592635 9.6101043745875341
leaf_count=972 36 52 457 353 98 13 313 13 20 25 53 52 54 116 10 236 9 20 64 40 115 523 30 63 40 16 44 4 29 164
internal_value=0.000359566 -0.000792536 0.000881973 -0.000421887 -0.000194399 -0.00102503 -0.00139661 -0.000168358 0.000487582 0.000447359 0.00113033 0.000307017 0.00140156 0.00121633 0.000725007 0.000651629 0.000298614 -0.00127517 0.00187723 -9.55823e-05 0.000304761 0.00135 0.00233644 0.00134339 -0.000867999 0.00196355 -0.00263207 -0.00248742 0.00198358 -0.00225529
internal_weight=459.809 143.45 316.36 123.746 113.92 49.6531 46.1811 60.4988 14.4573 64.2665 255.861 63.4038 192.457 176.135 56.524 61.4571 53.7903 21.4618 9.85429 34.2155 30.6889 168.757 37.3242 32.3286 7.08056 25.248 5.56205 4.60303 22.3086 31.7238
internal_count=4034 2462 1572 1490 1137 676 663 470 186 461 1102 343 759 705 290 409 384 256 84 209 169 669 146 128 49 79 54 102 81 477
is_linear=0
shrinkage=0.00342906


Tree=159
num_leaves=31
num_cat=0
split_feature=0 17 8 9 10 4 10 3 16 19 15 3 6 10 15 5 16 16 7 4 2 15 15 13 10 0 16 15 12 15
split_gain=7.60077 4.12867 4.05532 4.58305 3.28603 2.80147 2.70674 7.70966 3.44473 5.64816 3.37653 3.25109 4.65647 3.24329 3.07529 3.2827 3.04327 4.10447 5.14782 4.08373 2.98714 4.27925 3.89387 6.10983 2.84834 3.24859 3.18481 5.58741 3.70919 3.65495
threshold=103.33357670195001 241.79519611995002 5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 70.206395618550019 83.538459487450012 19.199955102150003 13.751109481500002 29.037712645600003 93.499196860750018 17.095399431250005 71.397382570300024 33.593648142250011 20.971847224900007 18.704956259700005 15.584963555600002 28.8637720374 218.36915329220002 108.63443756215001 33.005488016050009 30.501457990950005 114.57939706160001 66.964115113200009 90.297243227400017 22.604947139800004 36.207782793200003 171.67945071775003 44.521563843850011
decision_type=2 2 2 2 2 2 2 2 2 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 8 16 -4 -10 13 12 20 -9 -13 -16 17 -8 19 -19 21 22 -11 -24 25 26 27 -22 -29 -28
right_child=1 -3 6 -5 -6 -7 7 10 9 11 -12 14 -14 -15 15 -17 -18 18 -20 -21 24 -23 23 -25 -26 -27 29 28 -30 -31
leaf_value=0.0031660075418041738 -0.02021691222381345 0.006702717672397814 0.011531979149165329 -0.020453908680594931 -0.020672656973898283 -0.021848343682585581 0.0036797571552582863 0.0030102970777465907 -0.017404818791954772 0.012407183941989759 -0.021518232593228593 0.013021810704217021 -0.013028348505846247 -0.023064993856851419 -0.017779055269855983 -8.0557127144580584e-05 0.011033005575398718 6.9678124754021586e-05 0.021246212221492179 -0.018947661366853642 -0.020333848753469042 0.015555228586881638 -0.021048060239282882 0.013070710077091869 -0.010048320938862711 0.015628887064293547 0.0096924088317152466 0.011255633589285118 -0.0023475424328227986 -0.007904939116585007
leaf_weight=20.955450123175989 9.2372629609890264 2.8131701685488215 18.782086389139295 5.8345613651908925 2.9516511927358797 1.8437174912542094 46.934010770171881 6.5922025293111819 5.0906479470431796 7.7155240923166266 7.9115804862231007 6.2947017289698115 5.1573422625660887 2.4864747300744057 4.2352556958794585 62.541655166074634 12.484268531203268 7.6970926448702874 2.1780133396387091 9.6097963415086252 4.7272380962967864 23.572194986045361 4.777351211756466 3.4007106423377991 5.2285783402621737 9.2595682293176633 33.780638799071312 11.450530111789702 22.48491545766592 5.1481977924704543
leaf_count=218 864 69 109 454 191 54 320 29 34 31 236 27 26 55 25 394 38 62 13 151 45 128 39 14 35 44 138 44 110 37
internal_value=0.00126706 -0.0139325 0.00177425 -0.00488502 -0.00135745 0.00114315 0.00241252 -0.000339719 0.0035421 0.00284367 -0.0122276 0.00333505 0.0051058 -0.00413122 2.2326e-05 -0.00120307 0.00222009 0.000563596 -0.00694242 -0.0104899 0.00581676 0.0102949 0.00249306 -0.00686034 0.00389743 0.00473698 0.00343717 -0.000517922 0.00224245 0.00736522
internal_weight=373.176 12.0504 361.126 31.5854 25.7508 22.7992 329.541 95.8934 233.647 214.865 16.9903 209.774 136.703 9.07868 73.0716 66.7769 78.9032 66.4189 19.4849 17.3069 131.545 39.4658 15.8936 8.17806 92.0797 86.8511 77.5915 38.6627 33.9354 38.9288
internal_count=4034 933 3101 917 463 272 2184 904 1280 1171 320 1137 691 84 446 419 584 546 226 213 665 212 84 53 453 418 374 199 154 175
is_linear=0
shrinkage=0.019455


Tree=160
num_leaves=31
num_cat=0
split_feature=16 13 0 7 6 5 12 6 5 19 6 10 10 6 6 18 18 3 10 6 2 5 16 10 9 7 3 0 6 9
split_gain=18.6605 8.5359 6.01557 5.7984 4.72794 5.18833 10.6723 4.78076 4.61841 8.39242 8.33713 5.08803 7.39017 4.57827 4.39207 4.68457 9.23041 5.53553 4.1106 6.25388 4.03535 4.39381 4.08356 5.05162 4.22227 3.96136 4.86288 3.89461 3.94755 3.66986
threshold=18.594956516900002 95.862351557400004 85.995710218650018 22.356277907050004 15.255356438950001 20.769304081650002 368.00406080990007 16.455384477450004 13.812766882300002 13.051052998800001 13.65531905435 78.10777406390001 78.527173532250018 16.375382608200002 13.78532209185 14.85568425095 15.343833331950004 81.93344998355002 62.025417527550012 16.535386346650004 131.42729508740004 19.749058312400006 22.624947093000003 62.046925192600007 199.89081775665002 19.506002767000002 103.48681881535002 87.278104746850019 16.585387514950003 196.26893085885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 13 25 5 29 -7 20 -5 10 11 -10 -13 -2 -12 -16 -17 -18 -9 -20 21 -6 23 -22 -25 26 -3 28 -21 -4
right_child=2 3 4 8 7 6 -8 18 9 -11 14 12 -14 -15 15 16 17 -19 19 27 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0040178742536243397 -0.0036592258762734057 0.0032547143064340614 -0.001110227002925186 0.0014755595586937518 0.0010644402170586456 -0.007205403825056367 0.0038581030886316739 0.0023998887313560241 -0.0056356129243296544 -0.0044281580991213671 0.0043166794522125854 0.0044171667985336881 -0.0028993971339315982 0.00038716667174385774 0.0019615496442309277 -0.0072300174307061609 -0.0025322405972901581 0.0046700436551812136 -0.0033374184201437392 0.0016800584994382535 -0.0033973859414516468 0.0043846627766728598 0.0031640867589604652 -0.00089410797463373949 0.0028845919383174187 -0.0042383862060386759 -0.0048247543301392611 0.0031023107236156401 -0.0037535532022222799 0.0015973764405758898
leaf_weight=16.268662067130208 6.1796635929495087 3.9458033461123732 13.510966729372738 28.444175133481622 10.907370544970034 4.7515899911522856 2.881043940782547 20.617841273546219 6.6166182979941395 10.508431999012826 7.5641492009162894 3.9800556749105445 9.9119291398674232 83.084703773260117 17.890858225524429 4.1145622543990603 4.4735837206244451 4.3100078720599413 9.2457662001252192 6.1506043523550051 5.2872832939028767 33.016184605658054 22.917675502598286 9.7364678755402583 16.209780495613813 12.857226707041262 2.5053904158994555 10.489847764372824 4.9751156345009804 43.291634004563093
leaf_count=972 51 16 96 262 48 53 17 65 88 227 20 14 154 536 75 58 28 15 67 20 32 141 89 41 64 418 115 36 25 191
internal_value=0.000474238 -0.000939462 0.00109608 -0.000511863 0.00150865 0.000481585 -0.00302933 0.00195116 -6.35027e-05 -0.000694571 -2.80243e-05 -0.00236226 -0.000803201 0.00010704 0.00122017 0.000459423 -0.00162416 0.00100184 0.000831896 -0.000215649 0.00253866 0.00356016 0.0017101 0.000643226 0.00146661 -0.00278321 0.000116966 0.00111965 -0.000749703 0.000953351
internal_weight=436.645 133.391 303.254 117.123 213.989 64.4352 7.63263 149.554 97.8144 69.3702 58.8618 20.5086 13.892 89.2644 38.3532 30.789 12.8982 8.78359 51.4792 30.8613 98.0748 43.9236 54.1512 31.2335 25.9462 19.3084 6.45119 21.6156 11.1257 56.8026
internal_count=4034 2462 1572 1490 985 357 70 628 941 679 452 256 168 587 196 176 101 43 213 148 415 189 226 137 105 549 131 81 45 287
is_linear=0
shrinkage=0.00453546


Tree=161
num_leaves=31
num_cat=0
split_feature=16 6 8 3 15 13 19 16 7 7 18 3 19 15 7 2 9 10 9 18 2 15 5 3 19 19 13 13 2 8
split_gain=7.09227 3.57732 3.05088 3.01507 2.83487 2.72617 2.63997 4.15299 3.22157 4.39644 2.93318 5.44921 5.62986 3.39763 2.91831 2.85737 3.85759 2.84117 3.87529 4.66261 3.045 2.72331 2.95016 2.91026 2.6539 2.49953 2.49632 2.02759 2.43078 2.01978
threshold=13.564968279200002 5.1651206822000004 7.6440346712000009 108.47659710545001 18.019770707250004 95.862351557400004 11.850956171350001 18.634956423400002 22.356277907050004 22.938075114600004 18.273715221050001 81.105404879350019 13.051052998800001 23.292710050100002 19.506002767000002 81.787075821300007 214.65508306360002 76.279622535200005 206.57490536735003 14.85568425095 194.17955033580003 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 11.950964240300001 120.87576600310001 117.56896250265002 258.06114663960005 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 6 5 -4 -3 8 14 -10 11 13 17 25 -8 -15 -17 18 -13 -20 -21 29 -23 -24 -25 -11 -5 -26 -29 -9
right_child=1 3 4 26 -6 -7 7 21 9 10 -12 12 -14 15 -16 16 -18 -19 19 20 -22 22 23 24 27 -27 -28 28 -30 -31
leaf_value=-0.020547766567469618 -0.020588432825206698 0.010977347533351056 -0.02066725160869011 -0.021653450214195881 -0.023987004170100492 0.0093610296911411529 0.0052978181865312194 0.0042279587691549008 0.025602158713648439 0.0032374925949063887 0.015557898799949675 0.0064128682355060317 -0.016075794379865088 0.016504939062605143 -0.021843973387863553 -0.022742749423594399 0.0037331862976619037 0.015803509651648829 0.0074593292922951844 -0.034308984294181152 -0.000956796796496166 -0.024830579864647474 0.019206133951490231 0.010224828843218821 -0.024115843887014647 -0.024224034006888252 0.015773871648191586 -0.016338707262280018 0.0090105503336548303 -0.0017855498309148959
leaf_weight=7.6887871418148306 2.7647299673408261 12.960879340302197 1.5260159452445785 3.5331842242740086 2.0361756361089647 5.2776665454730392 2.1466803820803753 214.73458603955805 2.3767559714615336 1.5487364381551767 3.6009984258562318 19.582886279560629 6.1640320513397446 2.2065753228962413 5.5897692106664181 4.0684998854994756 4.5804507620632648 6.9066209588199845 3.5209602722898108 3.0631603850051761 1.648612869903445 2.4208642849698689 2.2952349036931983 3.2428419496864072 2.943954252637921 8.0061163101345283 0.86942354589700688 3.049577203579247 2.8796521499752998 24.347807111218572
leaf_count=826 230 88 130 172 59 30 26 1137 8 9 40 91 185 11 283 77 44 23 20 31 37 40 6 18 54 140 14 45 19 141
internal_value=0.0012343 0.00183069 -0.0114325 0.00200866 -0.00350412 0.00262591 0.00221697 0.00187386 -0.00222048 -0.000829883 -0.00179791 -0.00281751 0.00135088 -0.0111677 -0.0143128 -0.00359354 -0.0087212 0.00444453 0.00162409 -0.00976678 -0.0226393 0.00307395 -0.00461892 -0.00122368 -0.00509386 -0.0197728 -0.0142623 -0.0106923 -0.00402732 0.00361555
internal_weight=367.582 351.054 16.5286 348.289 8.83986 6.80368 343.886 330.925 75.0109 67.2744 64.8976 61.2967 40.8863 20.4104 7.73645 10.8555 8.64895 34.7222 27.8156 8.23273 4.71177 255.915 16.8321 14.4113 12.116 9.55485 4.40261 8.87318 5.92923 239.082
internal_count=4034 2989 1045 2759 219 160 2573 2485 1025 716 708 668 387 281 309 132 121 202 179 88 68 1460 182 142 136 149 186 118 64 1278
is_linear=0
shrinkage=0.0197871


Tree=162
num_leaves=31
num_cat=0
split_feature=16 13 16 17 0 10 15 2 6 15 10 2 2 13 16 0 18 13 16 15 10 5 15 9 0 5 16 5 9 15
split_gain=28.6271 10.2104 9.07425 9.34085 7.29737 7.41139 6.47492 6.57309 6.29882 6.77411 5.4716 7.29364 5.28704 7.1051 5.67095 4.89085 5.32807 5.6947 4.48118 4.11777 4.08548 8.70884 3.94636 3.5653 3.4545 4.16194 3.44942 3.40663 6.37992 5.86122
threshold=18.594956516900002 95.862351557400004 15.584963555600002 236.15709471040003 85.995710218650018 66.964115113200009 29.037712645600003 90.745765132650021 16.455384477450004 45.169600924000008 62.025417527550012 184.38272419390003 315.94243452415003 116.72209819155002 22.574947209950004 103.33357670195001 15.534338342150003 103.93041440690001 19.254954973500002 29.593577021650002 71.015621515800021 19.234448447350001 38.62622401090001 202.86075815500001 97.674372337300014 13.154029769200003 15.404963976500001 29.996566321350006 208.27565494345001 46.074827201850006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 15 20 12 8 18 19 9 -6 -10 -12 13 -2 -15 16 17 -3 -7 -8 21 -4 -9 -11 -18 -26 -19 28 29 -16
right_child=4 2 3 -5 5 6 7 22 10 23 11 -13 -14 14 27 -17 24 26 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0032771350577370743 0.0030445619758030827 -0.0023192007502739298 0.0015854033931344551 0.0023511828928184262 0.0024904851897580662 0.002721309220291645 0.00070536589262454861 0.00062459830433761281 0.0021041210725865128 0.001220248894369587 0.00064071703352392697 -0.0038022328878160173 -0.0042365185301323294 -0.00280248097255039 0.00074425196847830821 -0.0040504762123381973 0.0042376496719766033 -0.00070012146368220282 -0.0004138799984749701 -0.0050161862849059345 -0.002896802416066613 -0.002966571700182637 -0.003185461563562377 -0.0039383852910558929 0.0035033158467985197 0.00035032283166931141 0.0025252537270724234 0.0029777338937581775 -0.004528465430113841 -0.0027506381526350306
leaf_weight=19.217057415284216 10.923309117555617 12.626622546464207 9.8964822571724671 6.9361791275441638 104.55308232456446 18.96786700934172 2.2209545746445647 31.423418011516333 21.723982095718384 3.6594659760594359 23.143492050468925 5.8572110906243315 3.2861971519887438 8.272490965202449 54.102458883076906 2.9923312850296488 5.1224868502467862 8.7753012534230965 8.2870792672038061 5.6125395894050598 29.856179878115654 11.490485892631112 3.8617190159857264 3.1570471413433552 6.8804863877594498 23.00013767555356 8.0358056128025037 5.5789574086666098 3.5877978876233092 6.8378269132226697
leaf_count=972 37 180 56 33 383 61 10 146 65 20 88 51 52 119 219 57 14 115 37 59 462 374 36 29 23 155 21 16 48 96
internal_value=0.000452552 -0.000862667 -0.000493285 -0.00152248 0.00103855 0.00137487 0.000411039 -0.000446705 0.00179332 0.0022665 0.000754422 -0.000256616 0.000194127 0.000357168 -1.7359e-05 0.000394671 0.000601083 -0.000514136 0.00176803 -0.00339401 -0.00204681 -0.000860217 0.000207613 -0.00116896 0.00153899 0.00107635 0.000841626 0.00031128 8.0744e-05 0.000352107
internal_weight=469.886 144.83 125.612 58.1793 325.057 232.468 70.3736 43.1186 162.094 111.37 50.7247 29.0007 92.589 89.3028 78.3795 67.4332 64.4408 29.4377 27.2549 7.83349 51.2431 21.387 35.2851 6.81651 35.0031 29.8806 16.8111 70.107 64.5281 60.9403
internal_count=4034 2462 1490 925 1572 985 349 251 636 432 204 139 587 535 498 565 508 316 98 69 892 430 182 49 192 178 136 379 363 315
is_linear=0
shrinkage=0.00355676


Tree=163
num_leaves=31
num_cat=0
split_feature=3 17 9 9 0 16 5 3 10 16 19 10 4 8 6 10 4 10 4 7 16 2 7 5 5 9 16 2 14 16
split_gain=6.61737 4.1911 3.52719 4.26487 4.95432 6.08732 3.31747 4.20646 3.28516 5.49059 4.68841 3.72615 3.16444 5.60821 2.96268 2.78761 2.92456 3.74098 3.61047 4.13719 3.23189 3.2166 3.03097 2.55426 2.47595 2.37019 3.2512 2.85271 4.01812 2.65637
threshold=76.825379535700009 241.79519611995002 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 64.407391431150018 22.494947397000004 14.551174033150001 62.837331883000012 158.33173836080002 7.943800736700001 8.2451926476000015 71.365121072750014 195.50296729855003 55.513971935650012 377.6847677435 19.506002767000002 21.094950670800003 154.94328103605002 23.9417051038 21.500664456800006 13.154029769200003 191.72037998490001 22.634947069650003 108.63443756215001 231.12292494700003 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 12 -4 5 -5 7 -7 9 23 24 25 -2 15 -3 16 20 -18 19 -19 -14 -21 -23 -6 -10 26 -11 -27 -29 -30
right_child=2 14 3 4 8 6 -8 -9 10 11 -12 -13 13 -15 -16 -17 17 18 -20 21 -22 22 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.020602972741133721 0.013648411971890753 -0.015113002468934055 0.011195658705355806 -0.026855924242408315 0.022348054020938847 0.0046410952937756787 0.015293555546711074 -0.020725277563889855 0.01368690054613972 -0.021575410794166056 -0.027869479038066518 0.019684372876839631 -0.024747633074806614 -0.031636381059760431 0.027015647153812664 -0.023519972365805782 -0.02429565069630709 0.019531245309068791 -0.024664982861956796 0.0064070089448622965 0.027643336362763709 -0.027866957953747558 0.025596579429135083 0.0054570262866229565 0.00046494547991787115 0.01334016117614868 0.0040361407990263604 -0.01689124718194376 0.00081280155521694592 0.011573417979535315
leaf_weight=10.434840840753166 4.3613061541691414 1.4907344118691974 26.747364452108741 6.0812529511749771 12.463851533830168 7.0951999630779046 4.4784933477640143 5.8419943377375603 7.3218724131584159 4.5894868895411474 2.7820010632276526 6.4676999077200881 4.0365459388121989 3.8332420736551276 1.8132136119529603 3.0399987190030506 2.4357518502511111 8.1559963687323087 1.8935704184696067 8.8470689300447685 0.67333189025521267 2.9523601192049678 0.6307242503389715 6.7715335562825194 133.5130860041827 12.323669902980326 5.1606470718979836 5.2237105816602698 48.379786986857653 14.647559158504007
leaf_count=902 30 49 118 134 82 41 16 71 51 29 19 41 263 27 22 203 116 44 63 89 2 123 5 27 1070 45 21 25 241 65
internal_value=0.00134922 -0.0137227 0.00193958 0.00274571 0.00194747 -0.0077871 -0.0011286 -0.00681349 0.00282842 0.00559889 0.000590161 0.00345204 -0.00417425 -0.00630392 0.00800729 -0.00333119 -0.00125952 0.00176469 0.00458841 0.00727922 -0.0172577 -0.000759899 -0.0184559 0.0164018 0.00115234 0.00228973 -0.00801948 0.00353722 0.00176716 0.00331357
internal_weight=364.488 13.7388 350.749 309.889 283.142 23.4969 17.4157 12.9372 259.645 116.028 143.617 96.7926 40.8599 36.4986 3.30395 32.6653 29.6253 24.9155 22.4797 20.5861 4.70988 12.4302 3.58308 19.2354 140.835 90.3249 9.75013 80.5747 68.2511 63.0273
internal_count=4034 973 3061 2096 1978 262 128 112 1716 576 1140 467 965 935 71 908 705 440 324 261 265 217 128 109 1121 426 50 376 331 306
is_linear=0
shrinkage=0.0221382


Tree=164
num_leaves=31
num_cat=0
split_feature=16 13 3 6 18 16 9 16 18 4 13 7 5 17 6 2 9 9 9 16 2 6 19 13 16 7 7 16 0 17
split_gain=18.7258 7.76545 5.96873 5.87089 5.63943 8.37166 5.48487 4.96903 5.69965 4.90279 5.55977 4.95945 4.76346 6.38907 4.25523 4.19259 4.22043 4.18179 3.94503 9.1321 6.34893 6.28186 3.79834 3.57397 5.11917 3.82463 5.83959 4.39497 7.59637 6.87291
threshold=18.594956516900002 95.862351557400004 93.499196860750018 15.51536251395 13.843998451900001 22.634947069650003 196.26893085885004 15.584963555600002 18.273715221050001 290.29001804785008 108.49810477050001 27.703316924600006 18.128874633450007 196.31479727660005 11.075258771650001 101.23478163165002 194.31002311890003 191.72037998490001 205.22231928645002 22.544947280100004 200.74412770730004 14.825346391850003 12.551012654050002 116.60649449195002 21.094950670800003 20.873561687950005 21.725272673150005 22.704946905950003 85.667718326750006 193.31651039250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 7 -2 6 15 14 9 10 11 17 -8 -14 -3 16 -6 -9 19 20 -15 -20 -19 -4 -25 -26 -27 28 -28 -30
right_child=2 3 23 -5 5 -7 12 8 -10 -11 -12 -13 13 18 -16 -17 -18 22 21 -21 -22 -23 -24 24 25 26 27 -29 29 -31
leaf_value=-0.0041506430155786103 0.0023254854866860387 -0.0054638823017442379 0.0026606675240683649 -0.0041804197995950476 0.0027055530225809357 0.0043872840016692003 0.0026251259648123215 -9.1616463930493982e-05 0.0051333917664890226 -0.0051530847630464061 0.0030209115774462031 0.0053814718512934208 -0.0056604378408621567 -0.0013064393709917846 0.00088752232614381136 -0.0055573331998787848 -0.0040222089267460187 0.0015854417475664707 -0.0027910354862234481 -0.0068924440210180408 0.0056428883454467055 0.0025266838630544838 -0.0048067089851068735 -0.0052005647342554624 0.0035955158947280734 -0.0055437484899568505 -0.0045231755821452816 0.0020357784167127978 0.00089013035585040561 -0.0053335316750669597
leaf_weight=15.029274553991852 107.73120941221714 2.4075228525325647 11.124100085347889 9.0873648440465313 4.5674429312348348 12.458955183625219 21.961534678936005 10.188658585771924 2.7280750870704642 7.9730447288602582 5.9818139765411606 1.8939208257943381 3.9869556166231623 10.136403199285271 57.088308526203036 5.5647842846810809 3.6932183057069778 2.3737214878201511 6.0168859586119678 4.6482557728886595 4.0213648080825797 25.413075461983681 14.303397834300993 4.1953497715294352 6.3230416625738135 4.2176102995872489 8.8913999628275615 19.156233891844749 37.305375520139933 4.337793366983532
leaf_count=972 418 52 63 353 17 52 78 170 13 195 33 6 33 66 409 60 30 15 49 40 10 110 244 103 20 30 112 94 148 39
internal_value=0.00050612 -0.000988714 0.00113708 -0.000571954 0.00157792 0.000791959 0.000294303 -0.000259471 -0.00142468 -0.00184353 -0.001084 -0.00193779 0.00078642 4.17024e-05 0.00063051 -0.00241748 -0.000302329 -0.00245377 0.00049425 -0.00120112 0.000667444 0.00150867 -0.00389689 0.000167282 -0.000161247 0.000102262 -0.000196595 0.000127009 -0.000596552 0.000241838
internal_weight=434.806 129.055 305.751 114.026 210.2 102.469 90.0099 104.938 45.4426 42.7146 34.7415 28.7597 76.1845 54.2229 59.4958 13.8254 8.26066 26.8658 50.236 18.806 14.1578 31.43 16.6771 95.5509 84.4268 80.2315 73.9084 69.6908 50.5346 41.6432
internal_count=4034 2462 1572 1490 963 545 493 1137 676 663 468 435 386 308 461 107 47 429 275 116 76 159 259 609 546 443 423 393 299 187
is_linear=0
shrinkage=0.00467976


Tree=165
num_leaves=31
num_cat=0
split_feature=16 13 15 5 10 18 18 6 19 19 16 9 16 10 8 10 16 6 0 9 3 16 16 15 2 3 18 5 10 3
split_gain=25.6791 10.7174 7.76857 7.56474 6.03785 6.3543 5.27066 6.86755 9.9685 7.43833 6.32205 4.92468 4.58743 4.47259 4.40051 4.35143 5.94079 6.31218 4.95737 3.94269 4.75864 3.92801 4.31982 3.90253 6.64127 4.46785 4.93563 3.89031 3.83552 3.66508
threshold=18.594956516900002 95.862351557400004 46.074827201850006 18.393720489900002 60.613977009100005 11.862896247150001 17.399600107550004 13.65531905435 13.051052998800001 11.950964240300001 14.184966829400002 194.04304600165003 15.089964713100001 75.408562100950022 10.142085217300002 66.964115113200009 19.974953289850003 14.825346391850003 90.407470010750018 66.346857137250012 93.846007959550022 23.044946110900003 22.614947116400003 30.046989284200006 90.745765132650021 86.589859465500012 14.773181214800003 13.716117217950002 65.611820673600008 108.47659710545001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 5 29 7 9 12 10 27 -11 -9 -14 -7 18 23 -18 28 20 -5 22 -4 -17 -25 26 -26 -3 -6 -2
right_child=2 3 21 19 15 14 -8 8 -10 11 -12 -13 13 -15 -16 16 17 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0034244256959159096 0.0025574676309748131 0.00097748107957198473 -0.00024901891880534663 -0.0040818310327855453 0.0015319121799351881 -0.0039978814975044517 0.0021225625340265692 -0.0011176054787103025 -0.0043663729993849232 -0.00068906518138847378 0.0023719382323031022 -0.0039058914859348708 0.00088071330573177636 0.0038758735159179917 0.0014899585713393762 0.0018088760075614732 0.0020955748386804673 -0.0049337511548362602 0.0035516736919285782 -0.0029181740581648973 0.0034089832993551296 0.0027490580675707901 -0.0038930767320546331 -0.0048699212550495155 -0.0034622276611721249 0.0034408929985305899 0.0008878561807398658 -0.0037645490385226407 -0.0011555655962918652 -0.0020742413392039897
leaf_weight=19.017684701830149 8.2252060472965258 4.065085534006359 10.496809855103498 1.7951538413763071 183.23487894609571 8.2543432526290399 13.723761577159165 7.4317433238029471 4.505545947700738 11.039668721146883 10.511655602604149 15.551278067752717 16.07805456221104 11.675266385078428 2.6087829768657675 30.486837074160576 2.6303962245583525 5.0803215503692627 16.148015432059765 21.146333291195333 3.2038623541593552 3.0311833024024954 7.6148768756538621 3.4732879400253323 4.9049024321138921 5.6478812098503104 12.701296370476483 5.5533752460032701 7.4992952272295943 3.2271058429032555
leaf_count=972 33 21 68 47 726 132 67 33 74 174 37 204 65 27 11 115 10 50 55 614 13 10 104 44 49 16 64 114 35 50
internal_value=0.000434409 -0.000846699 0.00102484 -0.000458498 0.00117986 -0.000661919 2.14545e-06 -0.000334616 0.00079196 -0.00129167 0.000397444 -0.00257037 0.0014525 0.00214072 -0.00267998 0.00133107 0.000499164 -0.0025358 0.00159214 -0.00222274 0.000719021 -0.00113165 -0.00178113 0.000908185 -0.000119198 0.000590382 -0.000324032 -0.00176041 0.00142625 0.00125231
internal_weight=460.564 145.298 315.265 126.281 294.123 22.3154 100.135 86.4117 39.6906 46.7211 20.1301 26.5909 35.1851 27.7533 10.8631 271.807 64.9249 7.71072 206.882 26.1453 4.99902 21.1429 18.1117 57.2142 26.7274 23.2541 17.6062 9.61846 190.734 11.4523
internal_count=4034 2462 1572 1490 1390 226 816 749 199 550 172 378 125 92 143 1164 348 60 816 674 60 182 172 288 173 129 113 135 761 83
is_linear=0
shrinkage=0.00368326


Tree=166
num_leaves=31
num_cat=0
split_feature=16 6 5 16 2 16 0 5 2 19 6 6 6 10 5 3 9 8 18 6 18 9 9 2 6 18 12 13 2 10
split_gain=6.58854 2.98375 4.1741 2.94014 4.74545 5.01865 3.77566 3.33621 3.05304 3.04285 3.41406 6.56479 5.42648 3.51746 5.38636 4.66111 3.88401 5.33589 3.47727 3.42081 3.69476 3.30234 4.49156 2.86039 2.81765 2.78212 3.58467 2.74601 2.58168 3.09431
threshold=13.564968279200002 11.755274660100001 13.8160216159 20.404952284350003 322.38159739250005 19.974953289850003 86.329079026800017 20.374719724350005 56.478612905150008 11.850956171350001 13.65531905435 13.78532209185 11.630271739450002 70.206395618550019 18.160071980500003 84.812788641250009 66.346857137250012 5.9453602998000008 14.164583421250002 14.935348962050002 14.773181214800003 206.54353961905005 213.27127849780001 110.52061241095002 14.205331905300001 18.273715221050001 210.43057429700005 105.94944646285002 76.243484112200022 62.00390986255001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 9 7 -5 -9 -2 12 -12 25 14 -13 21 -16 -18 -17 20 -19 -15 24 -21 -23 26 -11 -26 29 -10
right_child=3 2 -4 6 -6 -7 -8 8 28 10 11 13 -14 15 16 18 17 19 -20 23 -22 22 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.016010165919338272 0.0078287864073157236 0.0081487683072587677 -0.013157560798733009 0.0112135937803357 -0.017267175541203557 -0.015780621814304417 0.0046512333252707793 0.0097235875155598922 -0.001700122751191068 0.0010515620521898395 0.012328401674812303 0.01210698561595587 -0.012695757381308822 0.0031119533641723175 0.014316786622364528 0.0089820730381049776 -0.014761475106344464 -0.01618136610517552 -0.018453881417657289 -0.0018847650994135946 0.0063872757634069266 -0.026298876391375774 0.002024699484996886 0.013321805011538774 0.0075961318023940235 0.013597576699196716 -0.017083378174952153 -0.01934715882720197 -0.00027331048255515184 -0.021114140636875441
leaf_weight=7.2468471587635568 12.953393184579907 4.298659594729541 4.4137155003845692 6.3090422451496115 3.7746179765090337 4.5047966651618472 103.91504120826721 6.5689783096313468 4.8913391530513746 15.517445281147962 11.62093975394964 11.565698396414517 11.665207658894358 21.204062219709158 3.7432756423950222 1.3153264895081509 6.2926191915757981 4.1643903441727188 6.5048144785687327 5.2286411449313146 2.9245687425136566 3.1144030243158323 7.0208281120285392 6.6630188822746277 1.7381778582930567 3.1861478076316407 3.0966628114692858 1.8488002093508837 73.625910136848688 3.2273523882031441
leaf_count=846 133 23 176 33 146 49 536 28 26 206 36 40 179 135 15 5 376 30 175 46 20 31 52 30 7 28 92 37 476 22
internal_value=0.000955102 -0.00871397 -0.00264508 0.00139829 -0.000230604 0.000210234 0.00262606 0.000402015 -0.000370355 0.000719793 2.69994e-06 0.00149243 -0.00422402 -1.87479e-05 0.00322635 -0.00309955 -0.00031339 -0.0024803 -0.0138392 0.00159126 -0.00687061 -0.000694886 -0.00657735 0.00663563 -0.0155895 0.00030917 -0.00196539 -0.00629098 -0.0011815 -0.00941761
internal_weight=364.145 15.9592 8.71238 348.185 149.648 145.873 198.538 94.6226 88.3136 141.368 128.415 94.9496 33.4655 83.3286 40.5822 42.7464 29.0165 25.2732 7.82014 18.9806 7.08896 34.9263 13.7222 11.8917 6.70138 21.8003 18.6141 3.58698 81.7446 8.11869
internal_count=4034 1045 199 2989 1868 1722 1121 585 552 1673 1540 1035 505 999 557 442 517 502 180 126 50 262 127 76 75 326 298 44 524 48
is_linear=0
shrinkage=0.0153896


Tree=167
num_leaves=31
num_cat=0
split_feature=13 16 15 6 15 5 13 16 8 17 12 10 0 17 19 16 15 18 15 18 5 13 0 5 13 16 6 5 15 16
split_gain=5.9388 2.8127 3.4078 3.43976 2.47072 2.73005 2.44927 3.97176 4.7391 3.88904 3.74049 2.87643 2.63298 2.61596 2.42641 2.85665 3.8761 4.15967 4.06664 2.51961 2.82686 2.42473 2.36537 2.43608 2.02046 3.23406 5.22443 4.6428 6.59225 5.23878
threshold=95.862351557400004 18.684956306450005 34.040719645900005 15.51536251395 46.683480308100009 25.322158499750007 108.49810477050001 15.584963555600002 8.2435668022500028 236.15709471040003 155.48826588285002 70.389210771400016 94.047642319350018 206.50651863080003 12.851036860900001 15.454963859600001 20.903251014350001 14.773181214800003 24.719476717350002 15.981927061500002 23.195398057700004 117.56896250265002 96.039789794050009 26.575048724050003 117.61735474900001 22.724946859200003 16.635388683200002 23.928204628200003 41.29990759910001 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 6 24 -6 7 14 9 10 13 -12 -8 22 15 16 19 -18 -19 20 -2 -7 23 -9 -3 27 -27 28 29 -26
right_child=1 4 -4 -5 5 21 12 8 -10 -11 11 -13 -14 -15 -16 -17 17 18 -20 -21 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.019529835763788889 -0.010676392865184299 0.0051520537891260165 -0.032288582057690488 -0.020303834190672894 -0.024595573786336266 -0.021363939495834126 0.022357370125175007 -0.02720426736938197 -0.027464680037028306 0.01968953382151635 0.0076809197485960988 -0.02863513294800955 -0.0019417395172768486 -0.028589187278588574 -0.022073539413009508 0.018425921338629678 0.0065992333503170717 -0.035383136234648241 -0.00060483179086343963 0.013060247009996698 0.023097397170539935 0.0088274968963070917 0.013746547369236826 0.032740941604663697 -0.00064042031972037805 0.02710275805370501 -0.00091170119953690447 -0.028970123983634202 0.013019511945335713 -0.031008744845705115
leaf_weight=8.306621275842188 7.1120753656141478 184.7688170010224 2.2293597413226953 5.4415891133248797 4.0030176397413006 2.303802175447343 6.0869018435478193 1.9999043014831932 6.5320143718272439 3.8638696018606415 1.7475346056744436 6.3822700548917055 5.2023651376366615 1.565033022314309 2.3285281732678405 7.450344454497098 6.4631282063201061 4.7949033202603442 3.7837591571733356 17.079206801950932 1.9964624242857096 6.1134152319282293 7.147748002782464 0.54199695587158192 9.24483590945602 5.9295299127697971 14.251672146841882 4.5551766948774448 11.211670927703379 5.8242629878222933
leaf_count=972 156 1046 90 354 57 40 27 113 154 26 12 199 33 31 30 29 35 59 35 103 12 39 45 1 41 17 100 101 40 37
internal_value=0.00142799 0.00192831 -0.00162869 -0.000927784 0.0033578 -0.00754484 0.000217294 -0.00131178 -0.00858965 -0.0032864 -0.00786614 -0.0208288 0.0111598 0.00149746 0.00293727 0.00413362 0.00155095 -0.00859576 -0.0200436 0.00737904 -0.00327366 0.000564066 0.00635693 -0.0144224 0.0039321 -0.000486187 0.00731935 -0.00559468 -0.00154307 -0.0123779
internal_weight=356.262 347.955 99.749 97.5196 248.206 12.4202 92.078 80.7888 29.7804 23.2484 19.3845 8.1298 11.2893 11.2547 51.0084 48.6799 41.2295 15.0418 8.57866 26.1877 9.10854 8.41722 9.68965 2.5419 235.786 51.0171 20.1812 30.8359 26.2808 15.0691
internal_count=4034 3062 1544 1454 1518 136 1100 1040 581 427 401 211 60 190 459 429 400 129 94 271 168 79 159 114 1382 336 117 219 118 78
is_linear=0
shrinkage=0.0250803


Tree=168
num_leaves=31
num_cat=0
split_feature=13 16 2 16 17 0 10 10 7 10 0 9 6 5 2 16 16 19 7 7 6 5 6 0 6 18 12 10 3 2
split_gain=5.40796 2.73834 4.09501 4.15546 3.855 3.23693 4.31209 3.17575 2.99387 4.66142 2.80853 3.77178 3.40237 2.92104 2.57 2.50137 6.23884 2.46089 3.261 4.54607 2.95904 3.35605 2.85089 2.49529 2.72755 2.24466 3.7548 2.65546 4.46175 2.75299
threshold=92.38617519475001 20.404952284350003 322.38159739250005 19.974953289850003 162.13109061465002 90.297243227400017 66.590419433100024 65.536543845950021 19.078733418100004 64.730006406800015 86.329079026800017 195.70012057590003 16.455384477450004 20.374719724350005 56.478612905150008 19.644954061550003 19.284954903400003 14.551174033150001 24.573979631000004 24.225158517200004 16.355382140900002 20.971847224900007 16.100376182700003 87.170566421650008 16.505385645700006 17.323446153950005 162.55248274650003 70.206395618550019 84.812788641250009 41.467794892200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 7 -7 10 -6 -10 13 12 -12 -3 -15 16 25 18 19 20 21 -13 -21 24 -22 26 27 -11 -29 -30
right_child=1 5 -4 -5 8 6 -8 -9 9 15 11 17 -14 14 -16 -17 -18 -19 -20 22 23 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.019002210412229735 -0.020786903792080039 0.013079979529818467 -0.020998678717838126 -0.018257262123367358 0.012759006924871266 0.016462461990058366 -0.005057437936692815 -0.010379147439712123 -0.021100346305772951 0.0085723398598826928 0.014626099660212485 0.0026475497376951987 0.00025100685716773367 0.010905004848056794 -0.0014755595407609597 0.011255977791965415 -0.02434255544190592 0.010383909044175937 0.010684242319181487 -0.0015391322188714207 0.0064380211476793708 -0.022375785157044883 -0.031191128860382503 0.014084993549953127 -0.011524893083480696 0.0092287608343634749 -0.0050967364030840723 0.002232482898813865 0.02143090933002045 -0.019297651637628088
leaf_weight=4.7113583870232096 2.9720251411199561 5.9025819636881343 3.405968591105192 4.3483202662318936 7.0355401420965782 12.142716128379108 4.4985307827591887 7.033607766032218 3.528702155686914 18.599519834853709 20.491384845227007 3.8236152827739778 8.0982525497674924 6.3780024126172057 80.688643400557339 7.5541041065007439 3.5671967417001715 9.7603377513587457 7.8024496659636489 1.8693463206291188 7.6297970078885573 3.7351546064019203 2.9420154318213463 6.077746018767356 4.889786422252655 10.312581517733632 34.088874519336969 49.572910327930003 0.65647822618484397 5.3778731441125274
leaf_count=797 207 33 136 49 79 58 29 39 232 107 120 17 34 28 524 27 28 40 44 15 29 24 32 23 32 96 528 466 2 159
internal_value=0.000977676 0.00125069 -0.00064464 -0.000175002 0.00037382 0.00272792 0.0106451 0.00198408 0.000822095 0.000191871 0.00249533 0.00514434 0.0105542 0.000297915 -0.000568631 0.000771028 0.000122744 0.00195733 -0.000164069 -0.00289737 0.000188015 -0.00971769 -0.0196705 0.00421413 -0.000577773 0.000858549 6.14861e-05 0.00243105 0.000376916 -0.0148668
internal_weight=349.495 344.784 151.02 147.614 143.266 193.764 16.6412 177.123 140.294 133.258 170.089 77.1199 28.5896 92.9692 87.0666 129.73 122.175 48.5302 38.7699 30.9675 26.1561 7.55877 4.81136 18.5973 12.5196 118.608 108.296 74.2068 55.6073 6.03435
internal_count=4034 3237 2116 1980 1931 1121 87 1034 1724 1645 995 410 154 585 552 1413 1386 256 216 172 125 41 47 84 61 1358 1262 734 627 161
is_linear=0
shrinkage=0.0187757


Tree=169
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 3 15 6 5 9 9 4 5 0 7 10 17 10 16 17 7 17 17 17 5 9 18 7 14 17
split_gain=15.0934 7.65765 6.04044 4.82332 8.82724 5.81318 4.32306 4.55939 4.48378 6.48292 4.23656 4.05269 3.92134 4.4076 4.19409 5.58657 3.88437 5.73689 3.58476 4.84273 5.47276 5.45452 3.77267 7.22721 3.88323 3.39598 6.35417 5.59575 8.24044 13.6947
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 93.499196860750018 33.593648142250011 18.305427703400003 29.996566321350006 208.27565494345001 38.295222230400007 376.36865522600004 29.026000224750003 95.469836670350006 20.873561687950005 64.307918480350011 191.37184185705004 71.096275259700022 22.744946812400002 193.31651039250002 22.407814303000006 188.83172615260003 192.20712075930001 189.43751236195004 22.649179082500002 194.56033515110002 13.565177112500001 23.109894804950002 164.30896597920002 190.38166638035003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 10 5 -5 25 7 -7 9 18 -2 12 13 14 15 -12 17 -6 19 20 21 -8 23 -22 -25 26 -3 28 -27 -30
right_child=1 3 -4 4 16 6 8 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 24 -26 27 -28 -29 29 -31
leaf_value=-0.002990432920011497 -0.0058338321287495897 0.0033817205831020011 -0.0048877712631028337 0.00071457655526333571 0.0030947839912089342 0.0054068424383373198 -0.005181442335295737 -0.00097132750721049595 0.0038486721754935165 -0.0058959205442458747 -0.0041047191711928192 -0.0054281710155378452 0.0036774790680150042 0.0046586120448042561 -0.0065953639630856294 0.0030843694655064771 -0.0046809228734254072 -0.0051193557218609121 0.0022167880638917191 -0.0044334584107794967 0.0013591930933731439 0.0014083230862691227 0.0038931842352685898 -0.00064285239511995863 -0.0076541105470386639 0.0026419266989019152 -0.00030183990630863207 0.0016249692326237787 0.0011695907103169837 -0.011060981566748824
leaf_weight=24.615761364810169 2.6614610916003612 47.870267540216446 7.864823715761303 79.426044322550297 4.3599451053887632 6.5182648748159391 7.5144626609981042 3.7771600130945444 5.6095907166600218 4.3626614846289149 4.2142221163958364 2.3825745964422813 7.3374874703586093 2.9156421776860943 2.8257728666067115 5.0946807339787483 10.50469691865146 3.1071432344615459 11.866130173206328 6.1849307157099238 22.043698852881793 4.1659707576036453 6.8503287136554709 3.4127962291240683 3.3303915429860353 5.8460253886878473 12.628161936998366 109.08807173743844 4.1378163322806358 3.7003403566777706
leaf_count=1186 73 191 422 512 17 20 47 38 18 56 64 43 32 13 55 34 201 102 48 70 99 18 20 15 32 20 66 478 15 29
internal_value=0.000520622 0.000735829 -0.00131899 0.000933829 5.30898e-05 0.00125283 0.000259275 0.00306684 -0.000124381 -0.000443996 -0.000295808 0.000299227 0.000908753 -0.000441085 -0.00166641 -0.000170194 -0.00287034 -0.000323216 -8.01382e-05 -0.000589565 -8.7126e-05 -0.00283112 0.000812244 7.90823e-05 -0.00410564 0.00171709 0.00261283 0.00127569 -0.00150868 -0.00460438
internal_weight=426.217 401.602 35.2967 366.305 97.3978 268.907 85.6364 10.2954 75.341 69.7314 27.4318 24.7704 22.3878 15.0503 12.1347 9.3089 17.9718 7.46709 65.3687 53.5026 47.3176 11.6804 35.6372 28.7869 6.74319 183.271 60.4984 122.772 13.6842 7.83816
internal_count=4034 2848 736 2112 832 1280 481 58 423 405 314 241 198 166 153 98 320 119 349 301 231 65 166 146 47 799 257 542 64 44
is_linear=0
shrinkage=0.00461923


Tree=170
num_leaves=31
num_cat=0
split_feature=16 13 5 3 10 16 6 6 15 10 6 15 12 3 18 7 10 13 0 10 18 19 10 6 9 4 2 9 16 13
split_gain=23.5288 10.1563 6.97539 6.67057 6.98381 7.04686 6.23551 5.51137 6.71794 5.68383 5.89655 4.83891 7.42123 5.15085 5.18648 4.72582 6.01551 7.57738 3.79345 7.75744 3.7786 8.74628 5.85904 3.7237 5.47579 3.8467 3.58989 4.67954 3.99127 4.218
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 66.964115113200009 19.974953289850003 14.955349429350003 16.455384477450004 45.169600924000008 62.025417527550012 16.535386346650004 30.046989284200006 115.02544258150002 86.589859465500012 15.042884401850001 22.356277907050004 71.015621515800021 104.79878638300001 94.165934477050016 72.01572794030001 17.399600107550004 12.851036860900001 81.479100559500012 16.375382608200002 194.04304600165003 248.34582299520005 131.42729508740004 204.99169312540002 22.624947093000003 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 -1 15 4 7 11 -7 8 26 -9 -11 18 -13 14 -14 -3 -17 20 -6 -20 21 22 -18 24 -5 -25 -2 28 -28 -30
right_child=3 2 -4 23 5 6 -8 9 -10 10 -12 12 13 -15 -16 16 17 -19 19 -21 -22 -23 -24 25 -26 -27 27 -29 29 -31
leaf_value=-0.0034091315152205122 0.003301914562133813 -0.0043449231499966875 -0.0021946952725843353 -0.0049162094549101065 0.002829843684780843 0.0016848484552260381 -0.005160759848822972 0.0022182687263659628 -0.001470143989340018 -0.0029383536464900862 0.00077248237918775488 -0.0052367918166359153 -0.0026073800408674646 0.0034154870398332435 0.0013717916518346041 0.0032367734278711704 0.00081839870826168532 -0.0034814561725052344 -0.0033392533908538054 0.0026370978963538099 0.0020633044790049774 -0.0032317253973404804 -0.0035153635033166406 0.00096877318986185619 0.0016144853529321411 -0.00064220149063565451 -2.7999226305060155e-05 0.003219185436202913 -4.2482362909603579e-06 0.0037652261187476259
leaf_weight=18.111056853085756 41.230444498360157 3.3059194730594745 24.824275573715568 4.473281428217887 18.810683570802215 2.727863207459448 5.4420070722699165 19.978000491857529 6.3023654744029036 8.4612006768584269 18.930229239165783 3.6651019677519825 8.7482254840433651 5.8728279173374167 9.1532232351601106 7.9012172296643248 50.605187428183854 8.3337945621460658 5.0249999687075597 7.2382909804582596 12.777599941939114 10.458728499710558 4.6516381260007611 55.477512992918491 2.8833700530230999 31.867863329127431 20.213648244738579 22.519627705216408 6.3982708454132107 11.063255853950976
leaf_count=972 161 63 658 37 59 11 49 59 46 60 71 44 76 16 38 24 289 114 34 22 67 156 119 297 17 258 79 80 25 33
internal_value=0.000430022 -0.000825715 -0.000444883 0.000989359 0.00133994 0.000339851 -0.00287506 0.00176992 0.00223185 0.000719406 -0.000373793 0.000788729 -0.000342152 0.000412418 -0.000572782 -1.79422e-06 0.000149777 -0.000131139 0.00178734 0.000188231 0.000224572 -0.000132947 0.000453573 0.00016835 -0.00235657 0.000381011 0.00246188 0.0018865 0.00108991 0.00238401
internal_weight=457.452 140.969 122.858 316.482 221.78 66.6832 8.16987 155.097 107.728 47.3694 27.3914 58.5134 27.4394 23.7743 17.9014 98.0341 94.7282 86.8269 31.074 12.2633 78.4932 65.7156 55.2568 94.702 7.35665 87.3454 101.425 60.1948 37.6752 17.4615
internal_count=4034 2462 1490 1572 963 349 60 614 424 190 131 289 174 130 114 832 769 745 115 56 631 564 408 609 54 555 378 217 137 58
is_linear=0
shrinkage=0.00369538


Tree=171
num_leaves=31
num_cat=0
split_feature=0 17 8 9 10 9 0 6 15 13 3 15 2 18 16 0 2 7 17 17 10 16 9 9 9 13 3 5 3 10
split_gain=5.411 3.36731 2.70686 3.74589 2.72337 2.31829 4.34857 5.71924 4.61851 2.8758 5.20893 2.76989 6.14202 2.63639 6.49635 4.89661 3.71278 7.41855 3.18243 4.13046 6.63123 3.09478 3.03621 3.38458 2.67296 3.77218 2.65066 2.56029 3.27282 5.60532
threshold=103.33357670195001 241.79519611995002 5.9453602998000008 72.82855515350002 72.378669787950017 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 121.87049551135001 94.421337999450017 35.83914456115 76.243484112200022 13.843998451900001 22.654947022900004 86.692020874450009 108.63443756215001 23.109894804950002 199.03437346465003 195.42788627465004 62.057679025150001 22.584947186600004 196.26893085885004 194.31002311890003 194.82237869650001 117.57433941890001 93.620177476600006 24.279163357700003 89.256809930900019 66.964115113200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 -1 11 7 -7 -9 10 -10 -4 -13 16 15 -15 -8 24 19 21 -21 -19 23 -17 26 -26 -18 28 29 -24
right_child=1 -3 5 -5 -6 6 13 8 9 -11 -12 12 -14 14 -16 22 17 18 -20 20 -22 -23 27 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00096140773595612022 -0.017286799721037346 0.0047374482035301441 0.011809987035562556 -0.017566225028852463 -0.017736133074652452 -0.020532892698903321 0.0084125170319860297 -0.021883317669560719 0.010417507282219468 0.015989213370017956 -0.012103351109918736 -0.016715133654744738 0.006135342324557134 -0.025106065607378276 0.01709288539398399 -0.0017462799376753684 0.003270551533616444 0.012834087271690321 0.017065430136285996 0.0042083785043022376 -0.02155916734166665 0.0020156737454856909 0.014163923428529948 -0.017337330311183348 -0.025476081649972129 -0.0011991300159105913 -0.011882573140504707 0.016929279699270015 -0.0065254119688884886 0.00052417755322791597
leaf_weight=20.571499760262675 7.1534491656348091 2.6552835665643215 13.105666438117622 4.5718503650277844 2.4297069706954053 5.5546759422868517 33.770456913858652 2.5410810727626112 5.4102503657340986 3.3935436084866515 6.0895015057176352 3.9669821411371258 18.985595855861902 2.1890321969985953 6.2375114560127249 13.952085253782572 8.7651889398694056 13.979008182883264 5.6480566412210456 8.4455528482794744 4.1574321985244742 15.616582050919531 9.2164214067161065 5.3824634533375493 4.0651004612445822 3.1836841255426407 5.0902770273387423 2.7631305977702132 15.381878685206173 95.423567086458206
leaf_count=272 864 69 69 454 191 112 171 50 22 12 66 25 79 24 37 150 36 51 18 33 27 64 47 64 33 13 29 7 107 838
internal_value=0.000905136 -0.0113247 0.00125807 -0.00375824 -0.00101369 0.00170094 0.00118107 -0.00577417 -0.00107198 0.00247884 -0.00150804 0.00568392 0.00218601 0.0018124 0.000404803 -0.000316513 0.00387533 0.00165313 0.00529157 0.0037157 -0.00429174 0.00712558 6.53147e-05 -0.00608661 -0.00659578 -0.0148136 -0.00229646 0.00103404 0.000668099 0.00172553
internal_weight=349.697 9.80873 339.888 27.5731 23.0012 312.315 276.256 22.9891 17.4344 14.8933 11.4998 36.0582 22.9526 253.267 150.546 144.309 102.721 68.9509 47.8466 42.1986 12.603 29.5956 142.12 19.3345 21.1043 7.24878 13.8555 122.785 120.022 104.64
internal_count=4034 933 3101 917 463 2184 2011 262 150 100 88 173 104 1749 1274 1237 475 304 193 175 60 115 1213 214 111 46 65 999 992 885
is_linear=0
shrinkage=0.0167019


Tree=172
num_leaves=31
num_cat=0
split_feature=6 16 16 16 0 10 7 16 6 16 15 16 6 3 7 2 13 3 9 2 10 8 16 15 8 6 3 3 10 16
split_gain=4.92318 3.01269 2.15074 3.05927 1.83416 4.56894 3.21906 3.14354 2.86045 3.55061 2.77382 3.13315 2.24553 4.02201 3.21268 3.14384 3.04095 4.26738 3.1991 4.30588 2.43983 4.15849 2.23953 4.00072 2.72601 2.74672 2.63483 2.84077 5.21433 3.45086
threshold=5.1651206822000004 12.644970430600003 9.719977270450002 9.2849782877000013 85.667718326750006 61.87486387225001 19.506002767000002 23.344945409400005 16.545386580300001 22.664946999500003 42.841315546000011 23.314945479550005 14.845346859150002 83.538459487450012 20.873561687950005 253.13454704850002 109.49014582065001 84.812788641250009 202.86075815500001 327.65694121785003 71.015621515800021 7.943800736700001 18.094957686100003 21.092276343250003 8.0437227585500022 13.955326063950002 77.360382703650018 77.69375151185001 76.599549052750021 17.234959697200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 5 7 -7 10 -8 -10 11 -3 13 15 -15 22 17 20 -18 -20 -16 -22 23 24 -6 -26 -25 -28 29 -29
right_child=1 4 -4 -5 12 6 8 -9 9 -11 -12 -13 -14 14 16 -17 18 -19 19 -21 21 -23 -24 26 25 -27 27 28 -30 -31
leaf_value=-0.018430301658191459 -0.018922004609244696 -0.0021721915966577791 -0.015299322679148544 0.017565971725261368 0.01206031993291821 0.020661810486556659 -0.023111066771456724 -0.025098042062306234 -0.020681735124793533 0.012488964752837745 0.012207275121261038 0.023617212526952907 0.003200025195693942 0.012181076793864463 0.0075986994974617545 -0.013487626320304029 0.0081379334783744563 -0.022645737193574305 -0.02178781478490692 0.010490677207593656 0.01096796564682056 -0.022013135594207527 0.0088960994335787608 -0.01786359855916151 -0.015350962605197326 0.0086179969259174843 0.01555481858525333 0.0039929275955065671 -0.018428828131133723 -0.015226527895443117
leaf_weight=4.22524186130613 1.2352227666415259 22.582163669634618 6.0595175931230187 1.883822637144476 14.1065307892859 0.89524524752050538 5.8717162078246457 1.3975265324115742 2.0378425675444305 2.1563234999775887 7.3572554625570765 1.6405992507934559 177.30655050650239 3.0317632802762118 3.5129499994218403 3.9547574417665592 6.5077009946107847 7.3149123424664131 3.7484315596520901 2.089858241379261 1.8232385078445075 3.8883181400597095 16.268797921016812 3.2302120411768547 2.833881424739956 3.4322643429040909 3.1171102449297896 20.193291833624251 5.454648256301879 3.5692479945719233
leaf_count=659 174 428 373 19 99 4 182 16 139 7 30 4 952 26 34 90 22 204 40 17 16 86 74 50 32 13 10 98 84 52
internal_value=0.000899437 0.00114071 -0.00904153 0.00311579 0.0014245 -0.00200256 -0.0120809 0.00134729 -0.014993 -0.00362787 0.00251759 -0.000425484 0.00195214 -9.50597e-05 -0.0054645 0.00215515 -0.00731655 -0.0123677 -0.000549722 -0.0102335 -0.00421735 -0.0114849 0.00301191 0.00130055 0.00766741 -0.00222203 -0.00234663 -0.000796479 -0.00254096 0.00110607
internal_weight=342.727 338.502 9.17856 3.11905 329.323 43.9387 10.9611 32.9775 10.0659 4.19417 31.58 24.2228 285.384 108.078 31.9172 76.1607 28.8854 16.5394 12.346 5.83829 9.22451 5.71156 72.206 55.9372 20.3727 6.26615 35.5645 32.3343 29.2172 23.7625
internal_count=4034 3375 566 193 2809 810 332 478 328 146 462 432 1999 1047 445 602 419 340 79 57 136 102 512 438 144 45 294 244 234 150
is_linear=0
shrinkage=0.0180187


Tree=173
num_leaves=31
num_cat=0
split_feature=13 16 5 2 16 17 6 2 10 7 10 10 3 15 15 9 4 18 13 16 10 5 0 2 16 19 3 0 5 9
split_gain=16.4669 8.10428 7.96067 7.20682 7.53763 6.33133 5.28421 7.68917 4.93365 4.31673 7.76059 4.58367 10.6984 4.16959 4.23047 4.84 4.41117 4.1813 4.58266 5.31447 4.41377 4.97887 4.09579 5.1561 4.15349 4.85356 6.92758 5.89871 3.97828 3.94222
threshold=98.050756475600011 20.404952284350003 23.626838821450004 322.38159739250005 19.974953289850003 162.13109061465002 16.455384477450004 198.51835910855002 61.950140699950005 19.078733418100004 64.730006406800015 70.206395618550019 84.812788641250009 19.763739472850002 24.006097767650004 204.99169312540002 182.86807653835004 17.551307094650003 103.23410375110002 16.414961614700005 72.752365468100024 16.351273197450002 85.995710218650018 131.42729508740004 22.624947093000003 14.451165964200003 92.324340657750014 89.705782438650019 19.749058312400006 227.07958281845004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 6 4 5 -2 22 -8 -9 -7 -11 -12 13 -13 15 -15 -17 18 -16 -20 21 -21 -3 28 25 -25 27 -27 -24 -4
right_child=1 2 29 -5 -6 9 7 8 -10 10 11 12 -14 14 17 16 -18 -19 19 20 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.002659167249561441 -0.0045458946111068682 4.1986747492959593e-05 -0.00070840876440785407 -0.0047749013590464347 -0.0045892665769168735 0.0029889291439151619 0.0010544480660916551 0.0013048158088543769 -0.0060374815534779986 -0.0044820068062866106 0.0015852827725437745 0.0023469432866567142 -0.0037290264004841045 0.00032391524956707965 -0.0030126029523190544 0.00053081672955130211 -0.0045100268596915596 0.004342804800640779 0.003691540085714878 0.0050684798887796513 -0.0032850449680560554 2.2048116541736087e-05 0.00071697551653472256 0.0016647627624556021 0.0028147358985347558 -0.0080553231604790932 0.0023416970024415849 -0.00022782262286167454 0.0040503125822516466 0.0040929622524059472
leaf_weight=26.024386933073401 4.2831228002905837 14.598728172481058 42.028692904859781 5.000101499259471 5.3126760013401499 9.7741935607045871 67.502593785524368 2.252758376300334 4.2853088825941086 5.4260640386492005 39.044586973264813 15.154961219057439 11.243661198765038 15.920574081130328 5.5957479868084183 4.0368639826774588 9.1477346792817098 4.7681377641856661 8.441328112035988 3.7247733473777833 5.1910960525274268 20.595953337848186 7.0378153249621382 24.408353395760059 25.531407497823238 3.2415059953927976 4.2638165876269341 2.9824562892317772 32.237626440823078 2.9528550058603278
leaf_count=1186 174 65 334 107 49 79 252 8 45 224 192 64 255 91 72 34 102 20 24 8 65 169 32 91 95 27 13 15 134 8
internal_value=0.000438222 0.00063677 0.00112496 -2.29434e-05 0.000118772 0.000272837 0.00148755 0.000651601 -0.00350762 0.000403411 0.000232994 0.000412071 -2.91461e-05 0.000420211 4.30639e-05 -0.00116669 -0.00296662 0.000771796 0.000380809 0.000881127 7.72591e-05 0.00079492 0.00202905 0.00231999 0.00158358 0.000682822 -0.00160246 -0.00430447 0.00345301 -0.000393218
internal_weight=432.01 405.985 233.324 172.662 167.661 162.349 188.342 74.0407 6.53807 158.066 148.291 142.865 103.821 92.5772 77.4222 29.1052 13.1846 48.317 43.5489 37.9532 29.5118 24.3207 114.302 99.703 60.4275 34.8961 10.4878 6.22396 39.2754 44.9815
internal_count=4034 2848 1119 1729 1622 1573 777 305 53 1399 1320 1096 904 649 585 227 136 358 338 266 242 177 472 407 241 146 55 42 166 342
is_linear=0
shrinkage=0.00401672


Tree=174
num_leaves=31
num_cat=0
split_feature=13 17 6 15 2 10 2 16 2 16 2 4 4 5 16 13 16 16 17 2 6 8 5 19 5 3 7 0 9 7
split_gain=4.61511 2.54196 2.1936 1.6659 2.26426 2.45778 2.59565 2.08 3.90754 4.05752 2.88683 2.4294 3.58274 3.67771 2.71179 3.75958 3.17992 2.59232 3.86782 2.38019 2.13936 2.02777 4.19684 2.75869 3.43766 6.33708 3.46862 2.75395 2.73732 3.72736
threshold=92.38617519475001 159.58247398035004 5.1651206822000004 46.683480308100009 258.06114663960005 61.982402197500001 294.37797911680008 20.404952284350003 322.38159739250005 19.974953289850003 310.17567643235003 309.28270023145006 313.22340827140005 23.195398057700004 20.664951676350004 113.97180552410002 20.844951255400005 22.494947397000004 199.59317753375004 139.52793115400002 17.985420226450003 8.8430989333000021 23.455765688150006 14.451165964200003 21.850554661550003 93.620177476600006 22.792619241600004 87.170566421650008 187.94830913940004 22.792619241600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 8 9 -4 11 14 -13 -14 -9 16 -16 18 19 20 -17 23 -23 24 25 26 -19 -28 -25 -30
right_child=1 2 3 4 5 6 -8 10 -10 -11 -12 12 13 -15 15 17 -18 21 -20 -21 -22 22 -24 28 -26 -27 27 -29 29 -31
leaf_value=-0.019467031706153826 -0.021624295625391803 -0.019974028556683204 0.0010073200800221084 -0.017257002164673182 0.011865127598759559 0.01034875170993307 -0.022865211218309707 0.014150272379568314 -0.02147415160699816 -0.018059878466622117 0.015140650983177007 -0.020196663341467046 -0.010090405034366211 0.011555017519468545 0.001711885791713133 0.019101818697130554 -0.022708392568661626 0.0099060969563516642 -0.0051897318100338338 -0.00061830916250508387 0.0029685120804048273 -0.025018036384215386 0.0025335521425272679 0.012995025064055976 0.003993760134165367 -0.027445517239357051 -0.015471717639301108 0.0030337118109950243 -0.011846955292571978 0.006441203642088918
leaf_weight=4.062295992858707 1.8024827893823374 1.7867526907939453 136.59316114056855 4.1025286903604847 3.6326440740376711 1.3965076212771239 2.3247063271701336 8.1114373272284848 3.0860110204666844 4.2674631895497432 7.0638612657785407 4.0661425385624161 5.7854801937937719 5.8569377548992634 4.0546679534018031 13.761286897584805 3.8587283045053482 6.9637275636196199 5.8512924686074248 4.1865406576544038 3.914518177509307 3.0448079369962198 6.2743276543915272 15.853348821401594 35.205811556428671 4.0483666956424704 6.6420686617493612 5.410925880074501 5.1379137858748463 21.110816940665245
leaf_count=797 145 178 1643 67 18 10 41 49 109 49 53 69 36 24 19 94 26 31 30 26 19 29 42 68 154 30 33 23 29 93
internal_value=0.000933912 0.00118115 0.00130445 0.0014191 -0.00579575 0.000598189 -0.0104006 0.00167728 -3.99197e-05 0.000429667 0.00308013 0.00257644 -0.0046359 0.000798733 0.00331485 0.00271004 -0.0101959 0.00345332 0.00871523 0.0124368 0.0155289 0.0021239 -0.00646828 0.00292164 0.000208138 -0.00557011 -0.000913178 -0.00716411 0.00667723 0.00286149
internal_weight=339.258 335.195 333.393 331.606 11.4564 7.35386 3.72121 320.15 143.947 140.861 176.203 169.139 15.7086 11.6424 153.431 145.319 7.9134 137.406 27.7136 21.8623 17.6758 109.692 9.31914 100.373 58.2709 23.0651 19.0167 12.053 42.1021 26.2487
internal_count=4034 3237 3092 2914 136 69 51 2778 1801 1692 977 924 129 60 795 746 45 701 169 139 113 532 71 461 271 117 87 56 190 122
is_linear=0
shrinkage=0.0192558


Tree=175
num_leaves=31
num_cat=0
split_feature=13 17 16 15 3 16 7 18 17 17 0 9 9 9 5 15 6 2 6 0 10 12 8 16 13 4 13 7 9 17
split_gain=4.13594 2.25894 1.66165 3.04931 2.53956 2.20176 1.99894 6.26284 4.38768 2.07197 2.74009 1.964 1.92947 3.41153 2.14165 2.6604 2.62475 3.6102 2.8096 4.39768 2.88956 2.45223 2.21985 3.80648 3.88287 3.43113 2.85111 2.99053 2.71134 3.34076
threshold=92.38617519475001 159.58247398035004 18.684956306450005 34.040719645900005 103.00289635185001 18.734956189500004 25.297859295400006 14.493864790000002 202.58869561095003 205.83789591070004 91.066142252700018 210.33238511570002 226.28914430085004 219.59809404590001 23.545618314050007 42.713473568600008 16.455384477450004 198.51835910855002 16.425383776450001 85.764502819450016 62.025417527550012 241.11057232950003 8.4434108459500017 22.794946695500006 117.62810858150002 377.6847677435 121.87049551135001 23.165384528550003 201.14010537530001 200.26331585350002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 -3 -4 7 12 -9 -10 -11 -8 13 14 15 16 18 -18 19 -7 -20 -19 23 24 25 -16 27 -24 -29 -30
right_child=1 2 5 -5 -6 6 11 8 9 10 -12 -13 -14 -15 22 -17 17 21 20 -21 -22 -23 26 -25 -26 -27 -28 28 29 -31
leaf_value=-0.017339055142233929 -0.019101062429487121 5.6490137297716622e-05 0.013121952552366156 -0.022187995930436591 -0.017867202911855336 -0.017142087314785306 0.015271890392486533 -0.023196486667655034 0.0068888607275650821 0.0035875414127160546 -0.020507872142268076 0.0029323203315404062 0.014585964032293031 -0.01542640337917075 0.0075149378366055567 0.011406288334328225 0.00078649607714715002 -0.029404873722136071 0.00015411420151088673 0.0035969516712179221 0.014918818935982812 -0.0045117370252480433 -0.019457404347028674 0.021074977039244425 -0.012182849691525239 -0.014046224661180931 0.011945568337413422 0.011987816399193338 -0.0206941997036321 0.0050583123362681632
leaf_weight=3.6792929721996179 1.6454753600992251 91.250275560421869 4.9948026873171321 1.9326312807388593 2.3911156547255805 3.1637744829058638 5.9190980661660459 4.813227040693163 3.7344128526747209 2.5393450036644936 3.0764341093599796 10.629286222159861 3.4936992004513732 3.3638384845107785 13.052029495127504 10.239410389214752 50.553390938788652 1.9844272360205639 5.7157691270113018 63.562817007303238 12.346356913447378 2.8298211507499218 5.2997828023508182 2.6773683726787558 6.1444072220474473 2.6106208786368361 2.1443925723433486 2.5021039918065053 3.3494078125804663 2.6671655755490065
leaf_count=797 145 1263 28 90 236 25 21 75 21 19 29 61 14 24 86 44 228 15 26 325 95 30 73 7 110 60 8 9 53 17
internal_value=0.000763234 0.00096468 0.00106504 -0.000841746 -0.000401188 0.00184582 0.00159924 0.00115037 -0.00987793 -0.00302189 -0.0096124 0.00734599 0.00194045 0.00171296 0.00201506 0.00295824 0.00234105 -0.000566381 0.00423963 0.00261363 0.0102465 -0.0147727 -0.00149197 0.0017556 -0.00061634 0.00392116 -0.00647323 -0.00933152 -0.00303183 -0.00927803
internal_weight=334.306 330.627 328.981 95.574 93.6414 233.407 228.412 211.864 14.1634 9.35019 5.61578 16.5484 197.701 194.207 190.843 150.396 140.156 55.3676 84.7887 66.7266 18.0621 4.81425 40.4473 24.4844 21.8071 15.6627 15.9629 13.8185 8.51868 6.01657
internal_count=4034 3237 3092 1589 1499 1503 1475 1393 144 69 48 82 1249 1235 1211 788 744 273 471 350 121 45 423 263 256 146 160 152 79 70
is_linear=0
shrinkage=0.0171685


Tree=176
num_leaves=31
num_cat=0
split_feature=16 13 3 6 7 15 14 5 12 6 15 6 6 13 16 0 17 17 6 9 8 5 19 6 19 16 6 2 18 17
split_gain=16.5705 7.16199 6.48428 6.05323 5.53155 4.88002 6.66661 5.82423 8.12737 4.79238 5.06419 7.22329 4.30378 3.82446 4.23877 7.89009 6.45294 4.30468 3.89932 3.50276 3.77629 3.48483 7.97214 8.39373 5.12351 7.43872 3.42401 3.40089 3.44779 4.90103
threshold=18.594956516900002 95.862351557400004 93.499196860750018 15.255356438950001 22.356277907050004 30.046989284200006 216.04581652670001 20.016397659050003 368.00406080990007 16.455384477450004 36.548474543700003 16.565387047600002 16.705390318750002 116.60649449195002 22.704946905950003 85.667718326750006 193.31651039250002 192.20712075930001 16.405383309150004 187.11236276785004 8.543332867800002 13.812766882300002 13.051052998800001 13.65531905435 11.850956171350001 14.464966174600002 9.8852309668500009 237.82463207520001 17.399600107550004 205.32027903760002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -3 -2 -7 -8 -9 -5 11 -11 -13 -4 15 -15 17 18 -17 -20 -21 27 23 24 25 -23 -24 28 29 -6
right_child=2 4 13 9 21 6 7 8 -10 10 -12 12 -14 14 -16 16 -18 -19 19 20 -22 22 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034321475528437083 0.0015586123815081853 -0.0024354275197108126 0.0022930791103914243 0.0022892072515054351 0.0014156109973791954 -0.0034980882530010727 0.0016837721406509608 -0.005062131647365427 0.0027366903611737259 -0.0043052822650091124 0.0018091550305153574 0.0027389384525622444 -0.001829147264386932 -0.003496950234294003 0.0010480182156386193 -0.0027863489762331118 -0.0045710063390921266 0.0035373315912927586 0.0025533228633720052 -0.0028582551282697851 0.0011792188364857484 -0.002858173236700848 0.0047046834415153766 0.0011349263964044922 -0.0039130282294613499 0.0041137187513998865 -0.004410310516772595 -0.0031863813662045964 0.0037561886130199782 -0.0047650923568995553
leaf_weight=13.708644532598553 27.944455556571484 17.782624673098326 10.715462118387221 96.188244879245758 15.03232478071005 9.3254328146576864 17.609463669359688 5.6761933118104917 3.2585780248045921 6.1668946295976665 29.090109623968601 7.7490274831652624 5.4369738847017288 13.178133620880542 27.567951891571283 6.4441792815923717 4.2742859106510869 6.1705763116478911 9.2941131442785281 6.2345051802694789 8.4571784585714322 5.6885755620896834 0.6857820674777021 37.612814642488956 10.515429815277455 4.0651033520698547 9.2521232897415739 2.5615491457283488 7.7543536722660056 2.2903987765312186
leaf_count=972 115 549 63 407 128 92 68 63 19 51 97 25 26 220 139 40 39 16 27 34 31 107 3 196 140 9 224 64 32 38
internal_value=0.000447281 -0.00074519 0.000950582 0.00133522 -0.000419915 0.000325442 -0.000635266 0.000370491 -0.00221784 0.00178075 0.000771161 -0.000789088 0.000855383 8.2282e-05 -0.000207959 -0.000848529 5.32806e-06 0.000539762 -6.80843e-05 0.000662222 -0.000534108 -4.44516e-05 -0.000524537 3.46284e-05 -0.00200716 4.75469e-05 -0.00378131 0.00113358 0.00157486 0.000598403
internal_weight=427.731 126.95 300.782 208.445 113.241 63.8141 35.8697 26.5442 8.93477 144.631 48.443 19.3529 13.186 92.3364 81.6209 54.053 40.8748 36.6006 30.43 23.9858 14.6917 95.4585 67.8198 57.8819 20.2691 9.75368 9.93791 27.6386 25.0771 17.3227
internal_count=4034 2462 1572 963 1490 357 242 150 82 606 199 102 51 609 546 407 187 148 132 92 65 941 679 452 256 116 227 262 198 166
is_linear=0
shrinkage=0.003936


Tree=177
num_leaves=31
num_cat=0
split_feature=6 16 16 16 3 16 7 0 16 0 5 6 7 17 5 8 6 3 10 8 2 4 18 13 2 19 17 2 2 5
split_gain=4.06535 2.58536 2.8574 2.64353 1.58913 2.41786 1.98256 2.57267 7.97713 2.89457 2.57211 2.51046 2.41964 3.43546 3.10194 3.4136 1.88726 3.31243 2.72303 2.5303 4.26257 2.42653 3.82238 3.08552 2.39044 1.86955 2.48686 7.54482 7.4546 3.43805
threshold=5.1651206822000004 12.604970524100002 9.719977270450002 9.2849782877000013 108.47659710545001 21.094950670800003 19.078733418100004 85.667718326750006 22.704946905950003 85.121961326250016 21.043187000650004 14.665342653400002 20.873561687950005 177.64087306825002 27.179953022650004 8.543332867800002 14.845346859150002 83.538459487450012 71.015621515800021 7.943800736700001 94.469527609150006 278.29044475435006 14.586813620750002 109.96062599345002 253.13454704850002 14.651182102100002 201.53484968420003 229.44804549725004 174.09315058345001 20.016397659050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 -6 -3 8 10 12 -8 -12 -10 -14 15 -15 17 24 21 20 -20 -19 -23 -24 -9 26 -18 28 29 -28
right_child=1 4 -4 -5 5 -7 7 16 9 -11 11 -13 13 14 -16 -17 25 18 19 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.020063561353841738 -0.020626725927140894 0.011742718483752884 -0.021121387475622228 0.018934304664207039 -0.021009150481980519 0.017744309157548026 0.0075740113865542091 0.0027779320305902837 0.012196771060184982 0.016650564207487912 0.023746849371654624 -0.022143477897368227 -0.030168747534359181 0.003735079850211551 0.016608199258983918 -0.027358153791895268 0.0036960685059882828 0.0019812065568807387 0.028634353890605514 -0.022818106051283409 -0.021337768407531543 -0.036809697247346181 -0.021685512641841275 0.011595518965435356 -0.013362768178178415 0.011521190087356418 -0.012605116449279558 0.010973221713285023 -0.033188708299356953 0.008200492898265228
leaf_weight=3.5517907245084634 1.0281014062929892 7.1446981197223058 4.1567811476998031 1.7946339030750094 2.6500422679819162 0.81451371312141407 1.4887453876435781 72.698980343528092 4.0202160850167301 4.9970814809203139 0.48343517724424501 10.085274891462175 1.8388040512800206 3.3858909793198091 2.7610517926514149 2.2908810619264841 136.9637951515615 15.923607483506208 1.1689618229866012 5.6085418625734746 1.5187925370410083 1.7858306989073742 1.8883334109559653 2.5122173950076103 3.7331310152076176 9.6993037834763509 6.7636683080345446 9.6189251970499736 4.3082866035401812 5.6336659919470549
leaf_count=659 174 61 359 19 183 3 8 525 17 19 2 428 19 14 14 43 711 102 2 173 48 25 77 18 90 40 56 67 49 29
internal_value=0.000869789 0.00109594 -0.0107491 0.00452532 0.00135286 -0.0118983 0.00149708 0.00126184 -0.00408197 0.00376242 -0.0166343 -0.0200444 -0.000742287 -0.00580405 -0.000494393 -0.0088127 0.00186055 -0.00019516 -0.00568693 -0.0152974 0.000396176 -0.00208082 -0.0125364 -0.0026858 0.00198958 0.00313017 0.00263175 -0.0029058 -0.0108972 -0.00315052
internal_weight=332.318 328.766 6.97952 2.82274 321.787 3.46456 318.322 311.177 31.3514 19.2939 12.0575 10.5687 14.2968 10.2766 8.43782 5.67677 279.826 106.838 30.4063 8.2963 2.68775 22.11 6.18638 4.40055 76.4321 172.988 163.288 26.3245 16.7056 12.3973
internal_count=4034 3375 552 193 2823 186 2637 2576 564 126 438 430 107 90 71 57 2012 1060 445 223 50 222 120 95 615 952 912 201 134 85
is_linear=0
shrinkage=0.0196719


Tree=178
num_leaves=31
num_cat=0
split_feature=6 16 16 16 10 8 8 6 16 3 12 15 0 2 2 8 15 15 19 6 6 13 5 5 18 18 2 12 2 6
split_gain=3.64181 2.27729 2.57834 2.33956 1.76106 1.73732 4.19286 4.4362 2.28272 2.8016 3.32981 2.67517 4.8792 2.62557 3.09212 2.87702 2.31563 2.49536 2.29436 2.2524 5.3688 2.3427 3.61458 2.88059 4.50169 5.88472 4.46581 3.22753 3.07444 2.47684
threshold=5.1651206822000004 12.604970524100002 9.719977270450002 9.2849782877000013 54.879495816850003 8.8430989333000021 9.3427090425500019 16.645388916850006 22.724946859200003 94.421337999450017 124.92778561480002 43.890399822900008 85.791387400750025 60.327272492300004 49.864842700850012 8.7431769115000026 42.713473568600008 42.246988155050012 14.451165964200003 16.455384477450004 16.395383075500003 117.64961624655002 21.850554661550003 20.971847224900007 13.154691941050002 13.327513832500001 189.95856246190002 246.36519872610003 204.67136036115002 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 8 7 -7 11 -10 -11 13 -13 14 -6 16 17 19 -14 20 21 22 23 27 -25 -26 -27 28 29 -15
right_child=1 4 -4 -5 5 6 -8 -9 9 10 -12 12 18 15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.02304069986826936 -0.023640888242701597 -0.024086118427444195 -0.024171818270291204 0.021059531959955941 0.0070349907228113209 -0.0053532335050321487 0.0037438145185723507 -0.037242788887912763 0.021280280260428139 0.017235821835462215 -0.016776040801805517 -0.029216135662523981 -0.0073474217114044404 -0.00049117261048116649 -0.019844512059517285 0.014583768465613319 0.014248876814286311 -0.019111620335127335 0.0081832133465490377 -0.0025206448936382028 0.013729722528371237 -0.020331130299692815 0.011773250546993132 -0.040758971704185992 0.020343319779419347 -0.043031449764627125 -0.0021249624556718741 -0.012483360320340796 0.018920094066375435 0.0065807595215180113
leaf_weight=3.219253104645758 0.93358705635182504 1.380405117990448 3.7799847836140543 1.6768123074434695 3.5551157593727094 7.3773375973105448 14.430501773953436 3.2048986963927746 6.8189706653356534 2.9058649241924286 2.9925446063280106 3.7794086891226497 12.349966503679754 74.212854988407344 5.7167670112103224 10.057596702128647 7.921605239622294 2.8852842375636092 8.046137370169161 43.940443809144199 21.774525035172701 2.4253045581281176 17.495310748461634 2.0152098126709452 3.384176626801489 2.1567245153710246 3.7325417450629175 7.5816791281104079 5.7295024213381103 38.537246230989695
leaf_count=659 174 120 359 19 18 51 109 39 26 11 29 104 85 676 69 39 45 18 43 481 141 18 190 17 12 18 54 138 58 214
internal_value=0.000911051 0.00114992 -0.0122257 0.00507281 0.00142006 0.00153183 -0.00419094 -0.0150112 0.0020254 0.0114011 -2.0019e-05 0.00159541 -0.00559727 0.00228238 -0.00953811 0.00273183 0.00222197 0.00180017 -0.00122068 0.00207075 0.00319755 0.00173934 0.00208503 0.000850965 -0.0101014 -0.00343919 -0.0171054 0.00183174 0.00274778 0.00192597
internal_weight=326.018 322.798 6.39038 2.6104 316.408 315.028 25.0127 10.5822 290.015 12.7174 5.89841 277.297 24.1755 253.122 9.27188 243.85 233.792 225.871 20.3961 222.986 179.045 157.271 154.845 137.35 11.2887 9.27344 5.88927 126.061 118.48 112.75
internal_count=4034 3375 552 193 2823 2703 199 90 2504 66 40 2438 232 2206 87 2119 2080 2035 128 2017 1536 1395 1377 1187 101 84 72 1086 948 890
is_linear=0
shrinkage=0.0226314


Tree=179
num_leaves=31
num_cat=0
split_feature=13 16 3 2 16 17 8 10 6 19 18 19 3 17 4 14 5 9 6 9 0 10 13 5 2 0 16 16 6 0
split_gain=13.3776 5.73737 5.95501 5.37101 5.39291 5.01049 4.75949 3.60487 2.9902 3.15298 2.97752 2.96861 4.66477 7.94852 3.15586 6.45445 3.16602 3.08284 2.90826 6.45534 2.78617 7.67182 6.50738 4.1916 3.80651 4.2287 3.70707 4.3418 5.56637 3.26744
threshold=98.050756475600011 20.404952284350003 93.499196860750018 322.38159739250005 19.974953289850003 162.13109061465002 8.9430209551500024 62.837331883000012 13.200308423050002 12.551012654050002 13.659439901750002 11.850956171350001 81.105404879350019 236.15709471040003 181.80369070585002 171.16849715720005 16.632399885950004 210.14471305145003 16.375382608200002 193.42660545270004 96.682331287150021 70.206395618550019 105.33378955095002 18.160071980500003 41.467794892200004 94.625660817400004 18.684956306450005 19.199955102150003 15.035351298550003 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=8 3 6 4 5 -2 -3 10 9 -1 18 17 13 14 15 -13 -16 -7 19 -4 21 22 -14 -24 -23 -26 29 -28 -29 -25
right_child=1 2 7 -5 -6 11 -8 -9 -10 -11 -12 12 20 -15 16 -17 -18 -19 -20 -21 -22 24 23 26 25 -27 27 28 -30 -31
leaf_value=-0.0039063786898160431 -0.0041484779022950505 0.0015681883356421181 -0.0058890924593919649 -0.0042646444436057335 -0.0037206230092656479 0.0025772650102333858 -0.0013242555511817123 0.0040674095407186349 0.00067573004269666081 -0.00034279861984979818 -0.0034117875679841926 -0.0044699004698933315 -0.0053715607146857828 0.0029808425184166785 -0.0044935327902934797 0.0034025348764571382 -5.4563312255911787e-05 -0.001423734098536469 0.0003503605398578936 0.0018975999471024236 0.0013044078199144376 0.004579568478765856 0.0029483968002522176 -0.0039833489094957854 -0.0046129744506001576 -0.0010214294593147587 0.0033754963929907441 -0.0038220019673387015 0.0017930695534112025 0.00028832868907172808
leaf_weight=13.97991762310267 3.5144192269071928 134.0693299844861 3.2616882082074872 3.9651109371334305 4.9032858833670607 13.895318716764452 8.3899963274598104 3.1126441806554785 3.6150277694687238 4.5733379293233147 3.4361666552722445 2.6512817256152692 2.1563122281804672 4.6893285661935797 9.8425735319033247 3.1782631408423185 2.8833664469420901 3.3095237147063008 69.03394603356719 2.7016564235091209 37.721555106341839 1.3063607215881372 13.925934772938488 3.9391706921160239 6.1431529531255391 17.545025615021586 8.8450545482337493 3.737904064357279 7.1137569537386298 6.7338371872901917
leaf_count=1046 174 594 30 107 49 88 39 8 53 87 50 44 31 22 164 12 26 17 381 17 168 3 45 207 166 246 34 29 52 45
internal_value=0.000390386 0.000552015 0.000938269 1.79242e-05 0.000125374 0.000248523 0.00139784 0.000135408 -0.00242399 -0.00302796 -2.06343e-05 0.000351805 0.000162645 -0.00135273 -0.00244791 -0.000177855 -0.00348778 0.00180763 0.000134739 -0.00236138 0.000485308 5.2849e-05 0.000948346 0.001256 -0.00161142 -0.00195284 0.000479955 0.00143809 -0.000141067 -0.00128825
internal_weight=408.174 386.006 224.005 162.001 158.035 153.132 142.459 81.5461 22.1683 18.5533 78.4335 149.618 132.413 23.2448 18.5555 5.82954 12.7259 17.2048 74.9973 5.96334 109.168 71.4465 46.452 44.2957 24.9945 23.6882 30.3697 19.6967 10.8517 10.673
internal_count=4034 2848 1119 1729 1622 1573 633 486 1186 1133 478 1399 1294 268 246 56 190 105 428 47 1026 858 443 412 415 412 367 115 81 252
is_linear=0
shrinkage=0.0037255


Tree=180
num_leaves=31
num_cat=0
split_feature=13 9 0 10 10 0 0 5 0 18 10 7 15 9 16 15 3 13 0 3 16 19 15 16 7 16 16 10 8 2
split_gain=8.90024 4.81434 3.61678 5.03177 4.10341 4.63654 4.3529 5.61618 5.25583 4.70559 3.67469 3.64306 3.53833 5.32227 3.45598 3.3173 3.24009 3.35249 2.95132 7.69325 5.25234 3.82539 2.86438 3.49812 3.28941 3.88245 4.35971 3.91449 3.19122 3.15647
threshold=98.050756475600011 38.295222230400007 85.667718326750006 61.87486387225001 66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 91.394134144600017 13.927976454650002 65.687097501250022 19.506002767000002 33.005488016050009 47.291708985050008 23.344945409400005 46.683480308100009 108.47659710545001 120.87576600310001 94.047642319350018 84.812788641250009 19.199955102150003 12.851036860900001 19.763739472850002 18.764956119400004 28.8637720374 15.584963555600002 15.404963976500001 71.015621515800021 8.2435668022500028 82.82761181390002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 5 10 8 9 12 -8 15 -5 13 -6 16 -4 -3 -18 20 22 -11 -21 -20 24 25 26 -24 -27 29 -29
right_child=1 2 4 11 6 -7 7 -9 -10 18 -12 -13 -14 -15 -16 -17 17 -19 19 21 -22 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0036202176145472532 -0.0079116356059907612 0.0014884204740901693 0.0017813474843537745 0.0070512582798786068 0.0061220996789072063 0.0054379503841243898 0.0050403044445793861 -0.0076898333933644158 -0.0089900492418176457 0.0058405318248315238 -0.0039315110529405447 -0.0050056890083936779 0.0054954284415503589 -0.0083317323778333216 -0.0085816643034249025 -0.0021999504183271988 -0.0066055525751374028 0.0061443302087027286 0.0029970149392975335 0.0057677149843070839 -0.00048721879136756163 -0.0070012962016566408 -0.0013181273176448957 0.002784075021571976 0.0061980753271091973 0.0039607767332595703 0.0033397844879531156 0.0027395747223705785 -0.0074011173926351644 -0.0036159661477148716
leaf_weight=17.734116482548416 2.3254830553196362 31.427768184803426 151.12709779664874 0.99940615706145663 1.3929571155458669 11.28635263070464 8.8855851199477893 2.9272137051448217 3.9327980866655707 9.4754396947100776 4.5632210522890082 11.381288692820815 2.5198149383068085 2.8343604793772101 1.5013321004807938 8.0827572122216207 3.6383468150161198 0.9543741364032029 14.723902210593222 0.97335132863372376 9.7647441532462818 7.3935390720143914 18.387385897338394 13.993331860750912 2.5056239180266848 2.8863518889993456 12.290872648358343 3.7135363295674386 5.7820891458541146 12.534551125019787
leaf_count=1186 73 289 670 4 13 53 39 66 47 41 27 334 9 47 16 77 172 14 70 8 49 156 124 52 17 26 46 25 102 182
internal_value=0.000568396 0.000772351 0.000828156 -0.000685329 0.00107025 0.00168436 0.000285059 0.000599073 -0.0034266 0.00079584 0.00142568 -0.00403242 -0.000183759 -0.003569 0.000419076 0.00157923 0.000794227 -0.00395611 0.000466238 2.90506e-05 0.00262908 -0.00551583 0.000563428 6.64101e-05 -0.000588132 -0.000893983 0.000548009 -0.00266942 -0.0035381 -0.00216339
internal_weight=381.939 364.205 361.879 49.9025 311.977 175.059 136.917 126.238 10.6799 123.31 163.773 12.3807 6.74713 4.22732 37.5218 159.21 36.0205 4.59272 114.425 95.1845 19.2402 8.36689 86.8176 72.0937 58.1004 55.5948 30.6783 24.9165 22.0302 16.2481
internal_count=4034 2848 2775 829 1946 827 1119 1003 116 937 774 338 69 60 491 747 475 186 898 808 90 164 644 574 522 505 170 335 309 207
is_linear=0
shrinkage=0.00605478


Tree=181
num_leaves=31
num_cat=0
split_feature=0 8 9 17 0 3 15 16 19 3 6 10 16 0 13 2 15 5 0 10 15 5 6 15 19 16 16 7 14 10
split_gain=8.55663 4.94517 4.25419 3.36774 3.30565 6.77793 5.32802 4.33059 7.31041 4.02293 5.35655 3.4261 11.0562 3.84243 4.01008 4.14996 3.57149 4.83653 4.51898 3.21977 3.18043 3.08236 2.99697 2.9071 7.22276 2.69653 4.65209 4.96316 4.4716 5.56908
threshold=103.33357670195001 5.9453602998000008 72.82855515350002 241.79519611995002 94.047642319350018 84.812788641250009 28.862433654350003 19.199955102150003 13.751109481500002 93.499196860750018 17.095399431250005 66.964115113200009 19.974953289850003 90.407470010750018 113.97180552410002 123.74733359145002 37.050691080100002 20.204934414350003 86.83719761350001 72.378669787950017 33.593648142250011 20.971847224900007 16.455384477450004 45.169600924000008 14.451165964200003 18.764956119400004 15.584963555600002 28.8637720374 231.12292494700003 71.015621515800021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 19 -2 7 25 -7 -3 -9 10 11 13 -13 14 -10 22 17 -17 -19 -1 -11 -22 -16 -18 -25 26 -6 28 29 -28
right_child=3 4 -4 -5 5 6 -8 8 9 20 -12 12 -14 -15 15 16 23 18 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00027580847729946026 -0.0065238648896418869 0.0043905017393984511 -0.0066224013291282932 0.0013326051893590468 0.0012779849053239198 0.00065144740019764031 -0.0086239001970177011 -0.0074271286716221544 -0.0025769740144244509 0.0042942451452980873 -0.0042769410455869477 0.0042652347378359613 -0.0082585961339918888 0.0056219694366404713 0.0056407705100860349 0.0026433882401010558 0.0027636149575383747 0.00094666019690836331 -0.0090017002929257354 -0.0066784136491183583 -0.005469628260199544 5.5114100600226149e-05 0.0014604706664801161 -0.0094710092207112191 0.00313140600966155 0.0029811817559465665 0.0083842141741588983 0.0068327953418936454 -0.0060217888851113273 -0.002191912673779895
leaf_weight=21.847330852411694 8.9506336795166117 17.343573117628694 5.5052573084831229 2.7944624996744087 47.457241194322705 4.0788698345422727 5.9336178032681346 3.8135041072964659 6.792283058166503 6.4713757298886767 5.2462492212653151 6.3616113662719709 4.8480967432260513 13.34808751568198 20.926679771393541 6.4432477504014951 51.985097162425518 3.0938046723604202 4.2036807090044022 2.9494159603491417 4.2064233198761931 62.603289081715047 9.8421583250164968 2.7499825954437247 5.0067622177302837 15.104764919728039 2.2741538882255616 2.3085482716560355 9.8852812778204662 13.357848327606915
leaf_count=272 864 114 454 69 323 21 168 29 33 27 26 21 50 56 119 27 204 11 42 191 25 394 39 31 27 55 4 13 179 146
internal_value=0.000594312 0.000762758 -0.00165434 -0.00465461 0.000980946 3.18768e-05 -0.00484533 0.00138593 0.00114683 0.00129953 0.0019172 0.00215685 -0.00115121 0.00245495 0.00207426 0.0023773 0.00157072 -0.0013012 -0.00478404 -0.000551352 0.00011234 -0.000292731 0.0043036 0.00223127 -0.0013365 0.000572137 8.8787e-05 -0.0019394 -0.00273302 -0.000653291
internal_weight=377.733 365.988 30.302 11.7451 335.686 100.4 10.0125 235.286 217.942 214.129 140.848 135.601 11.2097 124.392 111.044 104.251 73.4826 13.7407 7.29749 24.7967 73.2811 66.8097 30.7688 59.7418 7.75674 90.3878 75.2831 27.8258 25.5173 15.632
internal_count=4034 3101 917 933 2184 909 189 1275 1161 1132 686 660 71 589 533 500 342 80 53 463 446 419 158 262 58 720 665 342 329 150
is_linear=0
shrinkage=0.00624749


Tree=182
num_leaves=31
num_cat=0
split_feature=0 17 6 9 9 0 16 5 3 7 7 8 6 4 5 10 17 0 13 19 17 10 16 17 16 10 5 10 10 0
split_gain=3.8415 3.13926 2.05198 1.96703 3.50571 3.43528 4.80679 2.61706 3.3714 2.40272 4.28676 2.81386 3.75267 2.37195 2.56169 3.37661 3.39739 2.09228 4.12139 3.3075 2.21448 2.06893 5.00345 5.03754 4.74081 3.30449 2.62361 2.34111 4.29571 3.31634
threshold=103.33357670195001 241.79519611995002 8.2451926476000015 181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 20.861906850000004 21.844899366700002 5.9453602998000008 16.995397094750004 377.6847677435 29.026000224750003 64.307918480350011 171.92791459955001 95.469836670350006 117.60660091645001 12.651020723000002 190.25644477395002 64.407391431150018 20.894951138500005 199.59317753375004 22.494947397000004 62.837331883000012 21.500664456800006 66.964115113200009 66.351146659450009 91.937202686950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 9 -5 6 -6 8 -8 11 -11 12 13 14 15 -1 -17 18 20 -19 -12 24 27 -24 26 -26 -7 28 -23 -29
right_child=1 2 -4 4 5 21 7 -9 -10 10 17 -13 -14 -15 -16 16 -18 19 -20 -21 -22 22 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.015009686189979096 -0.017774752033861446 -0.010578864731425199 0.02029299616812839 0.0078580806588646954 -0.020441693113341614 0.017029121182336193 0.0031706859026985061 0.011087420381591806 -0.015715834923500861 -0.022880364913624433 -0.024655984634802078 0.019564945820045934 -0.01873244761370594 -0.018967338303987998 0.014659306272160215 -0.010489296403255632 0.020538448854581018 -0.018245541023155863 0.010868195167752486 0.015718921465732304 -0.0018996947307925922 -0.0020526697146694803 0.0011051973220824994 -0.027989433537480474 0.00096283483871097597 0.014620067922593873 0.003037610269853178 -0.013608203800184777 0.016509002423615315 0.0007378285767690294
leaf_weight=3.0877284468151682 5.7331915567629022 1.2458969536237421 1.2953745569102464 24.102743530645967 4.97774330666289 10.457801207900049 6.2936644507572037 3.9222434908151618 5.0050791408866644 4.044636067235845 3.3818713857326639 2.2307231202721587 2.89962114393711 1.3375094956718374 4.9678410687483847 1.705744602717459 2.6707880864851177 1.1396014881320295 2.4045626670122147 3.279546715086326 2.0117203895933926 7.2275132052600366 3.3957816734910002 3.6337854266166687 84.603865439072251 5.5698965117335311 6.3557548224925986 4.9687655679881564 7.4879837669432163 109.48420430254191
leaf_count=147 864 48 21 118 134 82 41 16 71 162 94 12 232 42 37 56 12 83 9 29 57 36 14 28 426 41 27 48 33 1014
internal_value=0.000823315 -0.0107317 0.0051576 0.00111965 0.00158863 0.0010149 -0.00579094 -0.000999686 -0.0051956 -0.00271479 -0.00755483 0.00144969 -0.000974547 0.00276493 0.005103 -0.0012572 0.00844545 -0.00248119 -0.00783157 0.00696023 -0.0161683 0.00158019 0.000176166 -0.0139347 0.00336755 0.00180642 0.0117401 0.000944101 0.00739244 0.000115022
internal_weight=330.923 8.27446 2.54127 322.649 287.487 263.384 20.1987 15.221 11.2987 35.1619 16.2619 18.9 16.6692 13.7696 12.4321 7.46426 4.37653 12.2173 7.79815 4.41915 5.39359 243.185 136.198 7.02957 106.987 90.1738 16.8136 129.168 14.7155 114.453
internal_count=4034 933 69 3101 2129 2011 262 128 112 972 434 538 526 294 252 215 68 272 160 112 151 1749 1173 42 576 467 109 1131 69 1062
is_linear=0
shrinkage=0.0171747


Tree=183
num_leaves=31
num_cat=0
split_feature=16 16 0 16 2 5 19 6 17 6 10 4 4 10 5 3 18 16 2 6 9 9 6 8 15 13 13 18 6 15
split_gain=10.9282 5.77726 6.13212 5.83174 5.87655 4.9258 4.71745 5.4047 8.08399 7.66286 5.79203 6.46928 5.5425 4.30305 6.88237 5.17793 4.24741 4.11318 4.04112 3.9899 3.8765 4.45343 3.46738 3.37938 3.6732 3.39719 3.351 2.8378 2.66776 6.51546
threshold=13.564968279200002 20.404952284350003 86.329079026800017 19.974953289850003 322.38159739250005 20.374719724350005 11.850956171350001 13.65531905435 236.15709471040003 13.78532209185 72.378669787950017 181.80369070585002 170.06818406760001 70.206395618550019 18.160071980500003 84.812788641250009 14.164583421250002 18.554956610400005 56.478612905150008 14.935348962050002 206.54353961905005 213.27127849780001 14.205331905300001 7.6440346712000009 18.019770707250004 95.862351557400004 105.94944646285002 14.766576839600001 16.455384477450004 37.870720399650004
decision_type=2 2 2 2 2 2 2 2 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 3 5 4 6 -3 -2 8 10 -9 -8 12 -12 14 -11 20 -17 -16 -7 27 -15 22 -22 -1 25 -25 -24 -19 -4 -30
right_child=1 2 28 -5 -6 18 7 9 -10 13 11 -13 -14 15 17 16 -18 19 -20 -21 21 -23 26 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0049045212281717838 0.0028367334748300283 0.0039229418674439397 0.0023336392194093624 -0.0050793444889360292 -0.0052846935480836289 0.0034351101669933036 0.00051068931032552107 0.0040405723667498016 0.0032036351888160459 0.0040471639611028157 -0.0053496821741460792 -0.0052591697343409311 0.0046304948437133307 0.0011089790472474145 -0.0032497450082923131 0.0032069811534641713 -0.0056319320238495335 -0.0047507425970424516 -0.00028445755306262538 0.002069378905554595 -0.0081435861893888999 0.00053059053526172692 0.0027639709691185022 -0.0049246619040919553 -0.0059349628753495136 0.0024560331368981524 -0.005930598015532325 0.0011669599650356638 -0.0011166895874692943 0.0032463140946930123
leaf_weight=9.7043321644887346 14.729480782523749 7.6799168474972239 85.129555307328701 4.8412425834685555 4.2684243074618271 6.9923438653349868 9.9400940043851751 12.572747126221655 6.7553973942995063 12.971202578395603 2.0075836526230004 16.515982538461685 3.1712922109290957 22.401370175182819 6.8229596964083639 1.440913088619707 7.2160482695326209 3.9587776847183731 83.659827752970159 17.715759014710784 3.335630960762499 7.5792199727147818 1.9409388750791552 1.8246535435318927 2.5010264627635479 5.6252061454579234 1.9766523391008375 3.2683059945702553 17.930183425545696 13.076393350958822
leaf_count=826 133 33 398 49 146 28 82 36 38 40 38 335 12 135 338 5 175 27 524 129 31 52 7 130 59 30 37 23 100 38
internal_value=0.000486502 0.000663316 0.00117238 3.34573e-06 0.000156573 0.000308645 0.00030515 4.17931e-05 -0.00146384 0.000601887 -0.00246055 -0.0038219 0.000761694 0.00012484 0.00116215 -0.000886392 -0.00416073 -1.59106e-05 2.44673e-06 0.000868685 -0.000125099 -0.00198892 -0.00462167 -0.00293096 -0.0010063 0.00064832 -0.00162294 -0.00207458 0.00190371 0.000723319
internal_weight=399.553 379.898 214.468 165.43 160.589 98.3321 156.32 141.591 38.3903 103.201 31.635 21.6949 5.17888 90.6278 44.737 45.8908 8.65696 31.7658 90.6522 24.9428 37.2338 14.8324 7.25322 19.6552 9.95089 7.44986 3.91759 7.22708 116.136 31.0066
internal_count=4034 2989 1121 1868 1819 585 1673 1540 505 1035 467 385 50 999 557 442 180 517 552 179 262 127 75 1045 219 160 44 50 536 138
is_linear=0
shrinkage=0.00470027


Tree=184
num_leaves=31
num_cat=0
split_feature=6 16 16 16 17 19 3 16 8 4 14 10 15 8 9 18 15 5 10 18 17 10 17 15 2 17 17 6 18 4
split_gain=3.56219 2.28153 2.51947 2.25296 1.92739 1.67647 3.29411 4.85505 4.16395 3.69183 5.15363 2.4958 5.06878 2.41085 2.2174 1.85875 1.6641 1.98511 1.73141 1.67306 1.71668 2.19582 1.52686 2.07461 5.79295 1.67041 1.808 1.44594 1.39735 1.23714
threshold=5.1651206822000004 12.604970524100002 9.719977270450002 9.2849782877000013 159.58247398035004 11.850956171350001 81.105404879350019 17.684958644900004 7.1444245619500011 182.86807653835004 171.16849715720005 76.279622535200005 21.178773360300003 8.543332867800002 210.14471305145003 17.570773586450002 46.683480308100009 25.322158499750007 62.025417527550012 15.751016342950003 212.37354083175003 65.687097501250022 208.33805927010005 32.393814985100008 315.94243452415003 207.10399803250002 205.83789591070004 13.865323961050001 16.049140492450004 244.52697497700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 14 7 8 -7 10 -10 12 -8 -11 28 -9 19 -18 -19 20 22 -22 25 -24 -25 26 29 -21 -6 -14
right_child=1 4 -4 -5 5 6 11 15 9 13 -12 -13 16 -15 -16 -17 17 18 -20 27 21 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.022267723028473071 -0.022863628318273103 -0.024704060986553575 -0.023332458199564796 0.019991677187757462 0.0061878879053707016 0.015422323683902979 -0.02751230748578002 -0.00063693752748420775 -0.025870756461090914 -0.026264105210048856 0.018945775701957671 0.014975800068043764 0.0035863682457522696 0.0037923958133343366 -0.0081615070258067961 0.024384949296170386 -0.020614722819598006 0.0063122484874982504 -0.017864720791490259 0.00090657316143546367 0.023498744636575739 -0.0011079730400543693 0.0064093239663076205 -0.04501890770614541 0.0077487076465564825 0.0176728129707595 -0.014612651304735748 -0.028997940985427049 0.020928425841903193 0.00020344524671554552
leaf_weight=3.1193312911782405 0.91056332713924293 1.3400987023487676 3.7211728994734585 1.6666446309536693 6.9683558931574208 2.3711780188605251 2.8374535534530869 2.9863098058849564 2.1324942372739342 10.084252058528362 2.9157102070748806 6.8838983420282593 155.10687850648537 1.4674168191850174 3.0335433408617964 2.7258898764848709 3.3230643607676011 5.3072554934769869 1.9421743685379622 1.5884617995470756 4.1081326752901068 3.0208665076643229 2.7919894410297266 1.9653748571872713 2.0303750559687614 3.4137113168835631 3.0179760735481969 1.5176819991320369 5.5422354713082314 77.979113351553679
leaf_count=659 174 125 359 19 84 37 89 29 44 198 11 32 1171 14 16 16 57 39 40 19 28 21 17 28 17 18 32 30 23 588
internal_value=0.00103362 0.00125747 -0.0118005 0.0048503 0.00151577 0.00162659 0.00126487 -0.00640434 -0.0117362 -0.0156156 1.40946e-05 0.00194867 0.00161647 -0.022446 0.00864322 0.0113036 0.0019259 -0.00659255 -0.000164935 0.00227696 0.00247284 0.0130718 0.00216606 -0.00808096 -0.0182059 0.00245645 0.00223645 -0.013705 0.012718 0.00245461
internal_weight=327.82 324.7 6.29838 2.57721 318.402 317.062 301.518 24.6833 18.9711 16.5999 5.0482 276.834 269.951 11.5517 15.5441 5.7122 267.113 10.5725 7.24943 256.541 253.434 7.129 246.305 6.78774 3.99575 239.518 236.104 3.10614 12.5106 233.086
internal_count=4034 3375 552 193 2823 2698 2575 349 304 267 55 2226 2194 212 123 45 2105 136 79 1969 1920 49 1871 62 45 1809 1791 49 107 1759
is_linear=0
shrinkage=0.0219093


Tree=185
num_leaves=31
num_cat=0
split_feature=13 16 0 16 2 17 5 8 8 19 3 17 4 14 5 5 16 7 14 6 3 9 13 6 6 4 9 16 15 5
split_gain=10.6053 4.83433 5.54662 5.44026 4.85979 4.33324 3.6895 3.30115 3.27886 2.78337 5.16739 7.24175 3.02842 6.80654 3.32362 3.02474 4.74138 5.99683 6.58547 3.29068 5.31724 3.45707 3.35015 2.76869 2.76347 4.27235 2.68876 2.40604 3.81809 2.36623
threshold=98.255079293500017 20.404952284350003 86.329079026800017 19.974953289850003 322.38159739250005 162.13109061465002 20.374719724350005 1.6487133604500002 8.9430209551500024 11.850956171350001 81.105404879350019 236.15709471040003 181.80369070585002 171.16849715720005 16.632399885950004 18.613387752550004 18.554956610400005 24.175586727800006 216.04581652670001 14.815346158200002 83.538459487450012 49.235310305400013 108.17011287860002 13.200308423050002 16.405383309150004 234.39952089600004 210.14471305145003 16.954960351900002 23.214132849600002 15.237417718750002
decision_type=2 2 2 2 2 2 2 2 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 3 6 4 5 -2 -3 -7 -4 26 11 12 13 -11 -14 19 27 -18 -19 20 29 -22 -23 -1 25 -8 -9 28 -17 -12
right_child=1 2 8 -5 -6 7 24 9 -10 10 15 -13 14 -15 -16 16 17 18 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034725644187657812 -0.005218891140705134 0.0036055134155885725 0.0020084142607607602 -0.0049233730888075351 -0.005294424177317728 -0.005985974444304566 -0.00037444643837452365 0.0033239960478912683 -0.0014272045847322108 -0.0056765247795470533 0.0043390850097556376 0.0036069329225707895 -0.0057475791393309427 0.0045465721520004318 -3.5286492898839701e-07 -0.0051911723039559914 0.0028024164016076172 -0.0080394889711322189 0.0001876686153662268 0.003014560961686597 0.0025978214690027834 -0.0057248548854488728 -0.00070672964074391584 0.0012450453037596606 0.00035571257029477153 -0.0068825412331424826 -0.0014215694048634411 -0.005275110441986388 0.0034662250058783849 0.0011202380343769312
leaf_weight=18.11938386363909 3.0730942152440539 6.9517428800463668 108.43062217161059 4.7670796308666459 3.5056457254104307 1.7554479176178563 8.3270002715289575 12.784851639531555 6.5121306851506224 2.7262633144855561 6.050420142710208 4.4501501172780982 9.4778699949383718 3.0533011183142662 2.9079668298363677 2.1384207382798177 13.536725089885296 2.8292042501270762 8.984158691018818 17.889632439240813 3.3364217467606059 5.0644175484776479 7.0208003744482994 3.2436231151223174 81.972471931949258 3.0469200387597075 3.3275143709033719 5.4293744554743171 2.3807958252727985 30.561497371643782
leaf_count=1149 173 33 503 49 107 48 41 85 31 44 21 22 149 11 26 82 95 24 60 72 33 102 58 53 466 45 17 282 21 132
internal_value=0.000465946 0.000650845 0.00110859 2.34971e-05 0.000178353 0.000307308 0.000300451 0.000423862 0.00181377 0.000502029 0.000269878 -0.00176949 -0.00308661 -0.000275738 -0.00439824 0.000708204 -0.000413977 0.000665727 -0.00178267 0.0012747 0.000676525 -0.00163974 -0.00280962 -0.00275627 5.43146e-05 -0.00211788 0.00234395 -0.00316518 -0.000630316 0.00165218
internal_weight=393.655 372.292 215.241 157.051 152.284 148.778 100.298 145.705 114.943 143.95 127.837 22.6156 18.1654 5.77956 12.3858 105.222 35.2987 25.3501 11.8134 69.9232 52.0336 15.4216 12.0852 21.363 93.3464 11.3739 16.1124 9.94859 4.51922 36.6119
internal_count=4034 2832 1119 1713 1664 1557 585 1384 534 1336 1234 252 230 55 175 982 564 179 84 418 346 193 160 1202 552 86 102 385 103 153
is_linear=0
shrinkage=0.00470263


Tree=186
num_leaves=31
num_cat=0
split_feature=16 13 7 3 10 16 9 0 9 10 15 17 3 5 19 5 19 6 10 10 6 18 18 0 6 13 16 7 7 16
split_gain=14.2311 6.72823 5.14726 4.73778 4.08753 4.64438 4.53301 4.16417 4.32337 7.41142 5.31394 4.15949 4.05223 5.68156 3.97779 3.85349 7.72854 8.09258 5.08832 7.1899 3.9419 4.26371 8.14335 4.90166 3.63893 3.63837 4.41442 3.82745 4.45095 3.8029
threshold=18.634956423400002 95.862351557400004 22.356277907050004 93.499196860750018 66.590419433100024 19.974953289850003 204.27826083785001 90.407470010750018 194.56033515110002 64.407391431150018 45.169600924000008 196.54125635090003 91.017750006350013 22.649179082500002 14.451165964200003 13.812766882300002 13.051052998800001 13.65531905435 78.10777406390001 78.527173532250018 13.78532209185 14.85568425095 15.343833331950004 97.674372337300014 16.525386113000007 116.60649449195002 21.094950670800003 20.873561687950005 21.725272673150005 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=1 -1 -3 4 7 -6 -7 8 11 10 12 24 -10 -14 -12 -4 17 18 -17 -20 -19 -22 -23 -24 -2 -5 -27 -28 -29 -30
right_child=3 2 15 25 5 6 -8 -9 9 -11 14 -13 13 -15 -16 16 -18 20 19 -21 21 22 23 -25 -26 26 27 28 29 -31
leaf_value=-0.003206752599917147 0.0031616906978929591 -0.0022497506690530942 0.0012051281998419611 0.0022616801556104684 0.0008533369418669745 -0.0053397112832369352 9.6880957148055957e-05 0.003691867122633855 0.0033629065788776443 -0.0026713506714002235 -0.0054888655480728882 -0.00039981225681560122 0.0001935576960542093 0.0029156253760079798 0.0004266082009814971 -0.0046546327746130028 -0.0034633666508856434 0.0035367863823831539 0.0036525388036161913 -0.0023189258345458225 0.0016055487592728486 -0.0057197040315390031 0.0037726826710986834 -0.0019458306570459569 -0.00030494801242740408 -0.0041614652454711075 0.0030388895781779655 -0.0040649340608544275 -0.00044733821776943598 0.0015944382969401919
leaf_weight=12.717943068593739 35.615423642098904 16.702949437312782 27.526867292821407 10.616402253508566 50.485710432752967 3.6184588484466058 5.4448659978806973 12.160137351602314 13.808325141668318 7.6798555254936209 2.7091263234615317 6.9958810210227957 34.165653340518475 15.938335157930849 3.975715383887291 6.3581862617284086 10.333357651717959 7.4270906969904891 4.0245248936116687 9.8593238154426199 19.074816616252068 3.9179010121151796 4.1431499049067479 4.3606254905462265 4.8799296841025344 3.5945883002132168 5.8316853493452063 3.8607278726994982 48.832922500558197 17.586076661944389
leaf_count=972 157 550 262 62 275 38 28 50 53 42 28 31 157 48 23 88 233 20 14 154 83 58 17 26 19 103 20 30 299 94
internal_value=0.000442978 -0.000609773 -0.000319361 0.000905511 0.00123219 0.000407854 -0.00207363 0.00158809 0.00138469 0.000840985 0.00122307 0.00228084 0.00155712 0.00105946 -0.00197072 1.2955e-05 -0.000459236 6.54395e-05 -0.00186534 -0.000587972 0.00106953 0.000487739 -0.00122878 0.000840303 0.00274394 0.000191265 -8.45034e-05 0.000108043 -0.000135153 9.32727e-05
internal_weight=414.247 126.447 113.729 287.8 197.477 59.549 9.06332 137.928 125.768 78.277 70.5972 47.4912 63.9123 50.104 6.68484 97.0258 69.499 59.1656 20.242 13.8838 38.9236 31.4965 12.4217 8.50378 40.4954 90.3224 79.706 76.1114 70.2797 66.419
internal_count=4034 2477 1505 1557 949 341 66 608 558 351 309 207 258 205 51 955 693 460 256 168 204 184 101 43 176 608 546 443 423 393
is_linear=0
shrinkage=0.00376483


Tree=187
num_leaves=31
num_cat=0
split_feature=0 17 9 9 0 6 15 18 10 10 13 3 12 4 14 17 18 16 12 18 2 7 16 13 7 19 5 16 2 15
split_gain=3.53791 2.86596 1.86792 2.98481 3.2719 4.67873 3.52409 2.2576 2.5963 2.40836 2.16014 3.70294 2.14333 5.01122 4.362 3.16854 2.06183 2.06119 3.9643 2.63708 4.1383 5.83459 3.97238 3.69166 3.42874 2.75607 2.66069 2.83622 2.68806 2.62148
threshold=103.33357670195001 241.79519611995002 181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 12.348791801350002 61.853356207250009 54.879495816850003 121.87049551135001 94.421337999450017 134.98489220775002 158.33173836080002 240.28931515145004 193.46017548480003 14.053554955550002 22.654947022900004 182.87454670205003 13.843998451900001 132.99388411665004 23.109894804950002 22.614947116400003 117.56896250265002 23.203497038450006 14.451165964200003 21.991679690250006 22.584947186600004 198.51835910855002 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=2 -2 7 -4 5 -5 -7 9 -9 -1 11 -8 13 -10 -14 -16 -17 19 -19 20 22 23 29 -22 -21 26 -23 -28 -29 -6
right_child=1 -3 3 4 17 6 10 8 12 -11 -12 -13 14 -15 15 16 -18 18 -20 24 21 25 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.021841288874478955 -0.021206438111336382 0.0057131136504748317 0.008838595391305059 -0.024922410026682287 0.0086467968751176016 -0.025931523442533789 0.011345297339040572 -0.026322190832948813 0.014913979734838798 0.0070899636372835761 0.018234652273274681 -0.013383423051062921 0.010026345501517172 -0.025923098097766547 -0.026165030583353455 0.023767779633639335 -0.02124073540670373 -0.0062631164598508015 0.01313607200574945 -0.025057397455109286 -0.023986754808416468 -0.008974782220900028 -0.0093648128121076434 -0.001367014612720493 5.721709905472085e-06 0.014974830108518874 0.014785762933912724 0.0086281016633261085 -0.014571716737614229 0.022761453252965573
leaf_weight=1.36988801578991 5.3033862623851737 2.4436589535325766 23.972297759726644 4.6083329399116364 26.493880789726973 2.1159252887591711 4.8250005561858398 2.6303167582955238 1.7703824932687009 10.908690126612781 2.9302458539605132 5.4594896361231804 7.7502640150487405 4.506299102678895 3.3713181428611279 1.1765768602490423 0.67893947684206057 6.1252684146165874 16.347816724330187 2.3486046493053427 5.8161359764635545 7.5975891351699891 4.3091099709272376 6.421370305120945 136.23854154208675 8.0708085149526578 7.7284108325839069 4.4258298203349096 4.0415397174656391 7.0460378080606452
leaf_count=121 864 69 118 112 159 50 22 102 9 166 12 66 75 232 191 4 72 29 82 23 42 36 20 29 1214 27 27 16 24 21
internal_value=0.0010186 -0.0127152 0.00134996 0.00189125 0.00125788 -0.00675127 -0.0012891 -0.00319611 -0.00715633 0.00386218 0.00265661 -0.00178187 -0.00453803 -0.0144047 0.00023423 -0.0142854 0.00729902 0.00191503 0.00784863 0.00131039 0.00423498 -4.65122e-05 0.00922378 -0.0121175 -0.000419017 0.00458939 0.0010666 0.00577711 -0.00244535 0.011612
internal_weight=328.832 7.74705 321.085 286.922 262.95 19.939 15.3307 34.1627 21.8841 12.2786 13.2147 10.2845 19.2538 6.27668 12.9771 5.22683 1.85552 243.011 22.4731 220.538 81.9507 44.1017 37.849 12.2375 138.587 31.8642 23.7934 16.1958 8.46737 33.5399
internal_count=4034 933 3101 2129 2011 262 150 972 685 287 100 88 583 241 342 267 76 1749 111 1638 401 201 200 71 1237 130 103 67 40 180
is_linear=0
shrinkage=0.0205666


Tree=188
num_leaves=31
num_cat=0
split_feature=16 13 15 18 16 13 18 4 7 10 16 10 18 5 4 12 4 12 5 5 3 19 18 10 17 3 6 6 19 15
split_gain=9.61891 5.26084 4.0107 4.00002 4.89268 6.02733 4.37814 4.29629 3.59733 4.86983 3.9572 3.45622 4.07454 3.74003 3.39689 3.22054 3.23362 4.91768 3.68546 2.91205 3.248 2.94624 2.89323 3.59038 3.18588 3.13278 3.79893 4.98013 2.71888 2.39965
threshold=18.634956423400002 92.38617519475001 46.074827201850006 17.399600107550004 15.584963555600002 98.050756475600011 15.078113735950003 180.93811691895004 22.356277907050004 71.015621515800021 16.484961451000004 60.613977009100005 11.862896247150001 30.284449345300001 371.57449297710008 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 24.367802910700004 92.913112988300014 14.251149826300002 15.534338342150003 75.634392583900009 182.63036160245002 81.93344998355002 12.350288562550002 13.65531905435 14.651182102100002 28.626568391100005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 8 -8 -6 29 -11 12 -2 -14 -5 16 28 -18 -19 -4 -21 -22 23 -7 -25 26 -24 -28 -13 -10
right_child=2 3 19 14 6 22 7 -9 9 10 -12 15 13 -15 -16 -17 17 18 -20 20 21 -23 25 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0042835284465158798 0.0011468183603762859 -0.0040753572697201047 -0.0053112646722325071 0.0029905249571740939 -0.003192131339607373 0.00069764240546415287 0.00084977498952331753 -0.0049318841367696313 0.004072433561206964 0.0024283293930112671 -0.0036507855896584559 0.0010369173572822336 -0.0050589177337467678 0.00046203916468924984 -0.0026267243147022755 0.003387252866714428 -0.0045780290805381091 -0.001265448925012423 0.0034035994984427907 0.004134291765200371 0.0021950278470709681 -0.0025101915679586438 0.0027153236615887989 -0.00046396141297059954 -0.0060503147661926946 0.0049145784161153923 -0.0056090934876546822 0.0010909101269292901 0.0030350260050184793 -0.00025869475781633444
leaf_weight=6.4795259232632807 9.567757738754155 5.3337384196929625 2.5046109305694726 9.7649604300968331 7.7696775249205556 16.598619174677882 2.8821619842201462 10.794470295310019 5.6711952015757578 2.6384394001215679 6.7280332474038005 201.44610497355461 5.3045733347535116 3.6770925438031554 2.3673263778910032 10.609413377940653 4.4036194458603886 7.5193746928125602 4.9698064438998699 2.3451626226305953 3.1953465640544882 8.9601516705006343 10.25068523921073 4.2747240904718629 3.1297677122056484 4.3381165685132137 2.8663383647799474 6.2342716231942177 12.820339020341633 3.7686788244172931
leaf_count=797 83 287 40 69 369 179 21 231 17 19 192 935 111 32 46 62 50 42 16 6 18 118 40 31 41 12 44 25 44 57
internal_value=0.000437101 -0.000604115 0.000857198 -0.000377945 -0.000673503 0.000165975 -0.00177938 -0.00371348 -0.000784045 0.000210834 -0.00193836 0.000986508 -0.000763579 -0.00279864 0.00189445 0.00112078 0.00101676 -0.000755354 0.000592501 -0.00112229 -0.000398757 -0.00127332 0.000640308 -0.000389095 -0.00282523 0.00168334 0.000958974 -0.00101933 0.00115647 0.00234332
internal_weight=389.214 111.891 277.323 105.411 93.2789 53.0263 40.2527 13.6766 26.576 18.8063 9.36647 260.318 18.5494 8.98167 12.1323 241.769 231.159 16.8928 12.4892 17.0053 14.5007 12.1555 47.6925 24.0031 7.40449 23.6894 19.3513 9.10061 214.266 9.43987
internal_count=4034 2477 1557 1680 1565 659 906 252 654 285 211 1375 226 143 115 1149 1087 108 58 182 142 136 372 251 72 121 109 69 979 74
is_linear=0
shrinkage=0.00420704


Tree=189
num_leaves=31
num_cat=0
split_feature=13 16 15 18 15 19 18 17 16 17 10 17 16 17 16 7 18 17 0 15 0 9 2 18 5 19 6 10 4 19
split_gain=3.36521 1.74748 2.9504 4.05386 3.94098 3.99971 2.88822 2.83014 2.65684 2.4774 2.11761 3.4773 2.469 2.03926 1.93242 1.84491 5.54371 4.12998 2.06446 3.77531 6.05436 3.92291 3.57608 3.3205 3.70642 3.63904 3.15853 3.4763 2.82692 2.46585
threshold=92.38617519475001 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 17.551307094650003 200.37850214585004 17.809958352600002 162.13109061465002 70.389210771400016 174.23065882520004 15.524963695900002 200.68028944555002 18.734956189500004 25.297859295400006 14.493864790000002 202.58869561095003 86.329079026800017 35.098844929350008 87.350693116400024 200.17144541975003 104.38256328765002 13.142272494650003 17.679107616400003 14.051133688400002 16.375382608200002 62.181348099150007 284.07887079910006 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 4 -4 5 9 10 -5 -8 -2 11 -7 -12 -9 -3 16 18 -18 26 20 -20 23 -21 -22 -25 -26 27 -16 -28 -24
right_child=1 14 3 7 -6 6 8 13 -10 -11 12 -13 -14 -15 15 -17 17 -19 19 22 21 -23 29 24 25 -27 28 -29 -30 -31
leaf_value=-0.020635338591378311 -0.022549642504291739 0.014829219516503454 0.012251878708673331 -0.027802708607532291 0.015274380981658009 -0.030058907211272787 -0.0094269862621784908 0.024542957906265518 0.022383463997324049 0.0026104822412120693 -0.0013301232355936326 0.0077233470288730404 -0.021303394810274882 -0.01364133519486483 -0.027926301002730362 0.0085008155522467953 -0.026970462247510683 -0.0032184338060209953 -0.025433212846849074 0.02014181569626235 0.01535313340643331 0.01087968019567429 0.0034452263388356284 0.0053221014895304987 -0.033065405313661797 -0.0069203170576468947 0.002958418836819706 0.0027215708934952261 -0.0062395227801495525 0.014424054075323189
leaf_weight=2.9818875759374341 1.6884447534102935 4.9268882833421221 2.3004836640320701 5.0173254245892167 6.6038228035904458 1.3329205829650224 2.1645956821739665 0.84037911891937289 2.2284925803542137 53.382567802676931 3.5001681428402653 4.3218249068595469 9.9351716944947821 1.924187595490366 3.41170546459034 16.320224368944764 4.611494429409503 9.1087562032043916 3.8174227699637404 7.813722498714923 3.1713303737342384 12.300454888492821 47.842605907469988 6.0297286324203041 3.1795384399592859 7.4267163202166557 67.246283814776689 2.8330408968031406 17.639752476941794 10.418678577989338
leaf_count=797 154 29 27 183 39 107 30 2 15 737 30 91 245 59 49 82 75 69 40 70 13 59 239 31 37 43 432 15 194 41
internal_value=0.000990019 0.00118945 -0.00113716 -0.0115978 0.000101338 -0.00117422 -0.00824079 -0.0186482 0.00670958 0.00183909 -0.0116812 -0.00118258 -0.0161 -0.00203399 0.00216091 0.00188123 0.00135896 -0.0112017 0.00225128 0.00424979 -0.00108591 0.00180884 0.00715082 -0.00382421 -0.00748 -0.0147581 1.44083e-05 -0.0140223 0.00104704 0.00540853
internal_weight=326.321 323.339 95.2404 10.0824 85.158 78.5542 23.4832 7.78189 4.39309 55.071 19.0901 5.65475 13.4353 2.76457 228.098 223.171 206.851 13.7203 193.131 102 35.9252 32.1078 66.075 19.8073 16.636 10.6063 91.1308 6.24475 84.886 58.2613
internal_count=4034 3237 1719 271 1448 1409 518 244 45 891 473 198 275 61 1518 1489 1407 144 1263 573 223 183 350 124 111 80 690 64 626 280
is_linear=0
shrinkage=0.0204501


Tree=190
num_leaves=31
num_cat=0
split_feature=16 13 6 0 13 16 18 16 18 14 5 15 12 6 10 0 0 0 10 6 15 15 2 0 16 18 10 7 3 15
split_gain=9.20023 5.03006 4.04534 3.50841 3.43227 4.72495 3.3311 6.97088 4.54017 3.62765 4.63623 3.55512 3.40063 4.73055 4.34345 5.1726 3.41255 4.48347 3.39982 6.18652 4.12793 3.87862 3.84425 3.53466 3.28522 4.19129 5.33862 4.12965 3.10165 3.06648
threshold=18.594956516900002 95.862351557400004 15.51536251395 85.995710218650018 116.60649449195002 22.574947209950004 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 23.314013922700003 32.548041893900006 156.64017958600002 16.455384477450004 62.030794443850006 86.329079026800017 86.256490657300006 86.83719761350001 66.964115113200009 15.425360411050002 28.626568391100005 36.742238227650013 90.745765132650021 90.297243227400017 15.584963555600002 17.551307094650003 71.015621515800021 22.356277907050004 93.663192806700025 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 24 4 -2 -6 12 8 9 11 -11 -8 13 -5 -14 -16 -15 -18 23 20 -20 22 -22 -10 -3 26 27 -26 -7 -17
right_child=3 2 -4 6 5 28 7 -9 18 10 -12 -13 14 16 15 29 17 -19 19 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0039226162996708249 0.0027237314181058664 0.00062971042080077976 -0.0039579722237694983 0.0037680169023785424 -0.0037197922216019768 -0.0042772503542620735 -0.0026731696473701349 0.004960082735734163 0.00058887430645871894 -0.0085614578886656443 -0.00047083675637041306 0.002363799748410291 0.0025901212902149692 0.0037710761333705442 -0.0047590247236020695 -0.0025131884515841568 -0.0046931848922767937 0.0016913776847437086 0.0027643304657421841 -0.006750182964541945 -0.0045429152187064755 -0.0056495657838081907 0.0008555406694005464 0.0044889898959177823 -0.0036506022787052986 0.0029306509785863464 -0.00316473844717378 0.0025599255716901113 0.00041876412482141369 0.0015315687373483647
leaf_weight=9.8690234688110632 9.9776373356580716 54.757059938274324 6.6132605033926657 33.637426540255547 7.855678158812224 3.3388936892151824 6.7999600730836409 7.6542610675096503 11.292296402156355 3.3580402433872214 3.0372417941689491 5.8864363133907318 23.168861076235771 5.0347241535782805 4.6241567805409458 5.3245413228869465 4.2899036183953267 5.8591616079211235 12.903819985687731 2.7986760772764674 3.4368097186088624 2.9241394251584998 21.873943898826838 9.7501436173915845 3.3700997149571768 4.8820024579763404 21.843037540093064 8.4692916423082334 61.489338686689734 20.35356280207634
leaf_count=972 63 461 353 168 133 21 44 37 78 24 17 20 80 14 28 24 22 23 51 25 47 44 118 42 102 34 456 84 370 79
internal_value=0.00047139 -0.000690765 -0.000371604 0.000932622 0.000113997 -0.000244253 0.00128142 0.000624763 0.000230008 -0.00180502 -0.00471907 -0.000336036 0.00187017 0.00277563 0.00104346 -0.000139104 0.000577133 -0.00100731 0.000827606 7.64643e-05 0.000540883 -0.00047527 0.000122514 0.00239602 -0.000117455 -0.00117834 -0.00177391 0.00079209 0.000176902 0.000692859
internal_weight=386.473 109.804 99.9348 276.67 82.6615 72.6839 194.008 91.7158 84.0615 19.0817 6.39528 12.6864 102.292 48.8212 53.4711 30.3023 15.1838 10.1491 64.9798 43.9374 41.1387 28.2349 25.3108 21.0424 93.3215 38.5644 33.6824 11.8394 64.8282 25.6781
internal_count=4034 2462 1490 1572 587 524 985 547 510 105 41 64 438 227 211 131 59 45 405 285 260 209 165 120 1137 676 642 186 391 103
is_linear=0
shrinkage=0.00474518


Tree=191
num_leaves=31
num_cat=0
split_feature=6 16 19 6 19 16 18 2 0 6 10 3 3 16 10 18 0 16 5 5 10 15 2 10 4 5 18 0 6 4
split_gain=3.26394 2.19737 2.45163 2.34884 2.13568 2.61895 3.29607 4.05307 2.08985 3.68146 1.80066 2.3146 3.09088 2.30424 5.39788 2.04809 1.89899 2.95433 2.28971 2.06124 1.68624 1.61057 1.93617 2.01957 2.51432 1.54253 1.73509 1.4146 2.67378 2.62222
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 11.850956171350001 15.089964713100001 16.345897915850003 80.683647763550013 98.674478761850011 11.260263094250002 78.728807892050014 77.69375151185001 79.47351079420001 15.584963555600002 73.037342029850024 15.343833331950004 97.225399829550014 17.809958352600002 26.429668882900003 26.804437107300004 75.408562100950022 46.683480308100009 258.06114663960005 61.982402197500001 375.65892766775005 13.8160216159 17.323446153950005 85.995710218650018 16.375382608200002 183.52566960905003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 6 7 -6 -8 -10 11 -7 -13 15 16 -14 17 18 -15 -20 -16 27 -23 -24 -25 -5 -27 28 29 -19
right_child=1 4 -4 25 5 10 8 -9 9 -11 -12 12 13 14 20 -17 -18 21 19 -21 -22 22 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.019690752455584135 -0.019801804586467461 0.0094698609401150553 -0.02244402104591784 0.012278939751179149 0.0088034028231192812 0.017529652549614486 0.014345076979254762 -0.026733000377137391 0.010434094083741291 -0.024528569159698803 -0.013551709212635288 -0.017218548949261607 0.0022961638749290068 -0.022856419531616996 -0.023498125031471771 0.016016517033331349 0.012423607386673466 -0.029343111236542912 0.023479312963631087 -0.019789781080721401 -0.0047383939082813655 -0.017074962166359821 0.011148819162859799 0.011041841501415088 -0.022767867787556465 -0.022031741300523502 0.020280573465729437 0.0030155722833241205 0.00071648549976626927 0.00016002504334348633
leaf_weight=2.8570534640457472 1.9582066019065658 11.817388884723185 2.9975730704609305 3.5899527901783586 1.6245358213782291 3.3935528770089141 2.9071595370769501 4.6494569454807788 2.3046563528478146 2.215866569429636 2.9608023492619386 3.2917814347892991 8.7418837663717586 3.2626477649901053 4.0710393330082288 7.6543645262718192 6.0352332442998877 2.282234799116849 0.96375748515129067 0.72262199688702822 3.2179341297596693 3.65176535816863 3.345286451280117 1.3322294978424909 2.1672981940209866 1.2588974609971044 0.51112575363367785 165.65109032252803 59.399790075607598 2.2382483221590519
leaf_count=659 278 88 235 17 8 25 8 105 33 38 62 57 40 127 83 29 25 22 3 100 44 67 18 9 42 82 4 1125 583 18
internal_value=0.000918309 0.00110219 -0.0076914 -0.00164863 0.0013949 0.00107477 -0.00719577 -0.0175315 0.00153458 -0.00670388 0.00147325 0.00163133 0.00143728 0.0016608 0.00121396 0.00870132 0.00169098 0.00142662 -0.0133854 0.00493829 -0.0152161 0.00173197 -0.00568683 0.000388835 -0.0098969 0.00498342 -0.00981331 0.00207117 -0.000376259 -0.0147351
internal_weight=323.075 320.218 10.3158 7.31818 309.903 298.085 13.7017 6.27399 7.42768 4.52052 284.384 281.423 278.029 274.737 258.341 16.3962 251.052 245.017 4.94903 1.68638 7.28897 240.068 10.4966 6.84481 3.49953 5.35998 1.77002 229.571 63.9203 4.52048
internal_count=4034 3375 616 381 2759 2671 192 113 79 71 2479 2417 2392 2335 2266 69 2139 2114 230 103 127 1884 136 69 51 103 86 1748 623 40
is_linear=0
shrinkage=0.0193676


Tree=192
num_leaves=31
num_cat=0
split_feature=13 16 16 2 0 17 5 9 2 19 3 17 15 12 16 6 0 7 10 9 6 13 9 10 8 2 18 6 19 4
split_gain=10.4199 5.34653 6.17131 6.17469 5.08258 4.46802 4.2312 3.74093 3.66897 3.55321 5.10602 6.69481 3.5338 5.66842 6.74979 3.72069 3.53064 6.92264 4.66944 3.93641 3.72512 3.43561 3.19247 3.90776 3.08826 3.00858 2.99738 2.95868 3.58002 2.95371
threshold=98.050756475600011 20.404952284350003 19.974953289850003 322.38159739250005 86.329079026800017 162.13109061465002 20.374719724350005 38.295222230400007 56.478612905150008 11.850956171350001 81.105404879350019 236.15709471040003 29.329759478700002 115.02544258150002 18.684956306450005 14.845346859150002 92.313586825200005 19.716522186550005 70.206395618550019 43.860847004400007 13.835323260100003 107.17000645405001 206.36238950785003 75.806453904250006 8.9430209551500024 76.243484112200022 14.876098287500001 13.200308423050002 12.551012654050002 181.80369070585002
decision_type=2 2 2 2 2 2 2 2 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 6 -2 -3 -7 -8 -9 11 29 16 -14 21 26 17 -12 -18 -19 -20 -15 -22 -24 -6 -10 -16 28 -1 -11
right_child=1 4 -4 -5 24 7 8 9 25 10 12 -13 13 14 15 -17 18 19 20 -21 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0049912090981661279 -0.0053377500425390422 0.0038283474739627694 -0.0052660027529294511 -0.0055678328749024083 0.0020245635906985075 -0.0058956409978411159 0.0034228303126530683 0.0025581848427307162 -0.0029601591338526533 -0.00021582329495176209 0.0019671707738009906 0.0035376747108776018 -0.0056381313403798521 0.003112339628855178 -0.0032253145039015546 0.0041657356294961742 0.0043557517791378546 0.0044787073904682248 0.0031829430849128057 -0.0058121829109710425 0.0013447709918436917 -0.0045128476429668512 -0.0042095088045921592 0.0015438202842648471 -0.0013868387595466472 9.6505288246357892e-05 0.0017640307400501199 0.0011365246830787466 -2.6521746588359471e-07 -0.0044224757168784467
leaf_weight=12.384353079367434 3.0992985162883988 7.3640640415251246 4.896351344883441 4.1484498279169193 107.52868890017271 2.0839916095137587 6.8673127442598334 17.24695906508714 8.0727031081914884 5.4783180914819303 9.4209476169198769 4.2424731999635688 4.3781040888279668 1.6215298231691138 4.2035916224122065 8.270860316231845 12.903720438480375 0.9845336340367784 13.436882892623542 5.844566535204649 19.215106993913654 7.6999301817268133 6.5644412133842689 4.5181083641946316 6.3719889819622031 76.208462934009731 7.7834312096238136 3.4948246013373128 4.420993097126483 12.2321370691061
leaf_count=1046 174 33 49 107 503 57 28 104 48 55 111 22 60 13 46 32 42 11 66 215 96 191 49 18 31 476 32 53 87 179
internal_value=0.000472492 0.000653432 -3.07082e-06 0.000162778 0.00114879 0.000319978 0.000356867 0.000438354 7.63993e-05 0.000528736 0.00025698 -0.00183439 0.000686681 -0.000581895 0.00016649 0.00170929 0.00127769 -0.000678622 0.00183897 -0.00432857 0.00109641 -0.0031864 0.000171036 -0.001864 0.00183372 -0.000196271 1.43745e-05 -0.00284934 -0.00367824 -0.00312125
internal_weight=392.987 372.687 160.274 155.377 212.413 151.229 98.5125 148.13 91.1485 146.046 128.799 21.9529 106.846 33.9574 29.5793 20.2579 72.8883 16.25 56.6383 6.8291 43.7345 9.32146 30.2977 11.0825 113.901 84.2812 11.987 20.3002 16.8053 17.7105
internal_count=4034 2848 1729 1680 1119 1573 585 1399 552 1342 1238 256 982 374 314 110 608 337 271 226 229 204 163 67 534 524 78 1186 1133 234
is_linear=0
shrinkage=0.00476116


Tree=193
num_leaves=31
num_cat=0
split_feature=6 16 19 6 19 3 6 15 7 10 15 5 16 15 3 16 8 8 2 7 3 19 17 16 13 9 9 9 15 13
split_gain=3.08577 2.03351 2.2562 2.17559 1.81707 2.32677 4.01173 3.16368 2.34061 2.09915 4.32844 1.87913 1.65524 3.77984 1.48564 2.24881 1.47076 3.92466 3.36782 2.86554 2.80031 2.79022 2.03914 2.03584 2.94415 3.77994 3.22218 3.39794 2.64513 2.87615
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 11.850956171350001 81.105404879350019 11.175261108200003 23.292710050100002 25.987500066900001 76.279622535200005 21.178773360300003 15.120347274900002 17.684958644900004 21.092276343250003 108.47659710545001 21.094950670800003 8.8430989333000021 9.5425530862500008 73.245799595050016 21.725272673150005 101.90062851840001 14.351157895250003 205.45998821870003 22.724946859200003 117.61735474900001 195.10791980860003 187.11236276785004 185.44496129890004 46.683480308100009 115.12515406205002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 6 12 -8 11 10 -7 -9 13 -6 16 -16 23 18 -18 20 -19 -20 -23 24 28 26 27 -26 29 -12
right_child=1 4 -4 -5 5 9 7 8 -10 -11 14 -13 -14 -15 15 -17 17 19 21 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.017834198817361143 -0.017926655146257433 0.0080176354225269565 -0.020145089407780165 0.0042473438735735961 0.0088867796343173773 -0.021417386000330753 -0.020971949205175568 0.0057784946312484401 0.0080486239487430958 0.011305405540720787 0.00056113099406322558 -0.020315889120263941 0.01257982219654372 -0.020288331204150065 -0.018748668387287219 0.015477463561320539 0.0046052434889305039 -0.019043026050375514 -0.0030462173299109735 0.013525682095734159 0.0079727782488284819 -0.029230744693599282 -0.0069521392847132664 0.0088565678158246605 -0.013821618365748455 0.0025083638835924241 -0.019498884703137462 0.0094466139258998997 -0.01116436853701119 0.0048661118903185899
leaf_weight=2.7122204925399265 1.8486127094365636 11.683906462043522 2.8197539458051324 5.2062954511493444 3.6528114238753933 2.5914905557874581 5.53301336430013 1.2333304807543757 3.1442723060026765 6.4459502417594186 98.442619529087096 2.7436824198812246 4.0297467075288296 2.1899447152391076 2.4437987892888482 0.78104205429553974 4.141447268426421 2.2349095772951824 4.0301416488364321 5.9820843599736691 2.5131842046976089 3.9373368117958307 1.8674548268318174 12.488503418862818 4.0116617195308226 14.905151887796817 6.3100325334817171 3.7380331084132195 4.3686705250293008 93.098332034889609
leaf_count=659 278 88 235 103 45 89 103 12 33 31 888 51 27 65 173 3 24 44 24 27 11 50 11 66 40 73 48 13 84 636
internal_value=0.000815622 0.000974478 -0.00686917 -0.00156296 0.00122551 0.00095818 -0.00446666 -0.0110116 -0.00327279 0.00140364 0.00116538 -0.0122236 0.0039225 -0.00204845 0.00138598 -0.0104593 0.00153174 -0.00254544 -0.00867738 0.0054416 -0.00474346 -0.0142706 -0.0220635 0.00195612 0.0015729 -0.00365225 -0.0101833 -0.00259828 0.00234543 0.00265356
internal_weight=321.129 318.417 9.87466 7.05491 308.543 296.859 22.5268 12.6543 7.12129 274.332 267.886 3.97701 9.8725 5.84276 265.294 3.22484 262.07 24.7066 13.9764 10.7302 4.74809 9.83493 5.80479 237.363 224.875 28.9649 14.0597 7.74969 195.91 191.541
internal_count=4034 3375 616 381 2759 2671 336 199 96 2335 2304 63 137 110 2215 176 2039 191 109 82 55 85 61 1848 1782 174 101 53 1608 1524
is_linear=0
shrinkage=0.0175589


Tree=194
num_leaves=31
num_cat=0
split_feature=8 10 3 0 15 10 9 16 5 10 6 2 4 4 15 8 8 14 9 16 19 3 5 0 16 7 9 2 6 17
split_gain=14.108 8.31168 7.68941 5.62636 5.58474 4.85486 8.06745 5.29923 4.29793 5.48151 4.33439 4.15752 3.97897 4.95638 3.75858 3.54333 3.5266 4.07961 5.46026 3.83368 7.18208 3.77022 3.50058 3.99762 3.4888 5.41628 4.62174 5.21629 4.47566 4.35875
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 97.878695155250014 46.074827201850006 72.378669787950017 66.346857137250012 21.094950670800003 14.050239455300002 81.597392717250017 13.200308423050002 310.17567643235003 309.28270023145006 313.22340827140005 29.037712645600003 7.1444245619500011 8.8430989333000021 168.39662374755002 226.28914430085004 19.199955102150003 13.751109481500002 93.499196860750018 24.367802910700004 86.692020874450009 22.744946812400002 22.407814303000006 186.68586460755003 108.63443756215001 16.475384944750001 188.83172615260003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 3 -3 11 6 -1 -8 9 -5 15 12 16 -14 -4 -11 19 -18 -19 -2 -21 -22 -6 -24 25 29 -27 -28 -29 -23
right_child=1 2 14 8 22 -7 7 -9 -10 10 -12 -13 13 -15 -16 -17 17 18 -20 20 21 24 23 -25 -26 26 27 28 -30 -31
leaf_value=0.00089880092188222111 0.0031651300286960134 0.0014549145272912843 -0.00079792983764472296 0.0015637066238585946 -0.0049921164502481899 -0.004052579217878053 -0.0035576100075795543 0.0050815829631455376 -0.0016972053919085857 0.0011181928534368976 0.0032273130259891309 0.00346434967615153 -0.0039583297625273416 0.00059537047677360553 -0.0043326121262245391 -0.0043030592924648368 0.0016999084298337419 -0.0027443059976540183 0.0032098764347659524 -0.0033013653745480858 0.0017885562902342431 -0.0041956821348291254 -0.0011556558280802114 0.0040887336120135898 0.0025474458783720012 0.0035466310872504974 0.0023331812235506439 -0.004720137974465635 -3.887773895363329e-05 0.0011423583819176876
leaf_weight=17.127945136278868 17.462757781147957 35.934643439948559 9.3421588521450776 21.864671709015965 2.8001563604921129 9.8962601544335467 14.855231586843731 1.1535661108791817 25.445755481719971 2.463566415011881 2.1520441528409711 11.815009258687494 4.9399508237838772 13.320571720600126 8.8149090092629176 6.9325781799852848 10.486615441739561 11.115562578663228 2.9351694807410231 5.0607779808342448 114.20594971254468 6.8876167014241201 13.139756577089427 2.6299254745244971 10.321459427475927 7.25860467553139 9.0699742063879984 4.3416885659098616 10.588488817214964 3.4670758098363876
leaf_count=160 61 147 84 128 40 742 555 3 286 82 10 56 60 59 236 321 57 84 9 33 464 42 136 6 34 18 29 36 43 13
internal_value=0.000439497 0.000681256 -0.000199133 0.000244256 0.00106102 -0.00166612 -0.0009534 -0.00293508 -0.00049488 0.000420757 -0.00174324 0.00121769 0.00110301 -0.000636525 -0.00251395 -0.00288167 0.001252 -0.000132724 -0.00150049 0.00143209 0.00125532 0.00139412 -0.000991429 -0.000281044 0.00052674 2.55411e-05 0.000831782 1.07028e-05 -0.00140019 -0.00240834
internal_weight=417.83 374.797 112.95 94.7933 261.847 43.033 33.1367 16.0088 58.8586 33.4129 11.5482 243.277 231.462 18.2605 18.1571 9.39614 213.202 24.5373 14.0507 188.664 171.202 166.141 18.5698 15.7697 51.9349 41.6134 31.2588 24.0002 14.9302 10.3547
internal_count=4034 2574 1294 974 1280 1460 718 558 827 541 413 1098 1042 119 320 403 923 150 93 773 712 679 182 142 215 181 126 108 79 55
is_linear=0
shrinkage=0.00388283


Tree=195
num_leaves=31
num_cat=0
split_feature=6 16 19 6 15 19 6 6 6 0 3 15 9 9 17 6 0 6 15 0 6 17 6 19 7 16 18 5 10 3
split_gain=2.91823 1.85115 2.09917 2.00062 2.4055 1.54679 2.21917 5.22408 3.44616 3.16077 3.92903 4.13534 3.03581 4.52682 2.88886 3.5826 2.81498 4.31054 3.83934 3.3423 3.82771 3.52439 3.19003 3.65257 4.63172 3.76264 4.37281 2.95787 4.27828 5.01752
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 18.019770707250004 11.850956171350001 13.65531905435 13.78532209185 11.175261108200003 94.047642319350018 84.812788641250009 28.862433654350003 206.54353961905005 213.27127849780001 199.45200027940004 11.545269753400001 93.399723909900004 15.255356438950001 32.167495462450006 86.565663342300013 16.375382608200002 192.20712075930001 16.435384010100005 14.451165964200003 22.996658327800002 22.644947046300004 13.843998451900001 23.700766800900002 64.407391431150018 91.017750006350013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -5 -3 8 -8 -7 16 12 -12 -11 -14 -10 -16 17 -9 -18 20 21 -19 23 24 -21 26 -25 28 29 -24
right_child=1 5 -4 4 -6 6 7 9 14 10 11 -13 13 -15 15 -17 18 19 -20 22 -22 -23 27 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.023116885707488988 -0.023228551297285068 0.0097183134580523453 -0.025872131158648233 0.012367684771549583 -0.027143975114796142 0.0026441781583922143 0.017260288517534493 -0.011474259737246856 -0.027536210314767662 0.0047310809075492349 0.00021865831442029781 -0.031299965226714271 -0.023423099893900082 0.0029296193359365872 -0.040982037590953271 -0.00098560198378275861 0.019363331446688902 -0.032355797047365922 -0.0077100871607727996 -0.005272178155750454 0.0011271839233062933 0.00050719959197579483 0.024980137190441072 0.0085689289125142724 0.016750544328891819 0.01527792782041347 -0.022850387944482086 0.018387820572380292 -0.027611153550455545 -0.0061854191789892828
leaf_weight=2.5748453142587087 1.7397068564314375 11.576792245730756 2.6476276011671871 4.2689983830787241 0.98448377894237626 17.128080579452217 11.044996209442614 12.106145767029373 4.5139692001976064 20.239341997541487 3.7554837614297849 5.0912898094393313 6.2622212693095189 7.3643048154190183 1.3238666225224722 9.5543748652562481 10.358289700001476 3.5213934937492004 3.6878323927521697 5.900035709142684 102.23303203657269 3.2656270237639546 3.4335209429264131 4.1323487684130651 31.064136564731598 5.1987501308321944 5.1862322613596916 3.5083754546940318 3.384659136645495 12.255118440836666
leaf_count=659 278 88 235 73 30 195 40 144 104 136 21 165 82 59 26 117 44 62 36 34 974 32 15 18 188 26 39 14 25 75
internal_value=0.00104286 0.00123926 -0.0085922 -0.00205 0.00496334 0.00154791 0.00122784 0.00192219 -0.0043874 0.00124979 -0.00439889 -0.0179202 -0.000866715 -0.00918107 -0.012212 -0.00585311 0.00240289 0.00169391 0.0122552 0.00256464 2.70983e-05 -0.0165435 0.00629986 0.00943181 0.0132354 -0.000252904 -0.00891741 -0.000840336 -0.0043772 0.000635286
internal_weight=319.306 316.731 9.64082 6.99319 5.25348 307.09 295.513 262.993 32.5203 251.948 42.7126 8.84677 33.8659 13.6265 15.3922 10.8782 209.235 195.189 14.0461 183.083 109.02 6.78702 74.0632 51.4815 36.9642 14.5173 9.31858 22.5817 19.0733 15.6886
internal_count=4034 3375 616 381 103 2759 2671 2229 442 2189 463 186 277 141 247 143 1726 1646 80 1502 1068 94 434 305 222 83 57 129 115 90
is_linear=0
shrinkage=0.0227859


Tree=196
num_leaves=31
num_cat=0
split_feature=16 13 15 6 10 10 16 18 18 12 2 6 9 3 19 9 3 19 6 17 2 5 3 16 13 8 16 13 6 10
split_gain=9.45008 4.85259 4.65458 4.48943 3.86758 4.44292 3.61518 4.67969 4.85205 4.19337 3.67763 3.54748 3.62138 3.87445 3.09593 3.00783 3.45464 7.75978 3.46877 3.88369 3.17051 2.85064 2.7248 2.6432 3.56899 4.13075 4.8751 4.02473 4.06082 3.26847
threshold=18.594956516900002 95.862351557400004 46.074827201850006 15.51536251395 60.613977009100005 58.167480110400007 15.584963555600002 17.551307094650003 15.289002683150001 96.375827709250018 72.843776848050013 14.815346158200002 206.22988073345002 84.452535251750007 14.251149826300002 63.789425898000005 81.105404879350019 11.950964240300001 13.315311110100001 180.29620661735001 178.70687671690004 13.716117217950002 108.47659710545001 22.724946859200003 117.61735474900001 8.7431769115000026 22.674946976100003 117.69263157665002 16.465384711100004 66.590419433100024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 6 5 22 15 8 9 -8 -10 12 13 -11 -4 -3 17 18 19 21 -18 -17 -2 24 29 26 27 28 -26 -6
right_child=2 3 14 -5 23 -7 7 -9 10 11 -12 -13 -14 -15 -16 16 20 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0039097816848786158 0.0016828340273451904 -0.005412889172916849 0.0022253410236040068 -0.0041360393732778186 0.0018012429002487648 -0.0047909410367074756 -0.0065350245577246637 0.0029930100875323615 0.0031323238244515546 0.0017799580283648865 -0.0054468609750641505 0.0039695551490094893 -0.0056984807745865899 -0.0036696879532136868 -0.0024665009569583242 0.0015713422718304597 0.0012401806021934462 -0.0044461865507273695 -0.0042166810774137272 0.0035669546963030293 0.0052132471577860245 -0.0051739704016367611 -0.0030641683678129584 0.0033264497973287698 0.00054215826452931929 0.0033225502610967732 -0.0053430390621924274 0.0032898953558181021 -0.0048848552642062597 0.00047187241076598841
leaf_weight=9.3143541500903648 10.192226298153402 1.7297076894901682 4.0558084882795837 6.50827269302681 137.18081868812442 4.8654248639941207 2.3699935777112868 5.1356183663010588 1.2523414120078076 9.4243052583187872 9.4553970261476916 4.1334391608834258 2.878611152060329 4.1627147118560961 13.385486848652361 3.4043124103918769 20.047828250564638 7.2537109823897472 2.2640614137053481 11.41098093241453 5.7118911752477279 2.3396293083205819 3.6291617592796674 13.417236916720865 7.970212697982797 5.4403438977897158 5.008552446961402 5.435186192393302 4.9447353780269623 58.342762969434261
leaf_count=972 57 55 24 353 638 85 46 34 9 77 196 21 76 217 158 19 85 112 22 42 31 95 84 44 36 17 30 16 29 354
internal_value=0.000510237 -0.000662726 0.00097621 -0.000358711 0.00113616 -0.000924636 -9.42961e-05 -0.00119017 -0.00182809 -0.000608852 -0.00444347 7.29746e-05 -0.000905201 0.000110326 -0.00137546 0.000691002 0.000892365 -0.000294367 0.00125649 0.00197883 0.00212116 -0.00117617 0.000436386 0.00129815 0.00117683 -0.000369356 -0.00122922 -0.000106376 -0.00153568 0.00140457
internal_weight=382.665 108.797 273.868 99.4828 256.427 18.6868 92.9745 38.8124 33.6768 22.9691 10.7077 20.5991 16.4656 13.587 17.4413 54.1621 52.4324 26.6727 19.419 17.1549 25.7597 5.74394 13.8214 237.74 224.323 28.799 23.3587 18.3501 12.9149 195.524
internal_count=4034 2462 1572 1490 1390 226 1137 676 642 437 205 391 370 294 182 461 406 290 178 156 116 114 141 1164 1120 128 111 81 65 992
is_linear=0
shrinkage=0.00470451


Tree=197
num_leaves=31
num_cat=0
split_feature=16 13 18 16 13 3 18 16 9 5 17 4 18 4 2 19 5 10 19 18 13 7 3 5 2 6 10 16 0 4
split_gain=12.7261 6.05448 5.4383 6.2423 4.99182 4.60945 4.40827 7.59537 5.22876 4.68825 5.28467 4.41526 4.28105 6.26846 5.37794 4.93283 4.04134 3.86985 8.33087 3.55487 3.52667 6.83143 4.93936 4.3278 3.32679 3.93561 3.32467 4.69343 5.32302 3.30569
threshold=18.594956516900002 95.862351557400004 17.399600107550004 15.584963555600002 98.050756475600011 93.499196860750018 13.843998451900001 22.624947093000003 196.26893085885004 18.128874633450007 196.31479727660005 224.04800382715004 14.85568425095 195.50296729855003 137.02423825130003 12.551012654050002 19.426367441400004 62.165217350350012 14.551174033150001 13.659439901750002 112.36141910395001 24.738571785850002 89.256809930900019 21.850554661550003 103.92649527695001 16.455384477450004 62.030794443850006 22.634947069650003 86.420486603250012 376.36865522600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -3 6 24 8 11 -10 -11 16 13 -5 -15 -14 -8 18 -12 29 21 -19 -22 -24 25 -2 -26 28 -28 -7
right_child=5 2 -4 12 -6 19 7 -9 9 10 17 -13 15 14 -16 -17 -18 20 -20 -21 22 -23 23 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0029145613701993928 0.0031075120030853642 -0.003260505410901806 0.0019830373760785372 -0.0028069282822241266 0.00051873089841742673 0.00042131860745243889 -0.0024018404316516755 0.0029141819436878636 0.0018881008560062752 -0.0038864286345708164 -0.0044922998222181763 -0.0057640401321276619 0.0020134691012305079 0.0029351303016137294 -0.0011846386100018661 -0.0035978856488932689 0.0020431405346310566 -0.0048463291826637573 0.0028778846468488074 -0.0032613744564805062 0.0031105840026843068 0.00068225785993962344 -0.0021226729070483613 0.0022490436916641535 0.0020640622136194986 0.00064534856331606026 -0.0021613056793249449 -0.0024665850219402412 0.0015257634284701214 -0.0029194745779628586
leaf_weight=11.366080956067888 26.155860390514135 4.4496799120679489 11.030823074281214 9.5532811041921395 49.812000811100006 83.026009441353381 6.704569607973097 13.708187587559221 21.049770887941122 3.8462257143110028 5.0903199836611739 2.6433944627642623 2.0939812990836826 6.9561033230274898 7.9194777114316821 14.576940202154217 3.7153185978531837 3.3451997712254515 2.7667291685938835 3.4404336623847476 11.913368713110687 11.920783068984745 5.7037680447101575 4.9376300945878029 26.099165972322226 10.687872529029844 5.4122084453701964 5.4039578214287749 29.629633270204067 3.6122488267719737
leaf_count=972 123 168 69 332 372 506 64 60 78 33 56 29 17 64 175 293 14 42 8 52 49 64 31 17 85 41 27 29 113 51
internal_value=0.000405259 -0.000542907 -0.000289539 -0.000552416 0.000208818 0.000789199 0.00107752 0.00055541 0.000168806 0.000536565 -3.78936e-05 -0.001818 -0.00155743 -0.000645958 0.000741843 -0.00289306 -0.000816937 0.000286166 -0.00189701 0.000146694 0.000739709 -0.000529209 0.00159856 -9.41876e-05 0.00156911 0.00239327 0.0011128 0.000498965 0.000956296 0.000282029
internal_weight=408.571 117.758 106.392 95.3615 54.2617 290.813 200.734 97.3453 83.6371 70.5738 49.524 13.0633 41.0998 24.4289 14.8756 16.6709 10.4199 45.6778 7.85705 90.0787 37.8207 15.266 22.5548 10.6414 103.389 36.8437 66.545 40.4458 35.0418 86.6383
internal_count=4034 2462 1490 1421 540 1572 963 545 485 378 300 107 881 571 239 310 78 267 64 609 203 106 97 48 418 164 254 169 140 557
is_linear=0
shrinkage=0.00341869


Tree=198
num_leaves=31
num_cat=0
split_feature=16 8 16 5 9 3 17 10 0 0 15 13 6 19 10 7 16 5 16 5 2 4 17 15 2 13 4 13 9 6
split_gain=10.6775 5.15399 5.1922 3.7874 3.89237 3.57513 4.35508 3.40397 6.18947 4.78521 3.80157 3.61327 3.21341 2.96961 5.28029 5.12508 3.81544 2.95961 3.60308 5.7266 2.89744 3.4783 4.03304 2.8722 3.42514 2.74403 2.66146 4.68818 3.44803 2.64678
threshold=18.594956516900002 5.9453602998000008 18.404956961200003 23.626838821450004 226.28914430085004 76.825379535700009 241.79519611995002 66.964115113200009 91.937202686950016 90.407470010750018 29.037712645600003 113.89115178020002 8.2451926476000015 12.651020723000002 71.015621515800021 27.703316924600006 15.524963695900002 13.154029769200003 15.089964713100001 15.904541771600002 90.745765132650021 201.42034147860002 196.31479727660005 35.965617804200001 173.34516805710004 111.12203990580001 224.82737758030004 99.604685275000008 68.722917647950013 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 26 5 7 -5 6 -3 9 25 11 -10 -2 -8 17 -15 16 -16 -7 19 -19 -12 -22 -23 -24 -25 -9 -1 -28 -29 -13
right_child=3 2 -4 4 -6 13 12 8 10 -11 20 29 -14 14 15 -17 -18 18 -20 -21 21 22 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.0045631514434774645 -0.0026050757422943784 -0.0038353257341835725 -0.0043470406412851968 -0.0004269291019257583 0.0039790384107398916 0.0039918316296325973 -0.0028486185260242366 3.7571052945357512e-06 0.00218508892903258 0.0038899436496253469 -0.0032266613267130078 0.001841867003243792 0.0052675911121615963 0.003203304559666346 0.00033465517772422634 0.0032858255239141482 -0.0036687655276269882 0.00067849846951829819 0.002095231069578647 -0.0045546622366568453 0.0041276133581259807 -0.0046183774178872265 0.0014787153177873342 0.0014844170144928572 -0.0055336016487238316 -0.0057523015811350399 -0.003642893979656411 0.0021559705344479816 -0.0044955953691766725 0.00073118118118111071
leaf_weight=6.9664849392138448 4.2510365396738043 7.963252838701008 4.9906191201880565 49.723674242384732 3.8377019986510268 5.4851773437112561 1.5182597469538452 2.3029466420412055 19.536910962313414 12.991235252469776 4.7401797603815821 83.463898073881865 2.0200345013290644 5.1206732159480479 6.2598842456936898 3.3385286927223197 13.044050907716153 17.086001930758361 17.810949940234423 4.7480266373604527 3.7227816767990616 3.2427205853164223 13.597320891916754 2.3117095828056327 2.6546167805790901 4.0765235833823681 8.6914362073875981 6.6571846255101246 1.7484575961716471 70.17677903175354
leaf_count=378 23 356 157 457 13 25 43 11 81 54 54 385 22 50 29 22 191 154 78 55 13 33 62 8 39 42 719 95 88 297
internal_value=0.000455876 -0.000635402 -0.000169233 0.000897042 -0.000111239 7.78184e-05 -0.00210632 0.00113488 0.000234807 0.00143082 0.000735521 0.00122848 0.00178498 0.000422444 -0.000662309 -0.00153653 -0.00237054 0.00108976 0.000688239 -0.000459504 -0.000200082 0.000361885 -0.000281 0.000476658 -0.00226688 -0.0036744 -0.00236701 -0.00147216 0.000772378 0.00133455
internal_weight=394.079 113.449 89.3855 280.63 53.5614 84.3948 11.5015 227.069 56.1857 170.883 49.8062 157.892 3.53829 72.8933 27.7631 22.6425 19.3039 45.1302 39.645 21.834 30.2693 25.5291 21.8064 18.5636 4.96633 6.37947 24.0636 17.0971 8.40564 153.641
internal_count=4034 2462 1182 1572 470 1025 421 1102 343 759 290 705 65 604 292 242 220 312 287 209 209 155 142 109 47 53 1280 902 183 682
is_linear=0
shrinkage=0.00421527


Tree=199
num_leaves=31
num_cat=0
split_feature=8 10 3 9 10 15 0 5 2 10 17 6 5 15 17 15 5 3 19 6 4 4 5 4 17 8 5 17 10 2
split_gain=6.79568 4.18253 6.00202 4.00317 5.73964 3.84258 3.72824 4.17985 3.7161 3.50559 3.50466 4.82505 3.33633 3.9772 4.03163 3.22196 3.01317 3.09134 2.91968 2.8431 2.81755 3.99831 4.07828 2.737 2.71314 2.63147 2.60762 2.72991 2.37896 2.48675
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 72.82855515350002 72.378669787950017 46.074827201850006 97.878695155250014 14.050239455300002 310.17567643235003 81.597392717250017 191.37184185705004 14.745344522600002 15.904541771600002 24.006097767650004 183.49170501290004 28.343014915050002 24.367802910700004 92.913112988300014 14.251149826300002 13.245309474550002 309.28270023145006 313.22340827140005 23.195398057700004 377.6847677435 189.72181505755 7.1444245619500011 29.026000224750003 193.46017548480003 75.408562100950022 148.06652356835002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 5 6 4 23 8 12 9 15 -8 11 -4 -3 14 -14 -2 -7 -18 -19 25 -17 -22 -23 26 -9 -11 27 -1 29 -15
right_child=1 2 10 -5 -6 16 7 24 -10 19 -12 -13 13 28 -16 20 17 18 -20 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013157799028042734 0.0038332307680377796 0.0053798171280780988 -0.0054367683224409219 -0.0052575936547010612 -0.0052013403003493119 -0.006263353309710392 0.0019659304518240147 -0.0055512094832215883 0.0042792658696680502 0.0017375148569903486 -0.0048897399541091482 0.0031220526145331346 0.0016069002799637847 0.0024775307556107766 -0.0052633337264531488 0.0011045916148441689 0.0048353173150303564 0.0026941244911732999 -0.0028400327271367268 0.0052684520780010083 -0.0051120273521341646 -0.0022381724687387528 0.0035979263680521009 -0.0055664450063452236 -0.0012402745809342469 -0.0049462863110856488 0.0036181910906361108 0.0047550872442346402 0.0051913085002573793 -0.0018715456196420493
leaf_weight=11.130244028754541 9.7934167049825174 4.919156063348054 2.6442799028009203 6.2364179613068691 5.8237592861987642 2.4952474813908365 18.804794700816277 4.4699457474052933 9.1868284195661527 2.0037771244533342 9.429070604965089 4.1167510841041803 4.0910137221217173 11.050618685781957 4.2642464637756348 180.37287170439959 2.3299431800842276 3.1602693479508153 8.8727489234879595 1.1642683716490863 4.3359588645398643 6.3764633722603303 5.4103105403482914 1.7531517362222064 17.698738939128816 5.1165361255407333 5.9135481379926196 2.1623536311089984 4.8070479780435553 4.5316639430820933
leaf_count=170 52 16 99 486 702 40 128 86 56 82 201 20 13 38 27 871 6 18 118 6 60 39 20 54 200 325 32 16 14 39
internal_value=0.000448866 0.000661951 -0.000188392 -0.00169007 -0.000859372 0.0010247 0.000349213 -0.000517445 0.00120255 0.00078542 -0.00294188 -0.000225354 0.00161734 0.000973456 -0.00189944 0.00106553 -0.00124849 -0.000377271 -0.00138658 -0.00189417 0.000927589 -0.00105263 0.000440687 0.00034709 -0.0021095 -0.00306535 0.000886882 -0.000328211 0.00215073 0.00121273
internal_weight=364.465 331.446 99.1119 33.0195 26.7831 232.334 82.9218 49.2581 215.476 27.0894 16.1901 6.76103 33.6637 28.7446 8.35526 206.289 16.8582 14.363 12.033 8.28458 196.496 16.1227 11.7868 20.9593 22.1687 7.12031 19.2061 13.2926 20.3893 15.5823
internal_count=4034 2574 1294 1460 974 1280 974 827 1098 541 320 119 147 131 40 1042 182 142 136 413 990 119 59 272 286 407 218 186 91 77
is_linear=0
shrinkage=0.00494411


Tree=200
num_leaves=31
num_cat=0
split_feature=16 13 16 18 18 4 19 2 15 8 10 5 19 16 5 16 2 5 3 19 18 12 10 16 3 0 0 7 4 16
split_gain=11.9647 5.2201 4.75631 5.95419 4.51226 5.85342 4.84101 4.83389 4.42509 4.16064 3.90166 4.22449 3.35419 3.86531 3.90879 3.29698 3.24955 3.1916 3.52296 3.28292 2.89944 3.92118 2.77342 4.57885 7.73965 4.15206 3.73306 8.10055 6.95325 4.57962
threshold=18.594956516900002 92.38617519475001 15.584963555600002 17.551307094650003 14.85568425095 195.50296729855003 12.551012654050002 137.02423825130003 46.074827201850006 3.1475436881500003 60.613977009100005 28.449653740450003 12.851036860900001 15.404963976500001 13.154029769200003 17.634958761800004 319.18044405035005 24.367802910700004 92.913112988300014 14.251149826300002 11.928667296000002 169.43370145865001 66.964115113200009 19.974953289850003 84.995603794150014 90.407470010750018 94.047642319350018 24.876210878000006 158.18845385165005 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 4 5 -4 -6 -7 10 -3 11 -2 13 14 -11 -9 20 -10 -19 -20 -13 -22 25 26 -25 -12 29 28 -28 -24
right_child=8 2 3 -5 6 7 -8 15 17 12 22 16 -14 -15 -16 -17 -18 18 19 -21 21 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0043250557671451429 -0.0040060859357432315 -0.0047249839503537179 -0.0034190360043419052 0.0026852724426153665 0.0024247060565861086 0.0034401962201509886 -0.0044867476484672184 -0.0039270498114922121 -0.0054005099602622425 0.0031264499737450623 0.0013452508791650807 0.002934578006662926 -0.0036983857674220775 0.0030472636478713292 -0.00028753637966473348 0.00160772630074198 -0.0048515136899661346 0.0043191356658899985 0.0024147961521002212 -0.0025153064658441008 -0.0054591048506708369 0.0027391232706243458 0.0034035134857635248 0.0037450053052807252 -0.0056082268995852847 0.0038328478905303763 0.0026915734671645927 0.0014710751747507181 -0.0057434309529691514 -0.00010173013833952212
leaf_weight=6.5659379800781599 5.2176482360810068 2.7821528441272667 9.4838693947531301 5.5921997483819714 2.0857735313475159 6.9674339331686479 15.190358567051588 4.3100103982724249 2.6274906741455224 7.2553314873948684 173.1264982894063 7.383924079127608 3.1134883165359488 11.405995387583969 37.113071456551552 3.5533476369455457 1.7766161877661932 2.4762320742011061 3.3074683900922528 9.3647932009771448 2.1771136801689863 2.0497968234121799 16.694243285804991 2.338994823396205 5.0741273164749146 13.057960283011196 2.4091430604457873 17.174078810960054 6.6506689675152302 11.317836005240677
leaf_count=797 88 137 332 39 19 64 311 133 40 76 761 47 45 40 427 42 34 6 18 118 48 9 66 7 53 55 9 75 83 55
internal_value=0.000513565 -0.000641488 -0.000419298 -0.00143591 -0.00199003 -0.000808943 -0.00365232 0.000860138 0.000982613 0.000358499 0.00111971 -0.000759113 0.000598668 0.000838542 0.000270735 -0.00142596 0.000506368 -0.00107241 -0.000321701 -0.00122855 0.0013262 -0.00148346 0.00126075 0.000478786 -0.00265709 0.00151972 0.000907326 -0.000245824 -0.00350043 0.00198728
internal_weight=399.644 115.419 108.853 47.183 41.5908 24.3147 17.2761 14.8308 284.225 61.67 266.449 18.6051 58.8879 55.7744 44.3684 7.86336 13.3875 17.776 15.1485 12.6723 11.6108 4.22691 247.844 61.6591 7.41312 186.184 54.246 26.2339 9.05981 28.0121
internal_count=4034 2462 1665 940 901 571 330 239 1572 725 1390 226 588 543 503 175 138 182 142 136 104 57 1164 348 60 816 288 167 92 121
is_linear=0
shrinkage=0.00425398


Tree=201
num_leaves=31
num_cat=0
split_feature=8 10 3 0 5 15 9 10 10 2 4 15 16 16 19 15 5 5 15 17 6 4 5 3 16 16 8 8 17 5
split_gain=8.25805 5.52424 8.47881 4.321 4.10524 3.91842 3.86787 5.54778 3.85329 3.45107 3.64972 3.92211 3.789 3.44794 6.06065 3.35946 3.7519 3.26876 3.81175 3.86192 3.14718 3.00825 2.92986 2.9244 2.82467 5.03102 2.78133 2.85371 2.76755 2.76177
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 97.878695155250014 14.050239455300002 46.074827201850006 72.82855515350002 72.378669787950017 81.597392717250017 310.17567643235003 309.28270023145006 41.195083317300011 22.634947069650003 19.199955102150003 13.751109481500002 29.037712645600003 17.621651749750004 15.904541771600002 24.006097767650004 183.49170501290004 13.245309474550002 377.6847677435 24.367802910700004 92.913112988300014 23.044946110900003 22.604947139800004 7.1444245619500011 7.0445025401000008 189.72181505755 29.026000224750003
decision_type=2 2 2 2 2 2 2 2 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 17 8 9 7 21 -5 10 13 12 -12 -2 -15 16 -4 -3 19 -19 26 29 -7 -24 25 -25 27 -10 -6 -1
right_child=1 2 15 4 28 22 -8 -9 20 -11 11 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.00047111291900400314 0.0034715337735139878 0.0055609072324924735 -0.0045231343668817401 0.0020566736579517792 -0.0055808619062945692 -0.0063051530741770907 -0.0053431772753063395 -0.0052787033230425207 -0.0025252439183953571 0.0043381620654042276 -0.005463946039592606 0.0015715154315880883 0.0018104889060074128 -0.0042876214302553393 0.0013632844566195466 -0.0056448767999154343 0.0018935689056563199 0.0017611085480877071 0.0023279649959746913 -0.0050943117428676066 0.0054357540321575042 -0.0058020776420023828 0.0049078065235138415 0.001258365746033848 0.0035719110670374959 -0.0060235755297928101 -0.0050154768231837734 0.0094966111505869442 -0.0011938706378095288 0.0036216575888440802
leaf_weight=14.115305184386679 18.946834839880466 5.1068651825189582 4.5781089533120412 19.535031897947196 4.6025298954919007 2.4189743576571372 6.467539196368306 6.0919712255708864 1.4446182926185414 9.527267247438429 6.2631965465843695 7.794847108423709 2.5781661085784435 4.9801351986825457 173.41304313950241 8.5990247819572669 4.7212268952280283 4.1557333841919917 21.131201280280948 4.2290083430707455 1.2749065142124889 1.9629183430224646 2.3107868805527678 4.6726399641484004 2.4346114359796038 5.0199871882796288 5.6060592071153224 0.77322425786405791 18.063704587519169 5.9901387877762309
leaf_count=186 94 16 54 128 86 40 486 702 78 56 66 33 20 33 796 236 30 13 91 27 6 54 6 32 10 94 325 4 200 32
internal_value=0.000529866 0.000766392 -0.000207165 0.000451564 -0.000478881 0.00118691 -0.00182106 -0.00101215 0.000792251 0.001364 0.00123158 -0.00104016 -0.0033427 0.00142309 0.00120553 -0.00336946 -0.00126541 0.00183019 0.0011847 -0.00169656 -0.00192245 0.000165636 -0.00116114 -0.000299298 -0.00129149 -0.00251308 -0.00312147 0.00166603 -0.00208468 0.000748271
internal_weight=378.81 344.182 103.821 85.9229 51.3001 240.36 34.6279 28.1603 28.6338 223.503 213.976 16.6362 8.84136 197.34 178.393 17.8984 9.29934 34.6228 29.5159 8.38474 9.09881 22.0684 16.857 14.438 12.1272 9.69263 7.8239 2.21784 22.6662 20.1054
internal_count=4034 2574 1294 974 827 1280 1460 974 541 1098 1042 119 86 923 829 320 84 147 131 40 413 272 182 142 136 126 407 82 286 218
is_linear=0
shrinkage=0.00505046


Tree=202
num_leaves=31
num_cat=0
split_feature=13 8 9 10 3 3 15 9 15 6 10 0 5 17 6 19 5 15 17 5 9 16 17 7 6 17 18 9 7 9
split_gain=13.0664 6.44859 5.834 4.77164 9.82672 5.3146 4.16863 4.16181 4.13978 3.95718 3.73219 3.4524 8.51712 3.86615 3.39581 3.55147 3.22362 3.95627 4.40374 3.19523 5.05527 3.30384 4.1099 5.23285 4.17353 3.29286 4.98894 5.57623 4.31258 3.90583
threshold=98.050756475600011 5.9453602998000008 72.82855515350002 70.206395618550019 83.538459487450012 93.499196860750018 33.593648142250011 38.295222230400007 29.037712645600003 18.305427703400003 71.397382570300024 97.878695155250014 14.050239455300002 189.72181505755 13.200308423050002 12.551012654050002 15.904541771600002 24.006097767650004 183.49170501290004 29.996566321350006 208.27565494345001 22.744946812400002 193.31651039250002 22.381996090050006 16.575387281250006 192.20712075930001 13.077716774800001 186.68586460755003 23.203497038450006 194.56033515110002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 2 7 5 11 -3 9 -2 10 -7 -6 16 -13 -14 15 -1 -5 18 -18 20 21 22 23 24 -8 26 27 -25 -28 -29
right_child=1 3 -4 4 8 6 19 -9 -10 -11 -12 12 13 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 25 -26 -27 28 29 -30 -31
leaf_value=-0.0038464364443359417 -0.0046650938847141834 0.001337064877762919 -0.003906832975491643 0.0040870182684498123 0.00077465740060220299 0.0042421742662688946 -0.0044164967969181224 0.00032999151943101515 -0.0040979708099716707 -0.00067443291900090173 -0.0043081107305632136 0.00160802907947001 -0.0048481725520127545 -0.00091998855378490341 0.00089289340498466675 -0.00014220802038859807 0.0015132695884208811 0.0018084605829105139 -0.0037184975563550821 0.0027533387032342305 -0.0044938946907625236 0.0017193530510241537 -0.0033722722785239057 0.0040030497433204909 0.0007860540981355637 0.0028617347460112548 -0.0031604925161234417 -0.0030252438845443782 0.0015654182083311898 0.0014447226091893655
leaf_weight=14.088822508230811 2.4807146713137653 177.32705033197999 7.1493987552821627 5.2646199800074092 6.8687622696161288 6.1157637238502485 5.8718094099313003 22.814156957902014 9.2230898309499008 3.4259796906262636 2.6993838455528021 21.076405828818679 4.0562020614743259 19.604453057050705 3.7319171242415896 4.6072394140064707 4.2930663451552409 22.025008633732796 4.339704155921936 4.8987271673977366 3.6631014570593825 11.364109318703411 5.7804571222513905 6.3658369407057824 3.1931321695446968 6.6229397337883702 8.7637655530124885 4.3056911528110486 3.6767809242010108 6.7061818670481443
leaf_count=1046 73 799 422 15 29 20 41 241 236 38 55 128 52 186 53 87 13 91 27 18 56 48 70 15 14 20 62 33 13 33
internal_value=0.000421528 0.000577868 -0.000985561 0.000719741 3.81447e-05 0.000982392 0.00020357 -0.000159886 -0.00234707 0.00247686 -0.000659303 0.000593827 -8.51546e-05 -0.00159341 -0.0022969 -0.00293361 0.00143942 0.000984766 -0.00111675 -0.000101027 -0.000311885 -6.73682e-05 -0.000463271 -9.37523e-05 -0.00258389 0.000525684 6.8231e-06 0.00127437 -0.00176376 -0.000303054
internal_weight=412.404 389.976 32.4443 357.532 99.4507 258.081 80.7543 25.2949 18.7912 9.54174 9.56815 80.6595 44.7371 23.6607 22.428 18.6961 35.9224 30.6578 8.63277 71.2125 66.3138 62.6507 51.2866 45.5061 9.06494 36.4412 29.8183 17.3777 12.4405 11.0119
internal_count=4034 2848 736 2112 832 1280 481 314 320 58 84 512 366 238 1186 1133 146 131 40 423 405 349 301 231 55 176 156 81 75 66
is_linear=0
shrinkage=0.00366249


Tree=203
num_leaves=31
num_cat=0
split_feature=16 13 6 3 10 16 15 19 3 6 2 5 3 18 16 17 10 6 10 16 0 0 9 7 2 0 7 16 19 18
split_gain=11.3628 5.34405 4.84137 4.48612 4.40872 8.79332 4.5032 6.36614 4.19429 5.6091 4.63652 4.26569 5.67317 5.27663 3.99075 5.01854 6.09036 4.32035 3.87308 4.44163 6.17026 4.37772 3.77737 3.74977 3.43921 4.842 7.29447 4.53713 7.47865 3.24877
threshold=18.594956516900002 95.862351557400004 15.51536251395 93.499196860750018 64.407391431150018 20.959950986500004 45.169600924000008 14.451165964200003 91.017750006350013 16.585387514950003 103.92649527695001 22.649179082500002 93.281431752200021 13.946975448150001 15.584963555600002 236.15709471040003 71.015621515800021 11.075258771650001 66.964115113200009 19.974953289850003 94.496614827150012 90.407470010750018 190.73543849905005 22.356277907050004 62.922191810850009 94.047642319350018 24.876210878000006 19.199955102150003 13.751109481500002 14.738651916450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 14 4 6 18 8 -8 -2 10 -10 12 13 -12 17 16 23 -3 21 24 -21 22 -6 -16 -20 27 -27 -26 -29 -25
right_child=3 2 -4 -5 5 -7 7 -9 9 -11 11 -13 -14 -15 15 -17 -18 -19 19 20 -22 -23 -24 29 25 26 -28 28 -30 -31
leaf_value=-0.0038454013728478724 0.0042497405646138671 -0.0053200304952313836 -0.0038808583994551895 0.00014286158616736154 0.0032129750551605288 -0.0050791097290768545 -0.0068379430205544166 0.001699212701082466 0.0040757437451073176 -0.0029449429318039854 0.0020731997255355418 0.0032972998051718303 -0.0041901956808554595 -0.0022858312927236603 -0.0033917872812329881 0.0028844150234144245 -0.0031686621612869812 0.00096085028525019908 0.003737353926051895 -0.0059733510913500057 0.002980830869138142 0.0047449682086389408 -0.001730952464137671 0.0040252937308807536 0.0034313828225383571 -0.004994541570517378 0.00066805064651179668 -0.0054675056638751303 0.0025684965977630552 -0.0022224413834273492
leaf_weight=10.243970995768903 17.658110924065113 2.3697604136541477 7.6534891077317289 89.177935667335987 6.474472329020502 5.2813543528318396 2.8036066256463519 5.0887887328863144 18.802652284502983 4.8361815363168708 30.802519217133522 18.763726003468037 4.4133393764495841 7.065357193350791 3.2090353602543464 5.4139415621757498 23.419412840157747 52.001384863629937 7.2149776816368094 4.7892487347125998 2.3861920461058617 10.397273294627665 6.3205476775765419 6.4380953814834339 13.948248937726023 7.0918858591467169 14.005885396152733 3.9379233084619027 6.1238004565238953 2.3515978548675776
leaf_count=972 72 52 353 609 23 32 29 27 97 23 113 59 24 53 102 33 457 409 25 50 8 34 30 20 58 85 69 31 21 64
internal_value=0.000509512 -0.000711963 -0.00039989 0.000990227 0.00137148 0.00061199 0.00197758 -0.00133343 0.00223292 0.00181238 0.00210052 0.00149212 0.000691011 0.0012599 -0.000120051 -0.00119483 -0.00181838 0.000687099 0.000975474 0.000360783 -0.00299564 0.00255242 0.000770749 0.000817134 0.000821077 0.000354619 -0.00123539 0.00175178 -0.000576607 0.00235377
internal_weight=400.485 113.101 102.857 287.384 198.206 87.9718 110.234 7.8924 102.342 84.6838 79.8476 61.0449 42.2812 37.8679 95.2032 40.8321 35.4181 54.3711 82.6905 59.4982 7.17544 23.1923 12.795 11.9987 52.3227 45.1077 21.0978 24.01 10.0617 8.78969
internal_count=4034 2462 1490 1572 963 466 497 56 441 369 346 249 190 166 1137 676 643 461 434 347 58 87 53 186 289 264 154 110 52 84
is_linear=0
shrinkage=0.00454921


Tree=204
num_leaves=31
num_cat=0
split_feature=3 17 8 9 10 4 5 17 6 9 0 16 15 2 5 3 10 16 19 10 5 2 5 3 7 6 7 3 5 8
split_gain=3.70293 3.42535 2.47096 3.75065 2.43063 2.43551 2.22662 2.43687 2.16265 1.9835 3.77308 4.93257 2.87793 3.43884 2.82629 3.50397 2.16241 4.56153 3.75851 3.30011 2.39858 2.32786 3.08471 3.86264 3.26102 2.89136 4.21242 2.54383 3.18713 2.32479
threshold=76.825379535700009 241.79519611995002 5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 29.026000224750003 193.46017548480003 8.2451926476000015 186.68586460755003 85.732241321850012 22.664946999500003 34.139075990150012 76.243484112200022 29.996566321350006 94.972471916200007 64.407391431150018 22.494947397000004 14.451165964200003 62.837331883000012 21.500664456800006 101.78954948125002 21.723721974650005 93.090551224900011 23.109894804950002 16.505385645700006 22.835261448650005 92.781378539900018 20.482113285800001 8.4434108459500017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 7 -2 -3 12 11 -11 -4 -14 15 -13 17 20 -18 21 -12 -19 23 27 25 26 -24 28 -23 -30
right_child=2 8 9 -5 -6 -7 -8 -9 -10 10 16 14 13 -15 -16 -17 18 19 -20 -21 -22 22 24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.018719660952923444 -0.005354727146660616 -0.012736586000534794 0.01632627291897383 -0.022173095623314293 -0.022416909425800151 -0.023500493495775539 0.014790232310727848 0.019719644523710448 0.023431972269569539 -0.024891049960595109 0.020783686125945035 0.0038555643054677745 -0.010845288652506255 0.0075554805151541917 0.014018310729897548 -0.019245779523474275 0.0013711122756112062 0.010176030412544605 -0.015951307088098207 0.018080028659531566 0.0045253996113717018 0.0055902469214554129 -0.00015468673332576829 -0.025613626602543346 0.0059590802748657641 0.003397308370805578 -0.032016300200152288 0.010831373346159301 -0.0065688431085100052 -0.032907338348304546
leaf_weight=7.3265555927064252 10.438197442796094 1.2701524947769942 10.28445311821997 4.3675010635051867 2.0801149960607281 1.5837977193295945 5.4730141032487145 2.0385393779724827 1.7024768861010668 5.0663017043843892 10.507383950054647 6.5614552767947298 5.9013316705822971 18.412977205589414 4.0454927682876578 5.1618990860879421 127.85206951759756 12.369445241987703 5.759811006486415 5.8076043948531142 6.4399800449609748 4.4548515677452105 3.9448787756264192 3.8821476921439162 40.404127346351743 7.8721472769975662 3.3991324938833714 4.611152544617652 3.4558312259614468 2.5721183381974697
leaf_count=902 170 49 58 454 184 54 32 16 22 134 82 41 34 81 16 71 1102 48 38 41 27 19 23 22 191 30 29 15 25 24
internal_value=0.001369 -0.011014 0.00176172 -0.00444314 -0.00086043 0.00143511 0.0036353 -0.0012579 0.00797778 0.00230131 0.00168275 -0.00688458 0.00702407 0.00308943 -0.00109936 -0.00631617 0.00241632 0.00459847 0.000624368 0.00277042 0.0146056 0.00174804 0.00035053 -0.0069524 0.00284209 -0.0054346 -0.0149016 -0.00215275 -0.00786418 -0.0178074
internal_weight=335.047 10.2992 324.748 25.9812 21.6137 19.5335 17.9498 12.4767 2.97263 298.767 264.168 20.8351 34.5988 24.3143 15.7688 11.7234 243.333 109.721 133.612 92.7734 16.9474 86.9658 74.5964 18.9761 55.6203 15.2162 7.34401 15.094 10.4828 6.02795
internal_count=4034 973 3061 910 456 272 218 186 71 2151 1978 262 173 115 128 112 1716 576 1140 467 109 426 378 105 273 82 52 83 68 49
is_linear=0
shrinkage=0.0209766


Tree=205
num_leaves=31
num_cat=0
split_feature=16 13 5 3 6 6 5 15 4 2 16 19 3 9 5 7 10 13 0 3 18 18 5 12 2 13 5 6 10 4
split_gain=12.8834 6.36776 5.10355 4.66689 5.15058 4.47771 5.33665 4.36358 6.03106 3.85967 4.50436 4.62554 6.81695 4.60077 4.18816 3.838 4.50034 5.99895 3.7409 4.84168 5.62297 3.37991 3.28098 9.32234 3.20439 3.13614 4.17087 3.1344 5.2763 3.00237
threshold=18.594956516900002 95.862351557400004 18.613387752550004 93.499196860750018 15.255356438950001 16.455384477450004 22.938948824900006 30.046989284200006 191.71186625420003 131.42729508740004 22.624947093000003 14.451165964200003 92.324340657750014 197.90890142995002 19.749058312400006 22.356277907050004 71.015621515800021 104.79878638300001 93.399723909900004 85.538672336450006 15.117211030200002 13.659439901750002 20.769304081650002 368.00406080990007 198.51835910855002 108.45777789855002 26.429668882900003 16.375382608200002 62.181348099150007 376.36865522600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 15 4 7 9 24 18 -9 14 11 13 -13 -11 -6 -3 -17 -18 -2 20 -20 27 -10 -24 -7 26 -4 28 -5 -29
right_child=3 2 25 21 5 6 -8 8 22 10 -12 12 -14 -15 -16 16 17 -19 19 -21 -22 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0032782140844554376 -0.0016021031078305025 -0.0044797031201838384 -0.0023731510951477681 -0.0057075578345891055 0.0008755434190980848 0.00031019168142793309 0.0026338836358249722 -0.0050995451631984691 0.00062525838266724182 -0.0014912513959179845 0.0027210737352569747 -0.0053771522970770111 0.00145126807836542 0.0025368733237215143 0.0036930023698990072 0.0031653700388890186 0.00029379885331530514 -0.0034520886123013176 -0.0031416931714016668 0.0040745984117193995 0.0023947062653645163 -0.0036209550314440946 -0.0059803217115866397 0.0031992022023874757 -0.0030179271119903602 -0.0038225259591730537 0.0026752984060406304 0.0006565926140579346 0.0011099252321051965 -0.0030865244264821935
leaf_weight=12.319408670067785 4.9929894655942944 2.691077133640646 7.5741970771923679 3.3414760548621407 10.623133420944212 28.679789043962955 14.242127478122709 4.0264099612832061 23.882506679743532 5.9347087293863359 22.038347095251083 4.3747734390199167 4.4047460779547691 15.055905502289532 31.136006161570549 7.1296648643910876 69.203047231771052 7.0744648762047282 4.2460682243108767 10.197485625743864 7.8373866602778435 3.4398234561085692 4.2523006275296202 2.7253873869776726 5.1182227805256835 8.8347105942666513 3.63624582067132 78.619046224281192 3.4783365651965141 3.3542684018611899
leaf_count=972 29 63 226 36 48 111 44 56 116 28 87 30 16 59 139 24 631 114 29 29 28 52 53 17 44 402 30 457 15 49
internal_value=0.000438444 -0.000641386 -0.000335345 0.000870603 0.00119792 0.00160605 0.000644501 0.000268154 -0.000639534 0.00209974 0.00139324 0.000410258 -0.00195129 0.001398 0.00297627 7.45996e-05 0.000221541 -5.36187e-05 0.0014292 0.00210849 0.000449242 0.000147466 -5.76251e-05 -0.00239493 -0.000193804 -0.00209615 -0.000735624 0.000293454 -0.00223041 0.000503428
internal_weight=414.464 118.463 106.143 296.001 203.768 141.608 48.0401 62.1605 34.8866 93.5676 51.8085 29.7701 8.77952 20.9906 41.7591 86.0983 83.4072 76.2775 27.2739 22.2809 12.0835 92.233 30.8602 6.97769 33.798 20.0452 11.2104 88.7931 6.81981 81.9733
internal_count=4034 2462 1490 1572 963 606 199 357 242 407 220 133 46 87 187 832 769 745 115 86 57 609 186 70 155 658 256 557 51 506
is_linear=0
shrinkage=0.00387461


Tree=206
num_leaves=31
num_cat=0
split_feature=16 13 5 15 10 10 0 0 4 16 16 16 13 0 0 19 13 18 19 10 6 10 13 16 6 15 3 10 10 8
split_gain=20.096 7.95417 7.21662 5.83271 5.36767 5.28633 4.25017 10.8136 5.586 4.08733 4.60662 4.05328 10.9927 6.71195 4.86342 4.45563 4.15279 4.00548 5.60144 7.93641 6.63733 5.42899 4.58965 3.92558 3.86867 4.07703 3.6067 3.56682 3.51259 3.34409
threshold=18.594956516900002 95.862351557400004 18.393720489900002 46.074827201850006 60.613977009100005 58.167480110400007 94.047642319350018 96.163458868000006 162.53166217615004 23.044946110900003 22.614947116400003 19.199955102150003 112.64908412395 91.937202686950016 90.407470010750018 13.851117550450002 113.97180552410002 17.399600107550004 12.851036860900001 71.015621515800021 13.65531905435 78.10777406390001 98.050756475600011 15.089964713100001 12.350288562550002 21.178773360300003 108.47659710545001 80.468240302450013 75.408562100950022 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 -1 17 4 5 26 11 8 -8 10 -5 -6 13 -13 16 -15 -14 18 20 -20 21 29 -23 -22 25 -24 -2 -27 -25 -3
right_child=3 2 -4 9 6 -7 7 -9 -10 -11 -12 12 14 15 -16 -17 -18 -19 19 -21 23 22 24 28 -26 27 -28 -29 -30 -31
leaf_value=-0.0025423871783127007 0.0011508688254185282 0.0017786376356699965 -0.0016695226413040462 -2.5907822821914192e-05 0.0022961341409155722 -0.0029292920823588593 0.00091231854751553786 0.0016453715090865226 -0.002905312197570612 0.002329980328913408 -0.0030746980733239453 -0.0040975463407526697 -0.0010587036157675865 -0.0020639103239076051 0.0027096965574284612 0.0013502416294186195 0.0011335782899733853 0.0016037935777332998 0.0015318698154071326 -0.0024471794872996675 -0.00058354759656058274 -0.0026118837162432346 0.0022994248838866188 0.00069933293614390241 -0.0018937851645864099 -0.0038736533070732816 -0.001984603637223247 0.0013597840758965509 0.0030014125969566154 -0.0034441134679148973
leaf_weight=14.633586094714699 11.385131053626539 1.1677704816684151 25.091439099982381 9.6838002577424103 21.072273746132851 5.4756537321954957 4.4388293400406864 15.355269595980642 10.42043726146221 2.9842222630977622 6.8880395684391251 4.6963129080832031 7.3051966875791541 5.4229990392923337 15.485023200511931 7.261273093521595 178.27864368259907 11.811902556568382 5.4776896778494146 15.853729389607905 7.0267284065485027 4.23226419836283 10.431366840377452 10.590020306408407 3.7785878181457511 1.9305901741608966 4.0356858484446994 2.3391979858279228 10.948254853487013 6.7568445969372988
leaf_count=972 57 13 674 68 79 85 30 47 98 10 104 46 34 34 55 28 713 67 24 247 32 122 34 41 44 52 84 8 26 106
internal_value=0.000369879 -0.000561119 -0.000314236 0.000766273 0.000867644 -0.000523832 0.000975441 -3.17686e-05 -0.00176489 -0.000740249 -0.00129313 0.0011025 0.000987354 -0.00118704 0.00117531 -0.000109436 0.00104728 5.40147e-05 -0.000173294 -0.0014254 0.000277863 -0.000643537 6.50976e-05 0.00126609 0.000678185 0.00133925 0.000330304 -0.00100652 0.00186952 -0.00267449
internal_weight=442.259 132.07 117.436 310.189 290.633 20.8965 269.736 30.2145 14.8593 19.5561 16.5718 239.522 218.449 17.3806 201.069 12.6843 185.584 92.3449 80.533 21.3314 59.2016 30.6366 22.712 28.565 18.4797 14.7012 15.4208 4.26979 21.5383 7.92462
internal_count=4034 2462 1490 1572 1390 226 1164 175 128 182 172 989 910 108 802 62 747 816 749 271 478 379 260 99 138 94 141 60 67 119
is_linear=0
shrinkage=0.00284985


Tree=207
num_leaves=31
num_cat=0
split_feature=16 13 15 16 17 10 10 17 17 3 16 16 10 16 3 4 0 7 4 16 19 0 18 10 13 8 4 4 14 10
split_gain=15.9717 6.37152 6.34582 5.99263 7.73438 4.86228 4.40826 4.13131 4.0226 3.70307 3.64717 3.86179 3.54325 4.96583 7.77325 4.26702 4.01408 7.8098 6.77589 4.98949 10.0163 3.40927 3.80336 5.75527 3.28171 3.41091 8.08737 3.14968 3.59173 4.17168
threshold=18.594956516900002 95.862351557400004 46.074827201850006 15.584963555600002 236.15709471040003 60.613977009100005 58.167480110400007 205.10400128480003 167.14057114020002 108.47659710545001 23.044946110900003 22.614947116400003 66.964115113200009 19.974953289850003 84.995603794150014 401.56478351400006 94.047642319350018 24.876210878000006 158.18845385165005 19.199955102150003 13.751109481500002 102.70985441565001 15.534338342150003 75.634392583900009 113.18408729185002 8.8430989333000021 168.01744813895002 164.18548070700004 234.57881148155005 70.389210771400016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 8 7 6 9 27 -3 -2 11 -4 15 16 -15 24 19 18 -18 -14 -21 22 23 -10 -7 -26 -27 -5 -29 -30
right_child=2 3 10 4 -6 12 -8 -9 21 -11 -12 -13 13 14 -16 -17 17 -19 -20 20 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0030178468406388262 0.0013968434479253086 -0.0020273743114674792 -0.00028127557963565511 -0.004466031318497047 0.0023949116759717903 0.0031508610879020646 -0.0035007110777896763 -0.0040652068452394358 0.00080945727420997978 -0.0025411246071400705 0.0026431838781715796 -0.0038177782600371381 0.0028581906671474324 0.0030434698192807847 -0.004709823715073563 0.0036541452514952696 0.0021760858364146224 0.0012083910081891415 -0.0046025168524133795 -0.0043568028702409417 0.0024117708363572943 -0.0025174638758896388 0.0017979757920991923 -0.0036152770968138283 0.0013021856395463939 0.0024346971273437024 -0.003130807180011384 -5.842516100789862e-05 0.00023621427938968811 -0.0041012173455982799
leaf_weight=12.348043596372007 10.894516311585905 7.5311773801222435 9.2994861286133546 3.467521638609468 6.4032415263354769 11.010534353554247 5.0543067101389161 7.9877743860706678 16.766514736227695 4.1133009679615489 2.7760143876075736 6.6021945960819712 18.084196910262111 2.362028755247592 5.1258957795798779 9.9700834527611715 2.517789766192438 17.4593266248703 6.8898916393518448 4.3521242141723615 7.3524652346968651 3.7645365875214329 29.332395195029676 4.7079818528145543 159.92170654982328 6.0438690334558469 7.1004043929278851 21.374083012342453 4.4196603791788203 7.4409043593332171
leaf_count=972 57 165 68 86 33 40 85 149 154 84 10 104 66 7 53 48 9 75 83 32 23 71 123 52 666 21 41 401 64 192
internal_value=0.000451514 -0.000605879 0.000898586 -0.000342768 -0.00123978 0.00103252 -0.000644406 -0.00176057 0.000395224 0.000317536 -0.0010967 -0.00174959 0.00116282 0.000442314 -0.00226409 0.00140099 0.000800006 -0.000191098 -0.00278835 0.0016939 -0.000104992 0.000729557 0.000970145 -0.000160604 0.00127895 0.00115986 -0.000571732 -0.00125899 -0.000924384 -0.00248494
internal_weight=422.474 125.544 296.93 113.196 51.0932 278.252 20.0621 44.6899 62.1026 15.0078 18.6777 15.9017 258.19 64.1437 7.48792 194.047 56.6558 26.867 9.40768 29.7888 11.7046 54.5714 50.8069 21.4745 184.077 173.066 13.1443 36.7022 33.2346 11.8606
internal_count=4034 2462 1572 1490 925 1390 226 892 565 141 182 172 1164 348 60 816 288 167 92 121 55 400 329 206 768 728 62 743 657 256
is_linear=0
shrinkage=0.00353616


Tree=208
num_leaves=31
num_cat=0
split_feature=13 0 10 7 7 7 17 5 8 14 19 17 13 6 3 13 3 3 3 0 6 2 15 8 3 16 6 2 8 6
split_gain=3.96904 2.19751 3.97273 3.54404 3.36639 3.68934 3.61266 2.80779 2.79967 4.73356 3.14389 4.55222 2.78525 2.34497 4.17832 3.39159 3.02453 2.79317 2.52439 3.62584 7.9028 2.67879 3.30075 7.39976 3.61136 4.23175 3.24381 2.90174 2.51992 4.47673
threshold=98.050756475600011 76.451683855550016 55.917240655200011 19.716522186550005 21.725272673150005 21.147833206800005 172.24349499320002 29.996566321350006 8.8430989333000021 168.39662374755002 14.351157895250003 206.35686538205002 116.35915634395 14.845346859150002 83.538459487450012 109.49014582065001 84.812788641250009 93.499196860750018 85.538672336450006 93.399723909900004 15.255356438950001 103.92649527695001 37.050691080100002 8.543332867800002 91.496295553550013 22.544947280100004 16.455384477450004 60.327272492300004 7.943800736700001 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 12 -3 5 6 -5 8 13 -10 -11 -12 -2 14 -6 16 28 18 -15 20 -20 26 23 24 -23 -26 27 -22 -16 -30
right_child=1 3 -4 4 7 -7 -8 -9 9 10 11 -13 -14 17 15 -17 -18 -19 19 -21 21 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0085146479325866591 -0.020955698090385201 0.015105483152449639 -0.020767352758464457 -0.019263478333959864 0.0023086364887645945 -0.020606174097833163 0.0076939331583797451 0.019547401329860267 0.0097767543273254449 -0.0014558919246889859 -0.029913222134804907 0.0023839956450360596 0.0059316756281021614 -0.0080408303146509985 0.011251782650293765 0.0011792847909848937 -0.020783612813081203 2.1812104359371012e-05 -0.014448425987578953 0.015183621361442462 -0.0031401228228794473 -0.028918389290936906 0.0058427897101490239 0.013840221518215566 0.011167203908732581 -0.016482434111751536 -0.00061534092751363125 0.016713758837375838 -0.020501146105608291 0.010386909604502607
leaf_weight=12.760285530937834 1.4828444235026816 6.2659688647836438 3.8429127072449765 2.2132431711070222 71.978254352230579 4.384553215932101 5.3996465494856238 2.8455200698226681 4.7354423711076405 5.5658148620277625 4.3701516268774867 2.0127429515123367 6.7753631621599197 4.5661688372492781 2.3069945438765007 12.149509802460669 6.3454345148056737 52.135847853496671 6.5712455175817004 10.91590892523527 2.6854642406106057 2.9081392586231214 59.979983750730753 5.2183449342846862 2.8992994055151939 4.4012958779931068 6.2578578144311896 17.297123029828072 4.4794318033382297 2.2140186578035355
leaf_count=1186 136 38 209 135 533 62 35 13 23 36 54 10 86 37 20 77 253 331 55 44 16 21 276 34 16 33 31 118 107 9
internal_value=0.00120706 0.00158852 -0.00584177 0.00187569 0.00160552 -0.00762155 -0.00014321 0.00198099 0.0018098 -0.00525846 -0.0112171 -0.0197288 0.00110378 0.00223814 5.7698e-05 -0.00583488 -0.0113881 0.00347166 0.00492565 0.00542263 0.00443805 0.00565901 0.00395729 -0.00337346 -0.0121725 -0.00550188 0.0105492 0.0140456 -0.00476408 -0.0102842
internal_weight=337.965 325.205 12.1011 313.103 306.837 11.9974 7.61289 294.84 291.994 16.6842 11.9487 6.38289 8.25821 275.31 99.4736 27.4954 15.3459 175.837 123.701 119.135 108.219 101.648 75.4071 15.4271 10.2087 7.3006 26.2404 19.9826 9.00045 6.69345
internal_count=4034 2848 431 2417 2379 232 170 2147 2134 123 100 64 222 2011 999 466 389 1012 681 644 600 545 380 104 70 49 165 134 136 116
is_linear=0
shrinkage=0.01777


Tree=209
num_leaves=31
num_cat=0
split_feature=13 9 9 0 6 15 18 16 0 14 7 6 9 9 2 7 10 19 2 6 12 14 4 17 18 18 7 19 18 10
split_gain=3.62709 2.20537 3.29204 3.11043 4.89303 3.42109 2.45099 5.7316 4.27488 3.56428 6.25998 2.96098 2.58281 3.0498 2.35643 2.56555 3.82895 3.27064 3.05386 3.83083 2.98746 4.79052 2.9423 2.40726 2.29436 4.00939 4.1099 4.22956 2.22198 2.16156
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 13.843998451900001 22.654947022900004 86.692020874450009 195.25924573520004 23.109894804950002 16.525386113000007 196.26893085885004 194.31002311890003 56.478612905150008 19.078733418100004 61.853356207250009 13.851117550450002 319.18044405035005 17.475408310100004 134.98489220775002 240.28931515145004 158.33173836080002 193.46017548480003 13.314799198000001 13.258241318650002 22.695144739300002 14.351157895250003 14.053554955550002 61.966271448700006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 14 -3 4 -4 -6 9 8 -8 -5 24 -12 13 -10 -2 17 -17 18 19 -16 22 -22 -18 -23 25 26 -11 -28 -25 -14
right_child=1 2 3 6 5 -7 7 -9 12 10 11 -13 29 -15 15 16 20 -19 -20 -21 21 23 -24 28 -26 -27 27 -29 -30 -31
leaf_value=-0.022067963720034105 0.016066655441703531 0.009781950859283484 -0.026360152179519345 0.010908977606008412 -0.027232941198421699 0.0032004700654206806 -0.031116851574020457 0.021835062073762887 -0.0020844948331868863 0.0050757718720012357 0.0088448389079202449 -0.006540604993672385 -0.021215912711650416 -0.021702082613603176 0.020293824424304597 -0.031559754175052537 0.01487213414332305 -0.024421982762690343 -0.02393428485828623 -0.024491156988936232 0.010577000401844245 -0.028416818454643451 -0.026993525639968371 0.023325764875969778 -0.021718645447344937 0.012258985976375992 -0.038505827849629665 -0.0053126470664015234 -0.022647762707640639 0.00154015891645731
leaf_weight=3.1267851155716917 2.683841274585574 25.059507589787245 4.6780526032671359 31.444513939321041 2.0342651372775427 13.336259733885525 2.1417380794882765 5.7274878323078147 13.669624228030445 4.6715736538171821 39.512300986796618 7.0426864698529235 2.0282764956355086 5.2377491984516373 6.5407931795343739 3.2131653998512801 0.98003818700090306 1.6659525444265444 1.1670224172994492 1.0606828394811598 7.9483008859679085 3.1466312704142183 4.4195147438440472 1.0907473713159563 4.4500516168773165 5.0459703244268885 3.5070483088493347 3.8460544124245644 0.93126407684758294 120.22883168654516
leaf_count=797 17 126 112 168 50 100 24 37 167 21 158 35 14 72 37 145 6 51 32 106 79 160 238 4 27 20 25 21 91 1094
internal_value=0.0013645 0.00158753 0.00220451 0.00149757 -0.00678507 -0.000827345 0.00216566 0.0003918 -0.000465218 0.00482204 0.00201046 0.00651738 -1.73959e-07 -0.00751899 -0.00361179 -0.0052538 -0.00953196 0.00365545 0.00898997 0.0140447 -0.00570948 -7.5978e-05 -0.0193948 -0.0164581 -0.00773921 -0.00409499 -0.0109577 -0.0211441 0.00215205 0.00116263
internal_weight=331.637 328.51 293.662 268.602 20.0486 15.3705 248.554 149.034 143.306 99.5202 68.0757 46.555 141.164 18.9074 34.848 32.1641 21.7297 10.4345 8.7685 7.60148 18.5165 13.1169 5.39955 5.16864 21.5207 17.0706 12.0247 7.3531 2.02201 122.257
internal_count=4034 3237 2271 2145 262 150 1883 1408 1371 475 307 193 1347 239 966 949 723 226 175 143 578 334 244 255 114 87 67 46 95 1108
is_linear=0
shrinkage=0.0218597


Tree=210
num_leaves=31
num_cat=0
split_feature=13 16 15 18 15 19 18 16 17 9 19 15 5 3 19 10 17 16 8 8 19 16 16 16 0 3 6 16 7 0
split_gain=3.24457 1.97644 3.05322 3.64698 3.35805 3.70126 2.94851 2.53733 2.47976 2.31807 2.68597 2.09195 2.49981 2.15614 2.40348 1.90003 3.1178 2.42858 2.00214 1.57938 2.18991 1.55154 2.41735 1.52213 1.61353 4.43182 4.2147 4.8952 3.81439 2.97178
threshold=92.38617519475001 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 17.551307094650003 17.809958352600002 162.13109061465002 213.27127849780001 13.251069136700002 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 70.389210771400016 174.23065882520004 15.524963695900002 7.5441126493500006 5.9453602998000008 13.151061067750001 17.874958200600002 16.859960574100004 18.734956189500004 91.394134144600017 84.643415779050017 14.745344522600002 19.974953289850003 24.225158517200004 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 4 -4 5 8 15 -8 -2 -5 -11 23 -13 -14 -15 16 -7 -17 -19 20 -18 22 -10 -3 29 -26 -27 28 -28 -25
right_child=1 11 3 9 -6 6 7 -9 21 10 -12 12 13 14 -16 17 19 18 -20 -21 -22 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=-0.018331083998003039 -0.020218380781304751 0.012790036947523255 0.010347880465344352 -0.023131096674370199 0.012722630641883712 -0.026841855510902762 -0.0076532899074268825 0.019856970602188231 0.0025030687243726016 -0.021403182747185532 0.015432911951830986 -0.02272122375853786 0.016022756963304654 0.0096415545502631841 -0.010117614102988946 -0.0009042912386239742 0.012190661099870765 0.00065092503001055709 -0.022074704653516262 0.018522508570233881 -0.022682184311660233 0.020410127569514772 -0.020536792943205179 0.002478465668375313 0.0066654959174210103 -0.019836566828797898 0.010500160240122514 -0.018090699670906627 -0.010323649801666066 0.012312282928937339
leaf_weight=2.8316104200202963 1.65915624401532 4.7123900279402724 2.1814504172652942 5.2811623765155673 6.4569062325172117 1.2178005899768383 2.1779657974839202 2.2528351470828056 50.038030412746593 1.2555562816560271 1.3642656672745941 2.1372652212157837 1.9651944115757931 2.7910067746415717 7.490360789000988 3.5061003235168746 1.3064066367223861 1.5162487039342512 8.2349095372483117 1.8920124769210813 1.0919215250760315 1.525167635641991 1.5507642335724074 159.73799534887075 15.075621012598274 5.5294532440602806 9.0865673795342463 4.4915588535368434 4.2711863555014125 10.839146021753548
leaf_count=797 154 29 27 195 39 107 30 15 658 39 10 40 6 18 118 30 14 73 172 8 69 7 72 978 66 93 34 48 29 59
internal_value=0.00103845 0.00120845 -0.00100156 -0.0104542 0.000127305 -0.000915757 -0.00700051 0.00633427 0.00166111 -0.0161977 -0.00222088 0.00212401 -0.0045849 -0.00141975 -0.00475374 -0.0101491 -0.00117724 -0.0138767 -0.018541 0.00610758 -0.0036864 0.00234458 0.00181049 0.00257548 0.0023452 -0.00101778 -0.00597228 -0.00167733 0.00384168 0.00310335
internal_weight=325.468 322.636 94.5087 10.0824 84.4262 77.9693 23.1962 4.4308 54.7731 7.90098 2.61982 228.128 14.3838 12.2466 10.2814 18.7654 5.50814 13.2573 9.75116 4.29034 2.39833 53.114 51.5888 213.744 209.032 38.4544 23.3788 17.8493 13.3578 170.577
internal_count=4034 3237 1719 271 1448 1409 518 45 891 244 49 1518 182 142 136 473 198 275 245 91 83 737 730 1336 1307 270 204 111 63 1037
is_linear=0
shrinkage=0.0181742


Tree=211
num_leaves=31
num_cat=0
split_feature=6 16 19 6 3 13 19 3 6 15 2 5 10 15 2 18 17 15 5 10 18 17 10 19 4 6 9 18 18 4
split_gain=3.03864 1.87194 2.19297 2.20719 1.67164 1.99723 1.56269 2.69565 3.84524 2.95393 2.37744 2.30943 1.95333 3.99137 1.77005 1.98943 3.35862 1.60716 1.90352 1.68558 1.62689 1.54081 2.24278 1.49294 2.01205 1.92836 4.37473 2.84176 2.87141 1.90052
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 108.47659710545001 120.87576600310001 11.850956171350001 81.105404879350019 11.175261108200003 23.292710050100002 81.787075821300007 16.632399885950004 76.279622535200005 21.178773360300003 237.82463207520001 17.551307094650003 200.26331585350002 46.683480308100009 25.322158499750007 62.025417527550012 15.751016342950003 212.37354083175003 65.687097501250022 14.651182102100002 137.02556730370003 17.475408310100004 226.28914430085004 13.24088655595 13.154691941050002 244.52697497700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 6 -6 -3 8 14 -10 -11 -12 13 -9 15 16 -8 20 -19 -20 21 23 -23 24 -15 29 27 28 -27 -26
right_child=1 4 -4 -5 5 -7 7 12 9 10 11 -13 -14 17 -16 -17 -18 18 19 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.018388267061900936 -0.018478833307107166 0.0079747095572474808 -0.020576280279193053 0.0042740640789546034 -0.019550486611156437 0.014101484167978006 0.011375179648708609 -0.021404163224979327 -0.021499082956376279 0.012406234860235975 -0.021491808939167259 0.0031888459559968 0.011527416674981021 0.011524491589285563 -0.012657348321051419 0.016112593024933602 -0.02181132812150844 -0.016729213337644142 0.0053442803632970078 -0.014277855547382355 -0.011065859350964656 0.01930889707712188 -0.0012547998908983581 0.0080494287702778129 0.0029539379204674694 -0.014422250322153858 0.017361864654059065 -0.031978006615886803 0.01594823877782843 -0.00060015041536118352
leaf_weight=2.6397739236708722 1.8682765495032052 11.708578683901576 2.6844807676970959 5.5176591190975159 2.4541414617560799 0.75494073331356037 2.5442542405799049 2.4683878934010854 5.4296283014118654 2.0957408361136913 2.7949413787573576 2.2324883639812469 6.5103866066783658 6.4800902353599659 1.8069243635982264 4.0742798279970884 1.6429605912417171 3.2518507749773544 5.215307554230094 1.9761292883194981 3.0799973192624739 4.0440633893012992 3.0424455311149359 12.338534183800219 133.89997342228889 3.857391045894472 1.9267928227782247 1.9508469766005871 1.3850100040435789 77.913533070124686
leaf_count=659 278 88 235 103 172 14 19 79 103 11 55 30 31 31 54 27 37 57 39 40 49 28 21 61 1018 75 9 31 5 575
internal_value=0.000943313 0.00110432 -0.00657146 -0.00148129 0.0013562 -0.0116338 0.00149348 0.00123356 -0.00476537 -0.0114461 -0.00378329 -0.0105321 0.0017374 0.00149489 0.00356387 0.00711172 -0.00164639 0.00171199 -0.005242 -4.7671e-05 0.00200258 0.00216564 0.0104803 0.00191988 0.00158731 0.00129585 -0.00685033 -0.0133358 -0.00639855 0.0016466
internal_weight=319.59 316.95 10.0704 7.38594 306.88 3.20908 303.671 291.962 22.6212 12.5528 7.12317 5.02743 269.341 262.83 10.0684 8.26149 4.18721 260.362 10.4433 7.19144 249.919 246.839 7.08651 239.752 227.414 220.934 9.12004 7.19325 5.2424 211.814
internal_count=4034 3375 616 381 2759 186 2573 2485 336 199 96 85 2149 2118 137 83 56 2039 136 79 1903 1854 49 1805 1744 1713 120 111 80 1593
is_linear=0
shrinkage=0.0180931


Tree=212
num_leaves=31
num_cat=0
split_feature=6 17 9 9 15 8 14 12 17 19 8 16 13 6 3 2 18 0 16 18 18 9 12 4 18 4 5 15 17 4
split_gain=2.71973 2.12695 1.48914 1.70466 2.12889 1.62067 4.55306 3.02513 2.86695 2.492 2.09035 2.09902 3.6511 4.34472 3.95499 2.78868 2.75728 4.29812 4.01653 3.61717 4.29507 2.457 5.16585 2.54764 2.1798 2.28597 4.83711 5.81625 2.43841 2.77274
threshold=5.1651206822000004 159.58247398035004 233.77854820110002 227.07958281845004 50.314162856800003 8.8430989333000021 168.39662374755002 113.54869230380002 181.44667750215004 14.651182102100002 8.7431769115000026 22.764946765650006 117.61735474900001 16.535386346650004 93.819123378250012 112.79372507800001 13.552878921100001 86.329079026800017 22.624947093000003 13.531614672700002 13.4793103924 196.26893085885004 210.43057429700005 161.32746469610001 13.431026577400003 245.59135436325002 24.041678002600005 39.540459766400012 188.95754880325003 227.16561897400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 5 9 -7 -8 -9 10 11 12 16 -14 -15 -16 19 -18 21 20 24 22 23 -19 25 28 27 -27 29 -3
right_child=1 2 -4 -5 -6 6 7 8 -10 -11 -12 -13 13 14 15 -17 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.020029657629694043 -0.021946637896288933 -0.0016923888282777124 -0.014229049183339074 0.012313737543765114 -0.018095212536719262 0.0069619883271563538 -0.036533677799840875 0.0087387692964930302 -0.015247010775029815 0.01151173924816973 0.0095076395103109099 0.012063895710149153 -0.0012355396368681382 -0.039418598546518857 0.0051689371768377027 -0.024062458392906355 -0.027119602311666192 -0.017220544736482636 0.013240806414337555 0.019061411504411457 -0.024365916748228161 0.00083361469378648528 -0.030661767206003682 -0.00023321176717197903 0.017172332400889275 0.0084106281797482699 0.0056436949686779368 -0.026950324059920636 0.010971697425881412 0.012116170774836238
leaf_weight=2.391903649782761 1.5525910442229349 21.875033423071731 2.4141112975776187 5.4106826197821638 2.2256913939490905 8.0781130939722079 1.7274077488109458 2.767712193541227 6.5008797915652394 9.6518742884509248 11.591355117037891 6.4463423341512671 19.065939901396636 2.4686841145157805 2.6272869473323226 2.4634034722112119 2.2646279488690189 4.0717458892613712 8.7552730590105039 6.0661213025450698 2.1368873952887943 106.84499595290981 2.8935313175898036 22.137449906207621 4.6010035206563762 2.8034746395424035 11.361845753621308 5.1237166859209538 18.840550869703293 7.6442782231606534
leaf_count=659 216 322 65 55 48 57 19 21 68 43 62 28 99 19 27 70 48 33 53 62 18 1082 114 360 31 28 145 36 93 53
internal_value=0.000936494 0.00109702 0.00121211 0.00133296 0.0011369 0.0012792 -0.00428861 -0.0125538 -0.00808457 0.00165615 0.00130653 0.000941602 0.000659377 -0.00625585 -0.0189179 -0.00897624 0.00146898 -0.00013896 0.000283292 0.00440629 0.00321119 -0.000551194 -0.00563525 -0.00287229 0.00402682 0.00313275 -0.00261206 -0.0144448 0.00542415 0.00188346
internal_weight=314.805 312.413 310.86 308.446 303.035 300.81 19.0741 10.996 9.26859 281.735 272.084 260.492 254.046 26.6253 7.55937 5.09069 227.421 146.968 144.703 80.4529 74.3868 135.948 29.1027 26.2092 72.2499 67.6489 19.289 7.92719 48.3599 29.5193
internal_count=4034 3375 3159 3094 3039 2991 165 108 89 2826 2783 2721 2693 215 116 97 2478 1690 1642 788 726 1589 507 393 708 677 209 64 468 375
is_linear=0
shrinkage=0.0197371


Tree=213
num_leaves=31
num_cat=0
split_feature=16 8 16 3 6 5 12 6 15 6 5 10 6 16 16 9 6 19 5 3 6 16 18 8 8 19 16 18 13 16
split_gain=12.0303 5.0174 5.18086 4.09364 3.70307 4.62213 7.82563 3.77466 5.71595 6.6199 3.72281 3.66477 4.49207 4.05672 6.84034 4.74073 3.60051 3.28998 3.25777 4.32351 7.27725 3.21844 4.00454 2.82773 2.6989 2.68965 6.16924 3.63947 2.67474 3.80658
threshold=18.594956516900002 5.9453602998000008 18.404956961200003 93.499196860750018 15.255356438950001 20.769304081650002 368.00406080990007 16.455384477450004 36.548474543700003 16.565387047600002 23.730745871350006 81.479100559500012 13.200308423050002 15.584963555600002 17.809958352600002 191.72037998490001 16.705390318750002 12.551012654050002 13.154029769200003 81.105404879350019 12.350288562550002 15.404963976500001 15.981927061500002 7.1444245619500011 7.7439566930000003 14.451165964200003 22.614947116400003 13.843998451900001 116.60649449195002 21.094950670800003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 4 5 -2 -7 10 9 -9 25 13 23 18 15 -15 -11 -17 -3 20 24 22 -21 -13 -20 -6 27 -27 -5 -30
right_child=3 2 -4 28 7 6 -8 8 -10 16 -12 12 -14 14 -16 17 -18 -19 19 21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0023763629347195335 0.00083931814888882805 0.0040566659551053335 -0.0040871078034265557 0.002281097150927937 0.0028103185203199655 -0.0060444748780014166 0.0031131678693545649 -0.0046353738611781149 0.0018431791218267253 0.0025583885621827786 -0.0011515463042885128 0.00090121175637161016 0.0022747916857791791 0.0026715156895152029 0.0014699877925579664 0.0007485576678472911 -0.0019718379084624526 -0.004384616601441035 0.0031630687718160392 -0.001772804693809437 -0.0039998240997993831 0.0033511915710121329 0.0030152582967094927 -0.0045348209719870934 -0.00090714915018264887 0.0015339797878692705 0.0032706974600088482 -0.0032871631293223823 -0.0044079680923896428 0.00014588168909125362
leaf_weight=21.398380573838949 52.997809095308185 5.4060494825243941 5.2960948664695016 9.0663412436842901 59.545721538364887 4.2350690551102153 2.3859010562300682 5.7864658981561687 28.322978094220161 6.8034053444862348 5.225952871143817 1.9847490396350602 3.0349584799259892 2.4222312644124093 12.075614395551382 2.489936936646699 4.9617511257529259 11.351424233987926 5.8277282714843768 6.4515356849879044 6.9902032054960719 11.75703316926956 5.1269822642207146 7.39982122881338 4.9083810113370419 4.6831268519163149 10.780006885528563 5.6506971195340157 3.133114122785627 71.760360885411501
leaf_count=1280 287 19 157 63 264 53 17 51 97 25 39 82 18 10 117 19 26 178 20 35 90 30 15 364 28 17 49 38 103 443
internal_value=0.000493689 -0.000611584 -0.000203431 0.000950995 0.0012776 0.00044132 -0.00274447 0.00165601 0.000719437 -0.00109394 0.00215626 3.23723e-05 -0.00200203 0.000370125 -0.000835794 -0.00254782 0.000647844 -0.0034612 0.00110557 0.000717045 -0.000788585 0.00186076 0.000347356 -0.00338515 0.00130223 0.00237058 0.00113041 -0.0011023 0.000206516 -4.46253e-05
internal_weight=389.26 113.921 92.5227 275.339 191.379 59.6188 6.62097 131.76 45.8746 17.5516 85.8855 87.2266 12.4195 74.8071 28.3392 16.2636 11.7652 13.8414 46.4679 41.0619 17.7263 23.3356 11.5785 9.38457 10.7361 80.6596 21.1138 10.3338 83.9598 74.8935
internal_count=4034 2462 1182 1572 963 357 70 606 199 102 407 1025 464 561 324 207 51 197 237 218 138 80 50 446 48 368 104 55 609 546
is_linear=0
shrinkage=0.00404408


Tree=214
num_leaves=31
num_cat=0
split_feature=3 9 9 0 6 15 13 3 7 7 3 13 13 17 16 18 5 18 0 2 7 16 13 15 19 7 4 5 18 14
split_gain=2.52983 1.86995 2.486 2.8354 4.29223 3.02253 2.08224 3.84961 2.03994 3.29271 2.3876 2.31998 2.83772 2.09817 1.92451 3.05375 2.73301 2.25978 3.33178 3.3063 4.61879 3.36182 3.10062 2.61091 2.4653 2.22767 2.64131 2.18543 2.92129 5.40084
threshold=71.961958777700019 181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 121.87049551135001 94.421337999450017 20.861906850000004 21.844899366700002 103.00289635185001 116.35915634395 116.60649449195002 168.59667799010003 22.654947022900004 13.820816557100002 22.53967987815 13.843998451900001 86.692020874450009 132.99388411665004 23.109894804950002 22.614947116400003 117.56896250265002 37.491361913600009 14.451165964200003 23.225757870600003 168.01744813895002 24.279163357700003 14.118140587000001 273.54171774295008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 8 -3 4 -4 -6 7 -7 10 -10 13 -12 -13 -2 17 16 -16 19 -19 21 22 23 -21 25 -22 26 -5 28 29 -20
right_child=1 2 3 14 5 6 -8 -9 9 -11 11 12 -14 -15 15 -17 -18 18 27 20 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.02002599020165494 -0.0074219901768833437 0.0077108352148600838 -0.023661644966970628 0.0088412090366485133 -0.024554808929919136 0.010814388928136966 0.017184682394267164 -0.013674641712831828 -0.025229174324901755 -0.0035513435229428559 -0.022698155115130174 0.012947904063123024 -0.012961766790763794 0.015300108743741074 -0.0069670647826248593 0.019663334343752083 0.009671136672927955 -0.026831842794680427 -0.0024862962011420122 -0.020650131060846191 0.00088317075006827839 -0.0080311563494832802 -0.00060315418824428773 0.021452202362062064 0.013731802156898829 0.014384945277640939 -0.0090039586682799811 0.018561529483528551 0.00062273630241498664 -0.030909356775277501
leaf_weight=2.2195754954591385 2.1697713059838923 23.614483823301271 4.2791776224039522 8.8215529657900387 1.8811148451641191 4.7522833971306664 2.8056373298168173 5.2357421079650521 3.5801330041140309 11.308419361361301 2.321028598234987 3.3385254750028253 3.2253636275418103 5.7743024709634483 6.5290044769644764 5.6571883261203757 9.2729849442839605 1.8353268653154362 12.410136187449096 5.81233570165932 23.342899918556217 4.3420659452676764 6.1753621362149715 6.6157168895006171 7.7094510197639456 10.405150696635245 5.0682105869054785 2.3898863568902007 117.2638755494263 3.280220851302146
leaf_count=643 68 126 112 41 50 22 12 66 164 413 193 32 191 54 33 40 38 24 93 42 103 20 29 21 27 87 31 7 1228 24
internal_value=0.000931113 0.00108058 0.00159498 0.00103058 -0.0063012 -0.00123888 0.00218938 -0.00202281 -0.00345244 -0.00876404 0.00124671 -0.00576962 0.000216411 0.009094 0.0016171 0.00724312 0.00279663 0.0010568 -0.000467312 0.00372725 6.34347e-05 0.00820041 -0.0103231 0.0104805 0.00407314 0.00749279 0.00232972 -0.000109797 -0.000445419 -0.00842841
internal_weight=313.437 311.217 279.5 255.885 18.954 14.6748 12.7937 9.98803 31.7175 14.8886 16.829 8.88492 6.56389 7.94407 236.931 21.4592 15.802 215.472 137.179 78.2927 43.04 35.2527 11.9877 30.9106 31.0524 24.2949 13.8898 135.344 132.954 15.6904
internal_count=4034 3391 2276 2150 262 150 100 88 1115 577 538 416 223 122 1888 111 71 1777 1376 401 201 200 71 180 130 159 72 1352 1345 117
is_linear=0
shrinkage=0.0196999


Tree=215
num_leaves=31
num_cat=0
split_feature=6 16 16 16 0 10 7 6 16 2 5 10 18 8 6 3 9 2 2 17 8 10 4 7 7 16 15 16 10 8
split_gain=2.39172 1.50857 2.1143 2.08211 1.37615 3.36958 2.36789 2.53004 2.66179 2.1327 1.66847 1.81855 3.88949 2.27387 1.63874 3.61619 3.42262 2.96287 2.17739 1.69932 2.14363 1.6761 2.7304 2.06233 3.95316 1.59964 2.7507 2.87756 2.3732 2.14993
threshold=5.1651206822000004 12.644970430600003 9.719977270450002 9.2849782877000013 85.667718326750006 61.87486387225001 19.506002767000002 16.545386580300001 22.664946999500003 319.18044405035005 32.00428233840001 60.613977009100005 11.862896247150001 10.441851282850001 14.825346391850003 83.538459487450012 201.61239113610003 358.29672450355002 253.13454704850002 189.50863627480001 8.543332867800002 70.776348742200014 162.53166217615004 23.822419043000004 20.873561687950005 18.764956119400004 21.092276343250003 15.039964830000001 80.468240302450013 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 -2 5 9 -7 -8 -9 10 11 12 -3 -14 15 18 21 19 25 -18 -21 23 -23 24 -17 26 29 28 -28 -6
right_child=1 4 -4 -5 14 6 7 8 -10 -11 -12 -13 13 -15 -16 16 17 -19 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.020559898359279315 -0.021560732703179694 0.0062280184359340832 -0.015974742374177571 0.019615335706601303 0.012346434023572026 0.021852706350003394 -0.026260234975568262 -0.023101331787335172 0.012086236702121889 -0.022598990604965945 0.016454702429594487 0.0066993522595197872 -0.02119194583116759 0.017211964591465935 0.0029931412469433043 0.013205959824274855 -0.00083259408187782448 0.020205486693202095 -0.013501971509039055 -0.027681407973101115 -0.0013039233093969367 0.0093115693654861158 -0.023998282486695881 0.011468942299240928 -0.021855058191794882 0.009867237863152762 -0.023865311513799805 0.00085832485655310486 0.0013909111106459259 -0.0024769263188446668
leaf_weight=2.1263838841114184 0.72043444518931155 6.4047467696946203 4.775638037128374 1.692630977835506 13.098506667185577 0.72610381059348483 4.6347739184275252 1.5930420625954869 1.9893790669739244 1.4821565626189102 3.0731984660960725 10.613555706106125 5.2385880118235946 0.72185909003019322 165.19277866277844 2.4398303944617528 1.8043268425390095 0.87923963041976172 3.5160901742056003 6.5701585998758656 1.5709548904560504 1.6251787208020676 2.6867003587540239 6.0873878803104162 2.8918094551190734 11.218468874692915 3.9347122020553789 31.112512644380331 2.506104638800025 5.8131377249956122
leaf_count=659 174 145 373 19 99 4 182 139 7 43 44 61 182 3 967 18 32 11 90 205 16 11 75 34 28 37 44 264 22 46
internal_value=0.000879853 0.00102854 -0.00815462 0.00732199 0.00124901 -0.0024433 -0.0132613 -0.0163642 -0.00356108 0.00107049 0.0024171 0.000539697 -0.00474739 -0.0165409 0.00176123 -0.000320542 -0.0067091 -0.0154884 0.00206223 -0.0186439 -0.0225915 -0.000667965 -0.0114436 0.00340095 -0.00581066 0.00287077 0.00148071 -0.00169659 -0.0140382 0.00778997
internal_weight=308.74 306.614 7.1887 2.41307 299.425 36.4774 8.9433 8.2172 3.58242 27.5341 26.0519 22.9787 12.3652 5.96045 262.948 97.7551 26.5556 10.8247 71.1995 9.94544 8.14111 15.7309 4.31188 11.419 5.33164 67.6834 56.465 37.5533 6.44082 18.9116
internal_count=4034 3375 566 193 2809 810 332 328 146 478 435 391 330 185 1999 1032 430 264 602 253 221 166 86 80 46 512 475 330 66 145
is_linear=0
shrinkage=0.0202855


Tree=216
num_leaves=31
num_cat=0
split_feature=13 9 0 10 18 16 10 16 16 13 2 5 17 7 15 15 15 5 10 17 5 16 17 15 19 6 15 16 6 9
split_gain=4.65532 3.07996 2.57802 4.0787 3.11996 5.63157 3.99936 2.7954 2.79074 3.37392 3.0258 4.03477 2.90203 2.76399 2.73824 4.56794 2.65662 2.63981 3.43202 5.34446 3.47819 3.23324 3.28466 3.21614 3.71178 3.58689 2.54201 2.94185 2.48733 3.6772
threshold=98.050756475600011 38.295222230400007 85.667718326750006 61.87486387225001 13.843998451900001 22.634947069650003 61.966271448700006 23.344945409400005 22.514947350300002 115.68166489510001 132.99388411665004 22.580289596950006 199.03437346465003 19.506002767000002 33.423812040500003 31.233764884050004 19.763739472850002 20.204934414350003 62.041548276350007 195.42788627465004 23.545618314050007 22.604947139800004 188.83172615260003 41.492094664050008 14.351157895250003 16.535386346650004 42.841315546000011 23.314945479550005 17.475408310100004 228.88999534805001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 6 -6 26 9 10 14 -12 17 -5 15 -4 -8 -10 20 21 23 -20 -23 24 -19 -26 27 28 -3 -30
right_child=1 2 4 13 5 -7 16 -9 12 -11 11 -13 -14 -15 -16 -17 -18 18 19 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0025164032457575141 -0.0062861823676147871 0.00041531799428117682 0.0027549661656174067 0.0054797900293229364 -0.0074277220964241259 0.0041608561247900465 0.0022674737670441208 -0.0069547666564177598 0.0034459823782916994 0.0046893598902867243 -0.0060529810014537727 0.0021024976805813704 0.0041764955731028895 -0.0041658841611877427 0.004597370778909286 -0.0037228696368967426 -0.0001309058506767246 -0.0020695747227916874 0.0017611477415067722 -0.0058596352432509465 -0.0013866413348477252 -0.0058386055021392548 -0.00015345388450518476 0.0044258777466792817 0.0032298949923015414 -0.001628085276146984 0.003270105169230925 0.0064826666023290588 -0.0048605453330293098 0.0058266264448417013
leaf_weight=13.622230583103372 1.718083239160477 16.240953363478194 10.198529643937951 0.84109913930296798 1.8644221276044834 8.9679344743490201 13.248923173639922 1.333389252424239 7.6064146831631652 11.977156504988669 2.9160281419754019 3.4412565352395177 6.2381199002265921 9.5496915075927955 8.6732044443488103 3.9217886775732032 129.28384516574442 7.5826790407300022 12.234707020223146 5.0446196235716334 11.227017885074018 3.8624675422906867 8.3850989751517755 9.44830624014139 16.616198368370537 5.1900628209114066 7.1121085844933978 1.6048507392406453 5.6834599201101801 0.98256978392601002
leaf_count=1186 73 227 56 4 16 54 79 16 37 79 26 24 22 334 30 21 1136 35 50 34 61 33 38 28 61 26 30 4 211 3
internal_value=0.000406422 0.00052599 0.000561319 -0.000598427 0.000735921 0.000238538 -5.06129e-06 0.000280155 0.0013028 0.00241004 0.00147354 -0.00163835 0.000815421 -0.0033851 0.00234146 0.000955807 9.2032e-05 0.000574969 0.00030059 -0.0010787 0.00111407 -9.35789e-05 -0.00194636 0.00183697 0.00100466 0.00207366 0.000585207 -0.000193816 -0.000661566 -0.00328526
internal_weight=346.617 332.995 331.277 43.3481 287.929 153.365 144.397 32.9573 134.564 41.128 29.1508 6.35728 93.4357 10.3908 22.7935 14.1203 142.533 87.1976 79.5912 29.5269 50.0643 24.4823 12.2476 38.8372 29.3889 21.8063 31.6239 24.5118 22.907 6.66603
internal_count=4034 2848 2775 829 1946 1285 1231 491 661 236 157 50 425 338 107 77 1215 403 366 155 211 121 71 150 122 87 475 445 441 214
is_linear=0
shrinkage=0.00510104


Tree=217
num_leaves=31
num_cat=0
split_feature=16 13 6 3 10 16 3 6 2 19 15 5 18 6 10 16 0 8 5 6 0 10 6 0 10 16 5 0 9 8
split_gain=7.48037 4.05178 3.60793 3.32828 3.63488 8.28192 3.55103 4.64891 4.23311 3.18369 4.47234 4.71916 4.39457 3.77571 7.00365 3.58689 3.89512 3.14804 3.07375 7.64303 3.06908 4.85317 3.02829 3.2892 2.99192 4.24715 5.86987 4.19249 6.56139 2.92784
threshold=18.634956423400002 92.38617519475001 15.51536251395 93.499196860750018 64.407391431150018 20.959950986500004 91.017750006350013 16.585387514950003 103.92649527695001 12.851036860900001 24.273602154900001 15.120347274900002 14.937945183950001 13.65531905435 78.10777406390001 18.404956961200003 94.114853772600014 7.2443465838000014 21.089169479000002 16.355382140900002 102.70985441565001 87.030766598900016 13.78532209185 97.39208423365001 66.964115113200009 19.974953289850003 17.679107616400003 90.407470010750018 191.98656730705002 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 -1 9 4 6 24 -2 8 -8 13 17 -12 15 14 29 -13 -17 -11 19 -10 -16 -22 -15 -24 27 -26 -27 28 -6 -3
right_child=3 2 -4 -5 5 -7 7 -9 18 10 11 12 -14 22 20 16 -18 -19 -20 -21 21 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0038628419459768252 0.0031507234316580151 0.0024710379112861448 -0.0032016439519994421 9.7801255554438391e-05 0.0026432762307271795 -0.0042916496266089243 0.0031914456979248293 -0.0024960724175191202 0.0015818979826600014 -0.00013349957351271342 0.0026062385568813426 0.0024899214316789235 -0.0043962073312173661 0.0035200120069727595 0.001086062659212037 0.0036807751355119635 -0.004672341910161225 -0.0047734875812434239 0.0013771594674256589 -0.0046535826042316802 -0.0032933817892809663 0.0069149213800101562 0.0016601699953585349 -0.001207128766648671 0.00066304268909361309 0.0025194005500090186 -0.0050013410044036904 0.0038733752960708901 -0.0031580125370096351 -0.0044123705503217314
leaf_weight=4.854057394899427 15.971277259290217 1.0233695758506636 5.8711445135995737 82.877154938876629 7.5438061356544512 5.0931595116853705 15.587782867252825 4.6982335299253455 7.662207178771494 3.1321206167340296 6.2663782550953355 4.6352813364937884 4.6552440971136084 6.8537166006863108 21.366870711557571 1.114338658750057 2.9910374451428652 6.6233996357768774 52.931852132081985 4.5603235065937042 5.2923501781187943 0.77670051809400309 16.798275335691873 8.9017720296978933 47.278680425137281 2.240468703210353 4.6246459260582924 9.2563365176320058 4.5427956804633141 7.3754722028970718
leaf_count=797 75 14 354 608 28 32 97 24 33 69 62 34 120 22 221 5 96 110 225 43 182 3 146 49 275 9 49 34 25 193
internal_value=0.000385767 -0.000457457 -0.000298021 0.000731283 0.00101976 0.000415145 0.00150018 0.00119165 0.00140623 -0.000123721 -0.00117278 -0.000125406 -0.00140322 0.000327539 -0.000526519 0.000190829 -0.00240502 -0.00328377 0.00097913 -0.000744609 0.000406287 -0.00198695 0.00126767 0.000667019 0.000732717 0.00025604 -0.0025469 0.00194197 0.00046284 -0.00357365
internal_weight=373.4 108.532 103.677 264.869 181.992 80.5799 101.412 85.4404 80.7422 97.8063 29.4178 19.6623 13.3959 68.3885 35.8348 8.74066 4.10538 9.75552 65.1544 12.2225 27.4359 6.06905 32.5538 25.7 75.4867 54.1438 6.86511 21.3429 12.0866 8.39884
internal_count=4034 2477 1680 1557 949 452 497 422 398 1326 496 317 255 830 613 135 101 179 301 76 406 185 217 195 420 333 58 87 53 207
is_linear=0
shrinkage=0.00381357


Tree=218
num_leaves=31
num_cat=0
split_feature=0 17 9 18 16 6 14 6 10 10 12 0 10 6 15 9 0 5 3 9 2 9 6 17 19 10 9 5 17 17
split_gain=2.42548 2.76474 1.65323 1.43014 3.43408 1.47964 6.02221 4.9693 2.83581 3.50672 2.62494 2.77859 3.49034 3.08069 2.42001 2.4107 2.25949 2.65837 3.16293 2.20723 2.05077 2.41029 2.66201 2.62634 2.02775 3.49423 3.07082 1.97964 1.96891 1.87001
threshold=103.33357670195001 241.79519611995002 218.72979271345005 17.323446153950005 12.604970524100002 13.65531905435 277.23638966875006 13.78532209185 70.206395618550019 70.727956495850009 69.826413229550027 94.625660817400004 71.015621515800021 14.515339148550002 18.946678378300003 206.57490536735003 86.329079026800017 20.374719724350005 93.337889372900023 214.31567825310003 315.94243452415003 66.346857137250012 16.375382608200002 192.20712075930001 14.051133688400002 78.10777406390001 52.553122989000009 16.903404623850005 202.13833745355001 193.46017548480003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 -1 6 24 -7 16 -10 -11 -12 -13 14 -14 27 17 -9 -19 -17 21 -20 23 -23 25 26 29 -16 -28 -6
right_child=1 2 -4 -5 5 7 -8 8 9 10 11 12 13 -15 15 19 -18 18 20 -21 -22 22 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.021059807696638334 -0.02026500183389059 0.018337608273520187 -0.017151875117967758 0.0098338234588045206 -0.0037620968087920966 0.014675445729234019 -0.019473326722906643 0.013190468646085416 -0.025072081308582236 0.018840901552963019 -0.026419760075412482 0.01545966390378874 0.016403432643090111 -0.022791508433128171 -0.0081210457921484496 -0.021829669218753584 0.003830791360054786 -0.024870565181442209 0.013580487864322831 -0.0014650816588840313 -0.021608421466872616 -0.022245701481580685 0.00017638753978023835 0.0041950268661039274 0.016318769115821769 0.0068980810039579836 -0.024264987788262457 0.0066648830561947918 -0.0047030615128172736 0.020931684208004821
leaf_weight=2.6945701106451443 4.2386717955814666 1.5077205642592164 0.75282267620787013 7.0479342895559958 3.896659417310735 10.720166303217409 6.6022579839918754 5.2903189733624449 2.7503792601637533 2.1414262130856505 1.9072958026081313 3.8060533907264498 2.414698474109179 3.1293398719280949 5.8448162805289057 4.5122640226036292 113.75738763064146 2.0877773463726035 4.6709104012697926 3.7097889669239521 1.7263632586691517 4.1281576659530392 73.219151678611524 2.204432962462306 3.0457688160240641 12.511288052191956 4.2820929840672761 8.5029154205694777 3.6423469055444002 1.6783877937123177
leaf_count=244 864 26 43 67 68 39 196 32 80 6 44 21 9 109 51 57 675 14 34 27 61 126 824 20 11 90 82 55 43 16
internal_value=0.000872467 -0.0109492 0.00651864 0.00112694 0.000918833 0.00112152 -0.00261153 0.00164045 0.00107196 -0.00378641 -0.00215877 -0.00348816 -0.00211793 -0.00449759 -0.00220625 -0.00419727 0.00198033 -0.000275207 -0.00108439 -0.0126412 -0.000506602 -7.40646e-05 -0.000875797 -0.0130414 0.00121982 -0.00054821 -0.00744941 0.000641559 -0.0152736 0.00367205
internal_weight=308.424 6.49922 2.26054 301.925 294.877 292.182 35.6588 256.524 245.803 38.719 35.9686 33.8272 31.9199 28.1138 24.9845 22.5698 207.084 93.3271 88.0368 8.22205 85.949 84.2227 79.5517 6.33259 29.0565 26.0108 13.4995 14.3477 7.92444 5.57505
internal_count=4034 933 69 3101 3034 2790 506 2284 2245 459 379 373 329 308 199 190 1786 1111 1079 84 1065 1004 970 146 310 299 209 106 125 84
is_linear=0
shrinkage=0.0195584


Tree=219
num_leaves=31
num_cat=0
split_feature=16 13 0 18 16 16 6 4 10 6 2 10 2 16 18 4 2 4 6 9 0 16 13 4 16 6 6 13 18 0
split_gain=10.0448 4.93707 4.48296 4.07494 4.41566 5.96603 4.64115 4.0374 3.91004 5.04091 5.12142 4.74577 5.4465 4.19276 3.7707 5.37385 4.64901 4.31119 3.76248 3.57409 3.52677 4.7547 3.73903 3.36705 3.13458 5.12818 6.10482 2.9914 4.93834 2.9893
threshold=18.594956516900002 92.38617519475001 85.995710218650018 17.323446153950005 12.604970524100002 15.584963555600002 11.075258771650001 371.57449297710008 66.590419433100024 16.455384477450004 131.42729508740004 62.025417527550012 184.38272419390003 19.974953289850003 14.85568425095 195.50296729855003 137.02423825130003 193.73972847335003 16.375382608200002 204.27826083785001 89.705782438650019 22.604947139800004 117.56896250265002 183.52566960905003 15.404963976500001 12.525292651450002 13.65531905435 117.55283175385001 13.820816557100002 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 18 4 -3 6 -6 -5 9 10 -4 -11 -13 29 15 -7 -17 -16 23 -15 21 22 -12 -2 25 -8 -27 28 -23 -10
right_child=2 3 8 7 5 14 24 -9 13 11 20 12 -14 19 17 16 -18 -19 -20 -21 -22 27 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0034403593627325307 -0.0055046646549786107 -0.003662590181444486 0.002843041824513292 0.0023689493615188838 -0.0038384814380809989 -0.0026319605338500926 0.001791545072500706 -0.0024145588040866521 0.0014391766500176152 0.0016806381504109746 0.00021222876130665369 0.00026210008714970962 -0.0034978728269026713 -0.0046531015513073164 0.00013059322918884458 0.0028244860081554821 -0.0010774731809016372 -0.0038764325569797934 0.00025923080115410833 -0.00015170574441327942 0.0026774738869726512 -0.0018956900410062657 -0.0034534721465982032 -0.0002522646789778919 0.0021327235204470071 -0.0043588261692988767 3.9282839042421385e-05 0.0028294307416733945 0.0022838346068166713 -0.00020807191319752207
leaf_weight=6.0916547612287095 2.5372661724686614 4.9652930116280904 33.108938150107861 10.680688036605714 2.818465018644928 8.6257175393402594 13.318986114114521 2.5020709959790102 26.169336689636111 19.786103874444962 14.72868397831917 21.942280359566215 5.5446886941790572 3.3540855906903726 4.3428851403295985 6.6488978876732272 7.4267319408245385 10.649536633398382 76.551972419954836 5.1201197952032089 13.746386658400295 5.5926432088017481 4.0831659510731688 3.134544026106596 12.036576133221386 4.5729169920086887 17.510377262253314 12.711710266768931 7.7472081556916237 24.513378396630287
leaf_count=797 21 222 159 72 102 332 62 48 122 65 60 88 51 38 41 64 175 276 536 28 61 30 33 30 41 71 159 49 34 167
internal_value=0.000384244 -0.000472889 0.000727224 -0.000302512 -0.000552722 -0.000377153 0.000387385 0.00146105 0.00100332 0.00131395 0.00177738 0.000414818 -0.000496364 0.000273478 -0.00139652 -0.000525296 0.000765693 -0.00271571 6.18689e-05 -0.00193336 0.00117538 0.000715128 -0.000583422 -0.00260191 0.000638455 0.000130412 -0.000871459 0.00165281 0.000531597 0.000642463
internal_weight=392.563 112.191 280.373 106.099 92.9164 87.9511 50.2573 13.1828 198.149 138.992 91.7187 47.2731 27.487 59.1569 37.6938 22.7013 14.0756 14.9924 82.2238 8.47421 58.6098 44.8634 18.8118 5.67181 47.4389 35.4023 22.0833 26.0516 13.3399 50.6827
internal_count=4034 2462 1572 1665 1545 1323 435 120 985 630 426 204 139 355 888 571 239 317 587 66 267 206 93 51 333 292 230 113 64 289
is_linear=0
shrinkage=0.00338955


Tree=220
num_leaves=31
num_cat=0
split_feature=16 13 6 3 10 0 10 16 9 6 5 15 15 15 19 7 15 2 3 18 2 0 18 13 16 15 13 5 9 15
split_gain=7.2673 3.92956 4.16656 3.56209 3.87442 5.2431 4.71664 4.18474 4.14845 4.66143 3.57093 3.55511 3.44822 4.99422 3.99527 3.72364 2.99917 5.59711 3.71872 3.98229 2.91799 2.88881 5.99664 2.81761 2.89869 4.13008 3.10987 2.85724 5.23449 3.79418
threshold=18.594956516900002 92.38617519475001 15.51536251395 93.499196860750018 66.590419433100024 90.407470010750018 65.611820673600008 19.974953289850003 195.30595290385003 16.455384477450004 17.719454526200003 37.491361913600009 45.169600924000008 41.195083317300011 14.451165964200003 23.109894804950002 30.046989284200006 90.745765132650021 86.589859465500012 14.773181214800003 151.26092141510003 94.165934477050016 15.117211030200002 116.60649449195002 22.574947209950004 46.327654127900004 120.87576600310001 29.996566321350006 208.27565494345001 46.074827201850006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 6 8 16 9 20 -9 -11 13 15 -14 -10 21 -18 19 -19 -2 -6 -23 -5 25 26 -25 28 29 -26
right_child=3 2 -4 23 7 -7 -8 10 12 11 -12 -13 14 -15 -16 -17 17 18 -20 -21 -22 22 -24 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0040938396978288062 0.0040844586170316645 -0.00010474474622156204 -0.0034184236521467583 0.0021423924975895975 0.0026786266329587357 0.0039851014670168865 -0.0020580277294230012 0.0016786779563403272 -0.0026591298126499774 -0.0020982544308728881 -0.0040840767576566638 0.0020680770898453345 -0.0060724113243976578 0.0029030322427520561 0.00066442656426240695 0.00079684274662664893 -0.0054286057209483318 -0.0038740207461735155 0.0034597622180164928 0.00068113696421785968 0.0011287088745788277 -0.0040424425672366017 0.0022654848393392503 -0.0052979848419870456 0.00047335665784763387 0.0030440944705451608 0.0026145187263013963 0.0031005745019298103 -0.0049916336156724528 -0.0029676603130740324
leaf_weight=4.7331556831486514 21.227674204856161 92.94953164504841 6.6378755248151711 9.4981820210814458 15.915498659014704 12.214865338057278 6.821764074265956 2.4761419743299466 5.9186768829822531 5.3740796819329253 6.0336341522634029 8.8519870862364751 2.4901289567351332 17.061625525355339 3.3994946107268333 36.368950143456459 3.1233028806746033 4.3371798638254431 4.8734452202916136 11.29188761487603 7.338621385395526 3.8817855603992921 6.7211857438087463 5.1854303656145921 52.790328972041607 1.7069916166365144 0.96137911453843106 4.7460756655782452 3.4466708265244952 5.8074648957699528
leaf_count=797 118 1312 353 63 59 50 35 11 31 26 55 30 29 62 23 173 44 49 16 65 31 31 25 113 234 9 14 18 54 104
internal_value=0.000409126 -0.000496583 -0.000325614 0.000759243 0.00107172 0.00146823 0.00120056 0.000212707 0.00140632 0.002384 -0.00240725 0.000494192 0.000765033 0.00105768 -0.0021839 0.000313137 0.000657329 -0.000389626 0.000378 -0.000582952 0.00332513 0.00159008 -4.38699e-05 6.95416e-05 -0.00019422 -0.0025163 -0.00406045 7.88302e-05 -0.000152317 0.000132327
internal_weight=374.185 104.321 99.5874 269.864 185.722 127.068 114.853 58.6541 108.031 42.7924 8.50978 14.2261 65.2389 59.3493 5.88962 42.2876 50.1443 23.6258 20.5025 15.6291 28.5663 26.5185 10.603 84.1425 74.6443 7.8538 6.14681 66.7905 62.0445 58.5978
internal_count=4034 2462 1665 1572 963 608 558 355 523 205 66 56 318 266 52 204 289 174 130 114 149 115 56 609 546 136 127 410 392 338
is_linear=0
shrinkage=0.00404071


Tree=221
num_leaves=31
num_cat=0
split_feature=6 16 19 6 19 3 16 8 4 14 18 8 10 15 5 5 18 0 6 7 16 16 3 5 8 6 10 10 6 8
split_gain=2.3392 1.4743 2.02024 1.84559 1.34007 2.28058 3.53862 3.17105 3.34069 3.99997 2.39639 2.12157 1.84634 3.00308 1.72809 1.33913 1.67848 1.31164 3.63663 3.96171 2.07067 1.77958 2.80189 2.65899 2.68757 2.57206 2.44035 1.74135 1.46957 2.89914
threshold=5.1651206822000004 13.564968279200002 10.850875481800001 11.755274660100001 11.850956171350001 81.105404879350019 17.684958644900004 7.1444245619500011 182.86807653835004 171.16849715720005 17.551307094650003 8.543332867800002 76.279622535200005 21.761438576950002 16.424511567200003 13.8160216159 17.323446153950005 85.667718326750006 16.525386113000007 19.506002767000002 23.344945409400005 23.314945479550005 101.34142922725002 26.429668882900003 8.543332867800002 16.575387281250006 56.551716773950005 54.879495816850003 18.195425133200001 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -3 6 7 -6 9 -9 -8 -10 13 14 -7 -5 -17 18 19 -15 21 22 23 24 -20 -26 27 -24 29 -19
right_child=1 4 -4 15 5 12 10 8 11 -11 -12 -13 -14 17 -16 16 -18 28 20 -21 -22 -23 26 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.019529463932719079 -0.019636885213157713 0.0078382171653330456 -0.021917238753298887 0.010972462584011902 0.012145946205787373 -0.031367822643156441 -0.0057307642527891084 -0.022132002628489536 -0.022411525851404605 0.015674078835224148 0.021404472670120144 0.0042554710631425513 0.011810525926942801 0.0047888083683764043 -0.0059219207634457387 -0.021850172220946446 0.019683675146107214 0.0024020204262127855 0.0089854086771282236 -0.026060010696156453 -0.024738162483798839 0.023618420219672462 -0.020497968433576576 0.019364125698137755 0.010109107345458201 -0.018350052431927798 -0.020497928672489039 0.0082387738364344855 0.015209642638661761 -0.0075720566503958992
leaf_weight=2.0706445706309742 1.5675995184574256 11.114109067246316 2.3666336954338476 3.5529787419363856 2.210259751416749 1.4917181469500054 2.1798593718558541 1.6816504523158062 8.5345645416527969 2.7286668755114079 2.7194207683205605 1.2748307287693013 6.3068651910871258 2.4409411862725383 2.9633263777941465 1.232152509735897 0.51207310892641533 205.88706719875336 7.1016436121426647 4.229422960197553 1.1012828275561322 1.3729921281337727 1.0352088916115452 3.9424611981958142 1.7505956972017882 3.6263697519898415 3.4776092222891748 3.2301431908272207 3.1177115179598323 11.436266260221599
leaf_count=659 278 88 235 17 34 18 28 44 189 11 17 13 31 25 154 82 4 1426 32 123 16 4 93 24 8 58 192 46 13 72
internal_value=0.000895404 0.00103353 -0.0065549 -0.00125876 0.00126943 0.00101402 -0.00505106 -0.00933969 -0.0126793 0.00125865 0.00933107 -0.0189459 0.00150309 0.00125132 -0.0144422 0.00417988 -0.00965659 0.00152685 -0.00203941 -0.0147712 0.0011487 0.00226507 0.00105178 0.00556032 0.00119918 -0.00908451 -0.0085098 0.00126431 0.00206571 0.00187715
internal_weight=308.257 306.186 9.23144 6.8648 296.955 285.841 21.3293 16.43 14.2197 4.41032 4.89928 9.8094 264.512 258.205 4.45504 5.2972 1.74423 253.75 33.3087 6.67036 26.6383 25.537 24.164 16.4211 12.4786 5.37697 7.74296 4.26535 220.441 217.323
internal_count=4034 3375 616 381 2759 2671 336 291 257 55 45 202 2335 2304 172 103 86 2132 621 148 473 457 453 122 98 66 331 139 1511 1498
is_linear=0
shrinkage=0.0192815


Tree=222
num_leaves=31
num_cat=0
split_feature=6 16 16 2 0 10 10 17 7 10 10 0 15 18 5 16 0 3 18 16 17 2 6 0 6 17 15 19 15 2
split_gain=2.09631 1.29721 3.68299 3.63447 2.75712 4.10706 2.78566 2.64819 2.07051 3.06691 1.82158 3.67617 3.63189 6.64615 3.32366 2.14466 4.8968 4.72236 2.89395 1.776 3.23833 2.48022 1.83485 1.79155 3.64851 2.69741 3.08213 2.45878 4.54279 4.88108
threshold=5.1651206822000004 20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 65.611820673600008 162.13109061465002 19.078733418100004 64.730006406800015 69.999384342500022 93.399723909900004 35.098844929350008 13.927976454650002 19.865285687250005 19.199955102150003 94.047642319350018 84.812788641250009 14.224291663350002 22.514947350300002 199.59317753375004 139.52793115400002 17.850417072150005 87.350693116400024 16.375382608200002 191.37184185705004 40.309074029200012 14.351157895250003 41.29990759910001 98.465712168700023
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 19 -2 -9 -10 11 12 13 -11 15 16 -12 -18 -19 20 21 22 -3 24 25 -21 -27 28 29 -26
right_child=1 4 -4 -5 5 -7 -8 8 9 10 14 -13 -14 -15 -16 -17 17 18 -20 23 -22 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.024572393900657002 -0.026697540432639888 0.02286268715910084 -0.023430756826167059 -0.026949960260610549 0.020584889237327698 -0.0087770621568859404 -0.016020150489455039 0.015718347081651412 -0.026693585496339749 0.0040858517638465474 0.023823040041551627 0.021145614927546352 0.021169055825948906 -0.043456929622597333 -0.027689430001148822 -0.016350339621831467 0.0012706188003434452 0.01196893023920728 -0.032633187691699726 -0.032421645895999475 -0.0063734640590264518 -0.0022279345337490619 0.0029661195938855958 0.0081388967619072869 0.00025990679077656843 0.017367359364747578 -0.016021562207818148 0.0038953078132364441 0.0037850473703093866 -0.030128234893864621
leaf_weight=1.8756892457604397 2.0441138986498109 11.086315672844654 4.0521303452551356 2.8655564413638777 10.543752662837504 3.8318776600062838 5.0958540104329577 5.5169331345241508 2.3981173431966445 6.5222211373038608 5.3198677264153948 7.5103765515377736 3.3343071583658448 2.3632147999014705 2.5512924841605118 4.2894077608361831 76.865043282392435 1.0957312323153008 3.9592995280399919 3.1585810263641161 6.8644455447792998 4.7517948215827337 3.6296604061499229 17.918044380843639 5.9694594666361827 2.3563635870814323 5.2987940427847207 67.220071762334555 16.552494825795293 6.5290513560175896
leaf_count=659 276 98 49 146 58 27 30 79 239 86 27 56 14 24 113 29 988 5 125 37 37 31 32 106 28 8 54 431 101 41
internal_value=0.00102584 0.00118509 -0.000636328 9.30573e-05 0.0025787 0.0127584 0.00164321 0.000719165 0.00117957 0.000489349 0.00106212 0.0077722 -0.000447235 -0.00855886 -0.00034508 0.000417117 0.00124154 -0.000224898 -0.0229652 0.00223798 0.00797092 0.0130288 0.0179552 0.00103032 -0.000159126 -0.0135363 -0.00574399 0.00134347 -0.00456113 -0.0156144
internal_weight=303.37 301.494 130.688 126.635 170.807 14.3756 156.431 123.77 121.726 116.209 113.811 19.7301 12.2197 8.88544 94.0806 91.5293 87.2399 81.9201 5.05503 151.335 26.3322 19.4678 14.716 125.003 107.085 10.8137 7.65516 96.2711 29.051 12.4985
internal_count=4034 3375 2256 2207 1119 85 1034 2061 1785 1706 1467 180 124 110 1287 1174 1145 1118 130 1004 198 161 130 806 700 99 62 601 170 69
is_linear=0
shrinkage=0.024289


Tree=223
num_leaves=31
num_cat=0
split_feature=0 17 6 7 7 7 9 2 0 5 5 0 13 16 15 5 8 0 6 17 16 3 3 7 7 0 8 10 7 9
split_gain=1.94748 2.47497 1.52141 1.32918 2.81984 2.76815 2.90411 3.02985 2.78987 3.02114 2.72534 2.95538 1.96112 1.82878 1.60421 1.593 1.50533 2.45329 3.06233 3.16263 1.96948 4.30582 1.93337 1.90286 1.84803 3.36452 3.13136 2.56587 2.06103 3.68682
threshold=103.33357670195001 241.79519611995002 7.835183067800001 22.105125139000005 22.181995028450004 20.861906850000004 227.07958281845004 41.467794892200004 76.451683855550016 29.026000224750003 21.955793948900006 84.226704768850013 116.35915634395 18.704956259700005 43.216642080150002 26.429668882900003 8.8430989333000021 87.278104746850019 18.195425133200001 189.72181505755 22.724946859200003 93.980430866100008 94.340684255550016 23.974509389900003 22.721067571950005 85.732241321850012 8.7431769115000026 61.977025281250008 23.109894804950002 195.30595290385003
decision_type=2 2 2 2 2 2 2 2 2 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 8 7 -7 9 -1 -9 14 -11 15 -12 -10 20 18 19 -18 21 24 -22 -19 27 -26 28 -6 29 -27
right_child=1 2 -4 4 16 6 -8 10 13 12 11 -13 -14 -15 -16 -17 17 23 -20 -21 22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.025420507595247048 -0.023320973675139987 -0.025040905610835162 0.018756555506020754 0.018351534922830114 -0.0071930452049063232 0.014643309977540632 0.024579533133040007 -0.033474527052394079 -0.011315852091046488 -0.027649692048028932 -0.034511263363991622 0.012130248637485472 0.0078418685431498394 0.021868857208843458 -0.0042166100386523738 0.015608903248023586 -0.0028314891349271146 0.01420062473850745 0.0060072748028249601 -0.040195228653562329 0.024261227954606734 -0.023927676893660065 0.0011704068387765221 -0.0095535786555053341 -0.028233420812935103 -0.00061266614502223521 0.013909043454693289 0.010627251201562382 0.0015452820675342163 -0.021582075673438138
leaf_weight=2.9026768088806474 3.6577926869504145 0.54481045645661685 1.5558856204152105 5.042556444881483 5.0578844100236919 1.5331244394183148 1.0374985635280598 4.1031806301325542 2.3853930833283794 0.93304442556109268 2.0899947509169583 2.0714865636546165 5.2424579532817006 4.3131074905395508 1.5479187518358228 2.1040525105781853 1.9085346735082547 3.8826274164021015 2.350760723464191 2.9096757750958204 3.8510423675179473 3.3723424838390192 3.5410944372415543 3.0740642882883549 1.9817491313442577 18.084368456737142 9.5481657870113832 21.950896221213043 170.1101918714121 5.5824843347072592
leaf_count=239 864 32 37 30 25 8 5 102 108 83 101 22 100 22 7 24 16 21 24 30 16 83 30 22 39 100 42 156 1606 40
internal_value=0.000875093 -0.0121148 0.00739779 0.00113082 0.00164733 -0.00334496 -0.0115421 -0.0148452 0.00233193 -0.0064413 -0.0194525 -0.00937536 0.00247952 0.0113799 -0.021621 0.00130288 0.00131984 -0.00583831 -0.015098 -0.0253951 0.00173581 0.00137625 0.0131999 0.00370398 0.00174356 0.0010139 0.00129897 0.00729008 0.000677619 -0.00555888
internal_weight=298.271 5.75849 2.1007 292.512 262.248 30.2639 12.3832 11.3457 17.8807 9.07818 9.81258 5.7094 6.1755 8.80255 3.63791 4.48945 257.206 14.1257 7.16897 4.81821 243.08 235.688 7.39214 6.95669 232.316 205.307 203.325 27.0088 193.777 23.6669
internal_count=4034 933 69 3101 2280 821 245 240 576 422 232 130 183 154 108 132 2250 113 70 46 2137 2091 46 43 2008 1827 1788 181 1746 140
is_linear=0
shrinkage=0.0225556


Tree=224
num_leaves=31
num_cat=0
split_feature=13 9 9 0 6 15 19 13 3 2 8 10 5 4 4 10 16 7 2 7 16 19 9 12 5 15 17 7 18 15
split_gain=1.74987 1.17533 2.2667 2.16774 3.43458 2.3127 1.7383 1.68849 3.00602 1.64503 2.22491 1.98537 1.63609 1.59405 1.70538 2.68778 2.24148 1.77448 2.40352 1.95613 1.55634 1.87338 3.0832 1.96239 4.4547 5.66981 4.17977 3.77189 3.13655 5.16095
threshold=92.38617519475001 181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 14.651182102100002 121.87049551135001 94.421337999450017 56.478612905150008 7.943800736700001 71.365121072750014 24.628131835750001 377.6847677435 195.50296729855003 55.513971935650012 21.094950670800003 19.078733418100004 154.94328103605002 23.9417051038 22.694946929300002 14.551174033150001 202.16842692300003 149.09269374785001 20.016397659050003 31.385732506450001 201.96256717700001 22.977992916200005 13.3584252364 45.169600924000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 -3 4 -4 -6 20 8 -7 -2 11 13 -10 14 16 -16 -11 -17 -19 -20 21 23 -23 24 25 26 -5 -25 -29 -30
right_child=1 2 3 6 5 7 -8 -9 12 10 -12 -13 -14 -15 15 17 -18 18 19 -21 -22 22 -24 27 -26 -27 -28 28 29 -31
leaf_value=-0.02316845575262794 0.015211104903382268 0.0084609939287223976 -0.027212286293311291 0.0057997218762416798 -0.027688241481420187 0.011111696401740544 0.011460678785931017 0.019013339782263404 -0.033673099478543946 -0.024941576186518738 -0.020566890468431881 -0.024306377535148062 -0.0054379077072224183 -0.025125595117343913 -0.024806668715593536 0.019895576526735417 0.027075448911740591 0.0085464468552438333 -0.029856332039609905 0.02558805458825076 0.012667954228292663 -0.021978803226969049 0.0038269309188727813 -0.017405656743412296 0.012401647044157929 -0.017152853880839654 -0.011377354528877897 0.009430601175482509 -0.00026673810934862936 -0.02577950553583808
leaf_weight=1.6033214880153526 2.2733291261829462 22.182366939261556 3.5791600313968983 49.251047867583111 1.6032227277755726 4.3712962958961707 8.6907264702022058 2.3969071209430686 1.6703082360327242 2.2508831772720579 4.1866970360279074 1.9586037283297617 3.1156618893146515 1.2508810376748432 1.4745073281228531 4.4339721510186783 0.545258393511176 7.3177681914530677 1.7384501248598101 0.41828254610300053 5.8558991104364386 4.9473966993391496 4.8658320382237434 6.8938328921794882 22.95846594683826 8.303293649107216 8.85557230748236 16.365313250571489 84.569567155092955 4.4207471907138816
leaf_count=797 17 126 112 424 50 22 40 12 33 274 31 239 33 58 110 33 2 91 108 3 38 32 30 44 144 130 105 64 781 51
internal_value=0.000813398 0.000944743 0.00141765 0.000773938 -0.00721946 -0.00178089 0.00136595 0.00181394 -0.00268799 -0.00355355 -0.0052215 -0.00221773 -0.015292 8.87483e-06 0.00173834 0.00474414 -0.0147981 0.00787697 0.00225238 -0.0191033 0.000962198 0.000637989 -0.00918318 0.00111601 0.0036611 0.000639426 0.0031819 -0.00091029 0.000169067 -0.00153413
internal_weight=294.349 292.745 264.897 242.714 16.7366 13.1574 225.978 11.5542 9.15727 27.8486 25.5753 21.3886 4.78597 19.43 18.1791 15.383 2.79614 13.9085 9.4745 2.15673 217.287 211.431 9.81323 201.618 89.3684 66.4099 58.1066 112.249 105.356 88.9903
internal_count=4034 3237 2271 2145 262 150 1883 100 88 966 949 918 66 679 621 345 276 235 202 111 1843 1805 62 1743 803 659 529 940 896 832
is_linear=0
shrinkage=0.0230185


Tree=225
num_leaves=31
num_cat=0
split_feature=6 15 16 15 17 19 15 9 5 0 17 3 0 9 16 7 18 17 17 18 9 6 0 0 7 0 18 13 19 10
split_gain=1.5994 1.10918 1.21895 2.66731 1.65666 1.52898 4.15078 3.13772 2.66445 4.43275 3.76942 3.52166 3.34039 1.83566 1.38683 1.39879 4.396 3.18976 1.85022 1.7773 1.73968 1.65025 1.62797 6.89327 2.103 1.89131 2.54224 3.79657 3.01325 4.05447
threshold=5.1651206822000004 50.314162856800003 18.684956306450005 34.040719645900005 162.13109061465002 12.851036860900001 24.273602154900001 182.80199813410005 13.8160216159 93.953546284800012 193.50449793755004 84.452535251750007 92.313586825200005 209.86393725660002 18.734956189500004 25.297859295400006 14.493864790000002 202.58869561095003 205.83789591070004 14.395252042950002 210.33238511570002 15.975373262050001 91.394134144600017 93.399723909900004 24.607636026300003 90.407470010750018 13.843998451900001 115.12515406205002 14.551174033150001 62.181348099150007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 -2 -6 7 -7 -8 12 11 -11 -10 -13 -4 16 19 -18 -19 22 -17 -20 24 -24 25 26 -16 -28 29 -29
right_child=1 -3 14 -5 5 6 8 -9 9 10 -12 13 -14 -15 15 20 17 18 21 -21 -22 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.02556658353447603 -0.027714276865170046 -0.017045659793711917 0.016896556893014961 -0.03261581141353305 0.002089543947588758 0.0020299364648732081 0.021026983199782651 -0.031563478347814075 -0.028631625511655587 0.015584074018083828 -0.03259618560403673 -0.037610433682061281 0.026730792656637224 0.016161080736761806 0.002549239036364781 0.021009678893418593 -0.032401951461921527 0.0095257545787313502 -0.02639856832902809 0.016205888013865088 0.0029873983991139243 0.0035429560939576935 -0.032591164254012928 0.0089977112033120376 0.019004380697447719 0.016830893066682933 -0.034036106872942132 -0.02895355748393558 0.013482028159354684 0.0079010210351681751
leaf_weight=1.4633656543446694 1.4421044739428897 2.1757150725461534 3.9962404426187268 1.7270286120474327 53.54147625528276 2.6559542228933442 3.5479336613789227 5.3944186810404062 0.85223093023523588 3.4989668615162355 3.8715558215044439 1.7257416471838953 3.8449458032846451 0.53154708445072163 130.32323955954053 5.2489064512774339 3.8691870421171179 3.4665366448461992 2.9882572088390589 5.6728363689035168 9.8849850632250291 1.9453101158142088 4.277774987742303 6.319782666862011 4.7662697099149218 5.2663562744855872 2.9651312604546538 4.1597845330834371 4.8227884070947766 3.5339498296380043
leaf_count=659 269 50 29 90 958 50 31 124 118 20 90 86 20 3 916 19 75 21 32 34 61 16 42 35 32 28 22 58 28 18
internal_value=0.000816459 0.000950367 0.0010872 -0.00150421 -0.000840103 -0.000352398 -0.00539594 -0.0204804 0.00139847 -0.00346301 -0.0132933 -0.000310507 0.0166861 -0.0249483 0.00213944 0.00184385 0.00123693 -0.0133945 -0.00463949 0.00227998 0.00923809 -0.0145926 0.00180532 -0.00778992 0.00245784 0.0019358 0.0013978 -0.00829493 -0.00219692 -0.0120252
internal_weight=289.78 288.317 286.141 82.6339 80.9069 79.4648 25.9233 8.05037 17.8729 14.325 9.62781 5.75626 4.69718 2.25729 203.507 199.511 184.377 12.2693 8.4001 172.108 15.1339 4.93357 166.435 10.5976 155.838 151.071 145.805 15.4817 12.5165 7.69373
internal_count=4034 3375 3325 1859 1769 1500 542 174 368 337 199 109 138 89 1466 1437 1357 144 69 1213 80 48 1179 77 1102 1070 1042 126 104 76
is_linear=0
shrinkage=0.0253001


Tree=226
num_leaves=31
num_cat=0
split_feature=16 4 16 5 17 6 2 10 15 3 2 5 13 0 0 16 16 6 16 0 16 19 3 19 9 17 16 6 0 15
split_gain=5.49972 6.03519 4.34442 4.09672 3.57559 3.4353 5.9104 4.96896 3.15349 2.89757 3.30884 3.42052 2.86826 4.87995 5.53313 3.62217 3.57513 2.82543 2.82454 2.66482 2.58681 3.77513 3.59462 2.54152 2.4999 2.49491 2.43187 4.3364 5.07175 3.85836
threshold=20.404952284350003 413.05180676905007 19.974953289850003 23.626838821450004 162.13109061465002 16.455384477450004 198.51835910855002 61.950140699950005 42.713473568600008 93.499196860750018 131.42729508740004 19.749058312400006 109.72404167800001 93.399723909900004 92.805574663100018 19.199955102150003 18.554956610400005 16.405383309150004 22.614947116400003 86.329079026800017 22.614947116400003 14.451165964200003 92.324340657750014 14.551174033150001 197.90890142995002 203.72643944000004 18.684956306450005 14.775345223550003 96.682331287150021 29.037712645600003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 -1 9 8 -8 -7 10 11 -2 15 14 16 26 -14 25 -11 -19 21 24 23 -23 -12 -5 29 28 -28 -6
right_child=3 -3 -4 17 12 6 7 -9 -10 18 20 -13 13 -15 -16 -17 -18 19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0048847625523645811 0.0002928635921598481 -0.0050767664079189182 -0.0044558785662519411 -0.0056122261197910223 8.5967202952460121e-05 0.00055443061707429386 0.0017347764419065189 -0.0066371963358392346 0.003904463325791458 0.0020626141970155605 -0.00091755663495272824 0.0041727117602620078 -0.0047061695387967256 0.0048031791166788995 -0.0085264928664833851 -0.0035839241248886884 0.0019254013446045009 -0.00043517248853104748 -0.0020057785295379783 0.0032053419145450625 0.0025887861940147926 -0.0072797895942283081 0.0017163719408362988 -0.0010365569862591714 0.0026480698767205671 0.00096420040537095134 -0.0018006662641808222 0.0047694425613531103 0.0030575333167656899 -0.0028808185187361138
leaf_weight=2.8124187418725333 5.6980426758527782 4.8711549865547559 4.2914012894034377 3.4920673207379869 83.151406201766804 53.12276897765696 2.1872880533337584 4.0020197480916977 6.2669522762298575 6.4498135298490507 5.464622884988791 22.172611344605684 1.8577271662652517 6.8623551428318015 1.3017177507281292 5.5901129059493533 12.769059772603212 27.086825086735193 7.2098782006651163 4.7084648534655562 22.476375982165337 2.6711169406771642 3.304841659963131 2.5355825498700142 13.901973117142914 1.7165001034736631 9.9755840022116953 5.7115973830223075 7.517339661717414 9.77288750419393
leaf_count=311 34 358 49 53 1482 232 8 45 20 28 24 132 162 20 10 42 110 260 42 16 102 26 12 16 58 13 105 18 22 224
internal_value=0.000440143 -0.000183162 -2.59366e-05 0.000941705 0.000103105 0.00125597 0.000475064 -0.00367856 0.000907934 0.00181331 0.00214475 0.00337949 0.000200178 0.00165438 0.000297812 -7.21105e-05 0.00108314 -0.000395592 -8.47707e-05 0.00010394 0.00146133 0.000552339 -0.00192693 -0.00423943 0.00164197 -0.00344494 9.69383e-05 0.00139037 0.000287077 -0.000226051
internal_weight=350.953 156.485 151.614 194.468 147.322 157.464 65.579 6.18931 59.3897 91.8849 78.2252 27.8707 144.51 22.7909 15.9285 121.719 14.6268 37.0039 13.6597 31.7953 50.3545 27.8781 8.51154 5.2067 19.3666 5.20857 116.129 23.2045 17.4929 92.9243
internal_count=4034 2913 2555 1121 2506 779 305 53 252 474 404 166 2195 302 282 1893 272 342 70 276 238 136 54 42 82 66 1851 145 127 1706
is_linear=0
shrinkage=0.00446649


Tree=227
num_leaves=31
num_cat=0
split_feature=3 17 18 16 6 4 12 9 16 15 18 9 19 3 13 10 6 7 19 15 15 16 6 0 18 15 17 9 16 13
split_gain=1.56321 2.54669 1.65689 2.57931 1.51319 1.35482 3.33643 2.62234 2.1821 3.3921 2.89949 2.75686 2.70392 2.60313 2.32369 4.04822 3.77167 3.42872 2.32616 2.15353 2.97786 2.30046 5.40419 1.81448 2.50278 3.26216 2.70184 2.87343 2.07102 4.03808
threshold=76.825379535700009 241.79519611995002 17.138111898250003 12.604970524100002 8.2451926476000015 244.52697497700004 179.90801194620005 219.21617201485003 22.624947093000003 46.074827201850006 13.820816557100002 201.09804420775001 14.651182102100002 93.579850604650019 117.48293184245001 62.041548276350007 16.405383309150004 23.051546669900002 14.351157895250003 43.890399822900008 42.841315546000011 22.674946976100003 16.545386580300001 85.705356740550016 13.552878921100001 20.520114807950005 188.95754880325003 195.41812862360004 22.604947139800004 117.59047016770002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 7 -7 19 12 10 11 -10 14 -13 -8 16 -16 -18 -19 20 21 23 -23 -5 26 -26 28 -28 -25 -30
right_child=2 4 -4 5 -6 6 8 -9 9 -11 -12 13 -14 -15 15 -17 17 18 -20 -21 -22 22 -24 24 25 -27 27 -29 29 -31
leaf_value=-0.016230645690731311 -0.020676264710955298 -0.011588247819513247 0.010593855131239631 -0.0051754217924892309 0.020843565474641872 -0.016498241506722355 -0.00057555015131231194 -0.013819586125021264 0.0067355153440212855 -0.011448655107008331 0.016191770416167574 -0.025765653270520866 0.013314206089353835 0.0023077451819791192 -0.028427678658409932 -0.026341456815806904 -0.019348250637686103 -0.0060891233216389317 0.011548624855220459 -0.01727773561096051 0.015953196418814583 -0.027792675592510471 0.0014676741686257076 0.0069344157002167867 0.012686372808849397 -0.000122156988123486 0.015400506695344865 0.0011961162024841984 -0.019331621243920037 0.0062603282561128548
leaf_weight=4.9118281947448841 2.1339202488306901 0.87858160771429572 6.4887266294099382 10.04779602459166 1.4363520476035772 4.937021942343562 47.203852458507754 3.9037929577752939 14.990778595209127 4.6219205292873076 8.3259225096553546 2.2054271064698687 4.1050319750793269 2.8938415814191103 2.1338968742638889 3.8741934390272936 2.9786402177996925 4.9215292008593661 6.6780129624530673 2.0942357759922734 6.0762437246739855 3.1907639652490607 9.5519636925309879 13.405622843652965 8.4463382540270668 69.800656849518418 18.201461449265484 7.6707185767590991 4.1571872085332853 5.3337076939642429
leaf_count=902 238 49 61 471 22 66 609 39 62 77 61 13 20 32 29 57 33 34 44 23 22 22 69 76 55 632 134 34 28 20
internal_value=0.000641376 -0.00829758 0.000871782 0.000641452 0.00853479 0.000808849 -0.000859514 0.00194119 -0.000123724 0.00401724 0.00653281 0.00252984 -0.00202662 -0.00983396 -0.00295558 -0.00841294 -0.00425675 -0.000718705 0.00406517 0.00233065 0.00259409 0.00205223 -0.00585908 0.00278774 0.00341768 0.00126045 0.00687885 0.0111891 0.00200842 -0.00494942
internal_weight=287.6 7.22676 280.373 273.884 2.31493 271.751 109.87 161.88 104.933 33.0379 28.416 20.09 71.8952 5.09927 67.7901 20.5863 16.7121 14.5782 11.5995 157.977 155.882 149.806 12.7427 137.063 127.016 78.247 48.7687 25.8722 22.8965 9.49089
internal_count=4034 973 3061 3000 71 2762 1137 1625 1071 245 168 107 826 45 806 197 140 111 78 1586 1563 1541 91 1450 979 687 292 168 124 48
is_linear=0
shrinkage=0.019466


Tree=228
num_leaves=31
num_cat=0
split_feature=17 6 9 9 15 19 8 4 8 4 17 2 16 7 8 17 17 14 16 17 15 0 3 16 19 12 9 9 16 7
split_gain=1.46202 1.38948 1.14592 1.33003 1.42191 1.09558 1.53472 1.30838 2.68844 2.80584 2.52871 1.98991 2.21787 3.29289 1.35726 1.63944 4.8401 1.6277 2.71677 2.96472 2.14348 3.2355 3.30877 3.14429 3.81085 2.53743 2.79122 3.49459 2.46599 2.10674
threshold=159.58247398035004 5.1651206822000004 233.77854820110002 227.07958281845004 50.314162856800003 14.651182102100002 8.6432548896500023 137.02556730370003 8.9430209551500024 168.01744813895002 178.80434635775003 60.327272492300004 19.254954973500002 23.779256055650006 8.7431769115000026 183.35201426355002 182.63036160245002 237.59068261610003 22.674946976100003 195.76335783930003 20.520114807950005 94.047642319350018 84.812788641250009 19.199955102150003 13.851117550450002 94.328280857900012 206.54353961905005 214.88418602500002 22.674946976100003 23.974509389900003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 5 7 -7 -3 11 -10 -11 12 13 -9 15 16 -13 20 -19 -20 -17 23 25 -22 -25 -23 -27 -28 -26 -24
right_child=1 2 -4 -5 -6 6 -8 8 9 10 -12 14 -14 -15 -16 17 -18 18 19 -21 21 22 29 24 28 26 27 -29 -30 -31
leaf_value=-0.023325442388215607 -0.021287974702517122 0.010847495555162522 -0.014692381505713377 0.012208068167169479 -0.017576027365232075 0.013189215120650175 -0.0029107341777038971 0.017159572088248282 0.0052847033071920973 -9.8166480504121526e-05 -0.030971819139276623 -0.0014604582833712746 -0.025891942696917369 -0.020081349641763793 0.0076614511235824426 0.015454946226823623 -0.033610808461159492 -0.0016240840247172456 -0.0032653782017990451 0.022759764760301667 0.01912795731445208 0.013173339990118408 0.0084615826460638817 -0.018836893571101892 0.0064386399580638951 0.002192472867702743 -0.02691806323502138 0.0026815642392241656 -0.0067100978099293796 -0.028174386616743024
leaf_weight=1.1260649506002653 1.2665883153676976 5.4296880261972538 2.0952290287241331 4.5850996595108873 1.8648962001316238 7.1916604167781752 4.1452960222959518 2.1549835242331019 2.8633827399462444 1.7727457769215105 3.5133029664866626 27.001326078549031 2.5716544948518276 2.0649226133245975 13.240637334529309 6.0205312280450007 2.2531971354037514 88.141390747507103 3.4767903033643952 4.4097288548946381 6.3583833500742903 4.8772071413695874 0.87922569736838241 3.198557671159505 50.628750681411475 12.612300952896478 4.1323951473459593 3.1006229631602764 7.2407455034553996 3.3656034367159009
leaf_count=262 613 39 65 55 48 33 36 11 31 23 50 753 20 44 78 61 31 966 25 34 35 44 5 25 326 94 54 21 36 116
internal_value=0.000639986 0.000735528 0.00083473 0.000951296 0.000763276 0.000888717 0.00730236 0.000610458 0.00039323 -0.0115168 -0.0206179 0.000785029 -0.0104649 -0.00106349 0.00110214 0.000720717 -0.00393669 0.00140732 -0.00056377 0.0112865 0.00325549 0.00249354 -0.00339708 0.00502423 0.00355576 -0.00044576 -0.00379281 -0.0142294 0.00479344 -0.020586
internal_weight=283.583 282.457 281.19 279.095 274.51 272.645 11.337 261.308 255.878 8.14943 5.28605 247.729 6.79156 4.21991 240.937 227.697 29.2545 198.442 96.0279 7.88652 102.414 96.3938 28.9674 67.4264 61.0681 24.7225 19.8453 7.23302 57.8695 4.24483
internal_count=4034 3772 3159 3094 3039 2991 69 2922 2883 104 73 2779 75 55 2704 2626 784 1842 1025 59 817 756 334 422 387 213 169 75 362 121
is_linear=0
shrinkage=0.0210743


Tree=229
num_leaves=31
num_cat=0
split_feature=3 7 6 6 2 18 6 10 10 19 5 5 18 7 15 3 5 18 18 16 9 9 4 16 15 13 6 6 15 17
split_gain=1.37373 1.48051 1.54177 4.21941 2.67232 2.56427 2.82336 2.15267 2.73053 2.0924 1.94598 1.93899 2.07547 1.95414 2.01661 1.7808 1.91078 2.25102 4.26793 3.01162 2.57736 3.10254 1.80424 1.71776 1.59821 1.4611 1.18525 2.64946 2.81504 3.07835
threshold=71.961958777700019 28.8637720374 13.65531905435 13.78532209185 189.28685862455004 17.399600107550004 12.165284239900002 70.206395618550019 70.727956495850009 14.051133688400002 17.679107616400003 14.050239455300002 13.314799198000001 25.934372643900002 23.292710050100002 81.105404879350019 15.363313533450002 14.773181214800003 15.343833331950004 18.404956961200003 206.57490536735003 219.59809404590001 169.14490639835003 22.674946976100003 25.849266156800002 95.986020631400024 16.455384477450004 16.405383309150004 44.190294328500009 203.72643944000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 23 -7 10 -9 11 -5 12 -2 -13 -15 -10 -17 19 -19 22 -20 -22 -18 -6 -21 -14 27 28 -12 -30
right_child=1 -3 3 7 5 6 -8 8 15 -11 26 13 25 14 -16 16 17 18 20 24 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.020319525317405805 -0.021170605642798646 0.016840159516268376 0.013787607067753276 0.013627397836641996 -0.025232924432980534 -0.022589409279783063 0.02208384722868104 -0.025064666750639498 -0.023104558195246126 0.015968986045066889 0.0018223336640670077 -0.019180437355654126 -0.021455341664980677 -0.016874112152237487 0.0071466520761484763 0.015940226460324093 -0.0022681349898003326 -0.024986436548916881 0.0095097497376346648 0.018602426453249957 -0.025184435563867381 0.006500202899578025 0.013174721751299086 0.021244310742625457 -0.02273451374228307 0.004518554735146855 -0.00059487559293644791 0.0083684300877688977 -0.026116949932518958 0.0047774788541287529
leaf_weight=1.2655595501419146 1.5156872142106355 2.2605509835993862 10.191302957478909 5.1329738944768897 4.7039902034448451 0.98253065207973156 1.3612846685573456 2.3088167258538297 1.6082223607227195 2.7956808116286984 66.468104054802097 4.5027775552589429 0.91822086006868886 2.2332198163494468 3.8233633972704411 2.3615081757307079 5.2464825526112708 4.4172572419047347 4.7023104531690461 0.44806714728474561 2.8145089913159609 2.2376734372228384 7.2948071993887424 0.34423530101776112 2.3878345945850015 17.972069561015815 87.941380799049512 24.272322590346448 3.1377782232593736 2.2223364543169737
leaf_count=643 16 35 43 20 319 44 7 80 34 11 554 148 133 53 26 9 28 78 24 3 38 22 40 3 112 262 989 182 58 20
internal_value=0.000557836 0.00065267 0.000520255 0.00114776 -0.00306602 -0.0140035 0.00335676 0.000575252 -0.00393882 -0.000671229 0.00143016 -0.00217358 0.00144169 -0.00916008 -0.00171043 -0.00248364 -0.00144439 -0.00283374 -0.00860798 0.00248785 -0.00119111 -0.0111509 0.00671441 -0.0220637 -0.0162034 0.00325601 0.00108998 0.00263179 0.000693252 -0.0133079
internal_weight=279.873 278.607 276.347 235.194 41.1531 7.39204 2.34382 225.002 35.8275 33.761 189.175 30.9653 20.406 10.5594 6.05658 33.5187 31.9104 29.5489 14.1718 15.3772 9.75449 5.05218 12.5413 5.04823 2.8359 18.8903 184.042 96.1005 71.8282 5.36011
internal_count=4034 3391 3356 2334 1022 373 51 2291 468 649 1823 638 411 227 79 388 354 345 162 183 84 60 68 322 115 395 1803 814 632 78
is_linear=0
shrinkage=0.020084


Tree=230
num_leaves=31
num_cat=0
split_feature=13 6 19 8 3 13 16 15 18 15 19 17 5 18 7 9 3 6 9 8 13 17 18 15 2 10 2 2 6 15
split_gain=3.45255 2.17793 2.73149 2.40318 1.87211 2.08947 1.78816 3.27238 3.04879 1.99603 3.76735 3.29541 2.61847 2.22508 3.09855 2.47575 3.1532 2.25925 2.21048 1.95042 1.79834 1.74339 1.92268 1.7099 2.11842 1.85732 2.84892 1.61839 2.52677 1.58635
threshold=98.050756475600011 13.200308423050002 12.551012654050002 7.2443465838000014 108.47659710545001 120.87576600310001 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.651020723000002 236.15709471040003 17.438757606550002 15.625782642300001 24.909276771700004 211.04147598835002 80.215525238150022 13.65531905435 191.72037998490001 5.9453602998000008 98.255079293500017 200.37850214585004 15.182826537550001 46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 174.09315058345001 13.715320456250003 21.761438576950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 6 -6 7 9 -9 10 13 12 18 14 17 -15 -17 20 -12 -14 -2 -10 -23 -8 -25 -26 -27 -20 -29 -19
right_child=4 -3 3 -5 5 -7 23 8 21 -11 11 -13 19 15 -16 16 -18 29 27 -21 -22 22 -24 24 25 26 -28 28 -30 -31
leaf_value=-0.0061169832220135389 0.0037247606146106681 0.0019710470710483769 0.0037292557203045208 -0.0070725732722679083 -0.0062535751192663407 0.0045006200286119031 0.00096019126640081785 0.0027819728628408289 -0.0071825661277976167 0.0034422184150380516 -0.00029340511692426275 0.0035222956161843071 -0.0060638840985602549 0.0036751904202361519 -0.0045964308745732544 -0.0045479139525409695 0.0029180645470032241 -0.00079655519915860281 -0.0065018543133733564 0.0023356263612092413 -0.0066123648822280102 0.0067223609140248577 -0.0043674285853188373 -0.0048844684743283443 0.0036092931564645084 0.0042274990676472706 -0.0066850061985537293 -0.006294921352243495 0.0039647544339140159 0.0033228435194503259
leaf_weight=6.3183588639367354 0.77083688648418247 2.7187174623832098 2.2499307421967392 0.99533281009644259 2.6000084702391173 0.78899203147739161 212.16856213100255 2.1167194973677379 4.7661299123428762 6.0813097599893799 4.2907414855435553 3.3743284195661536 1.1531730210408557 14.712308717891576 4.5000048973597577 3.3934975229203692 4.2928509376943111 4.9354355377145103 8.3657389692962152 4.7062920536845922 2.0999115542508662 0.72361755371093783 1.8967298371717332 3.8008016566745919 3.3100678687915206 1.302521523088217 2.0839738198556006 1.7916078511625522 1.4593689143657682 8.5715630115009827
leaf_count=1046 3 53 60 27 172 14 1286 25 183 37 82 24 131 81 42 27 17 161 148 39 70 2 59 67 18 6 45 49 6 54
internal_value=0.000409378 -0.00260045 -0.00390002 0.0004163 0.000528606 -0.00374989 0.000575888 -0.000143723 -0.00334243 0.000264309 -1.81597e-05 -0.00180019 -0.00262528 0.0010171 -0.000342352 0.00228424 -0.00037814 0.000826513 -0.00384372 0.000682559 -0.0038367 -0.00509748 -0.00130495 0.000847366 -0.00143301 0.000525947 -0.00248781 -0.00515505 -0.00168934 0.00181762
internal_weight=322.339 12.2823 9.56362 3.24526 310.057 3.389 306.668 84.0022 9.5032 74.499 68.4177 25.1413 21.7669 43.2764 20.8778 22.3987 7.68635 16.3777 15.9075 5.85947 2.87075 7.38648 2.62035 222.666 10.4974 6.69656 3.3865 11.6167 3.25098 13.507
internal_count=4034 1186 1133 87 2848 186 2662 1240 269 971 934 479 455 455 330 125 44 288 285 170 73 244 61 1422 136 69 51 203 55 215
is_linear=0
shrinkage=0.00578826


Tree=231
num_leaves=31
num_cat=0
split_feature=17 0 17 9 18 16 17 16 4 16 15 18 17 6 19 9 5 9 19 2 12 12 9 10 6 16 3 8 6 6
split_gain=1.3358 1.1201 1.98193 1.22729 1.05435 2.22907 1.23864 4.02085 1.03694 2.23013 2.52363 2.54528 2.50647 3.9348 2.34343 2.09189 2.01488 3.06715 3.18796 2.63741 2.22215 2.93604 4.28986 1.98326 1.9174 1.91563 1.77184 2.14386 1.67292 3.21562
threshold=159.58247398035004 103.33357670195001 241.79519611995002 218.72979271345005 17.138111898250003 12.604970524100002 211.67127343905003 17.684958644900004 244.52697497700004 22.624947093000003 46.074827201850006 13.820816557100002 189.31157886915003 16.525386113000007 14.651182102100002 219.21617201485003 24.279163357700003 197.02865361825005 14.451165964200003 346.74082678410008 202.12526968910001 207.88043775810004 192.57902085675002 62.272755675600003 15.255356438950001 23.044946110900003 93.620177476600006 8.3434888241000014 14.935348962050002 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=-1 4 -3 -4 5 -2 -6 -8 15 14 11 12 -11 -14 16 -7 17 20 28 26 24 -22 -23 -20 -10 -12 -18 -28 29 -19
right_child=1 2 3 -5 6 8 7 -9 9 10 25 -13 13 -15 -16 -17 19 18 23 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.023459199963259219 -0.022556097746811773 -0.021930483072308906 0.019056953768589392 -0.018281147893257379 0.018808708356692024 0.0023234563930293901 -0.021082294367893911 0.023228832164570376 -0.016901729116021131 0.014724515852225336 -0.020517619164331313 0.016931919458368964 0.004117899456487272 -0.021680671750072426 0.013396811016337901 -0.013545412953505935 0.018470940987420484 0.00068032908692971725 -0.030506916699603356 -0.023672956289237497 0.01179963658915748 -0.037274611039380276 -0.0040886408026796946 -0.0049331465581376691 -0.048565367826763552 0.0094614584672068451 0.006134403823150913 -0.02750475218964436 0.0047247180328172742 -0.016910585776338926
leaf_weight=1.0437073271023098 1.8659980513621111 2.5924546967144115 1.2408397084800524 0.58961077383719374 3.1952837966382495 151.72070043499116 1.8896057673264297 1.8304046913981435 2.5789761453634124 5.4190737158060172 3.0254156603477886 7.5204102266579858 10.829324215650557 3.5687473886646321 3.8692344203591338 3.8677784120663992 4.2885997807607037 17.461792779155079 2.7582338759675613 1.3565905570285384 2.43499582260847 2.623461500159463 5.4270763527601957 2.7489949613809586 1.3090409096330402 1.4228690154850481 5.4176888933870941 1.0225247669732196 16.638728575780988 6.4649356738664201
leaf_count=262 218 751 26 43 21 1471 43 15 55 19 68 61 48 40 20 40 22 162 43 41 14 105 33 19 10 9 101 41 96 137
internal_value=0.000601319 0.000691983 -0.00994503 0.00702989 0.000864595 0.000650768 0.00907844 0.00072068 0.000814938 -0.000787207 0.00395577 0.00637765 0.00237241 -0.00227661 -0.00276048 0.00192897 -0.00362239 -0.00521039 -0.00252946 0.00432008 -0.0138038 -0.00870207 -0.0149031 -0.0177415 -0.0275624 -0.0109282 0.00785963 0.000793452 -0.000464257 -0.00407269
internal_weight=278.023 276.979 4.42291 1.83045 272.556 265.641 6.91529 3.72001 263.775 108.187 31.7858 27.3376 19.8171 14.3981 76.4009 155.588 72.5316 60.4462 46.0727 12.0854 14.3736 10.4855 8.05054 5.50723 3.88802 4.44828 10.7288 6.44021 40.5655 23.9267
internal_count=4034 3772 820 69 2952 2873 79 58 2655 1144 245 168 107 88 899 1511 879 674 457 205 217 152 138 62 65 77 164 142 395 299
is_linear=0
shrinkage=0.0213079


Tree=232
num_leaves=31
num_cat=0
split_feature=10 18 6 10 18 6 2 6 6 16 3 9 15 12 18 7 14 0 13 16 19 10 15 10 12 0 10 13 15 18
split_gain=1.11934 1.76132 1.63957 1.18101 1.0661 1.01316 4.02872 3.86157 1.8495 2.56752 1.79469 2.63919 1.57182 2.06182 1.53845 1.38865 1.69379 1.99117 1.28349 1.15781 1.1252 0.992375 2.9726 2.34931 2.02417 2.01789 3.01382 2.01712 2.31881 3.38898
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 82.457699319000014 17.705383164500002 13.65531905435 187.91736117530004 13.78532209185 12.625294988000002 15.839962959300001 81.715684874950014 216.65333892300001 21.092276343250003 199.78749241660003 15.788786379500001 20.873561687950005 256.97906312420008 95.469836670350006 98.384125283750009 22.644947046300004 11.550931964450003 70.206395618550019 20.520114807950005 70.727956495850009 69.826413229550027 94.625660817400004 71.015621515800021 108.21850512495001 24.545953118950006 14.674589207750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 8 -7 12 -10 11 -9 14 15 18 -14 17 -17 -1 20 -8 -12 -23 -24 -25 -26 -27 28 29 -28
right_child=1 2 3 -5 -6 7 19 10 9 -11 21 -13 13 -15 -16 16 -18 -19 -20 -21 -22 22 23 24 25 26 27 -29 -30 -31
leaf_value=0.0054906364675738851 -0.02178042193357143 -0.021390336716751866 -0.023387306460434673 0.012212030594805525 0.013672189751680917 0.013318474300503662 0.0016046436336622379 -0.030189783169815781 -0.025256548271743326 0.0011542379780002064 0.0012856653050287237 0.005271517258926218 0.012324204810561498 0.012613429887848549 0.016184641508111632 -0.026314507334207742 -0.031900298407287891 -0.00059478496492995083 -0.023076860738402333 0.0065522438439212837 -0.026132026610652753 0.02073046690600628 -0.02436087543668659 0.017454572427522051 -0.026745950311769275 0.014760648752506978 0.0018909380804354886 -0.024829493601873056 0.0020801392329411993 -0.025429729216176564
leaf_weight=3.0356260198168514 2.2617551798466584 1.0526386555866336 0.42601167224347625 2.6607748147798702 2.475667647435329 9.6935963146388513 0.67519077874021505 1.8049636976793402 2.4248216946143648 3.6096402294933796 187.13794886821415 1.5264097787439821 1.451361778192221 3.1722338944673529 5.3095690450863913 1.4582685264758746 1.0815189692657439 6.355778637342155 0.77870525745674957 0.63334303349256504 3.9365047154133208 2.0233870571246397 2.1030686041340259 1.8512254431843782 1.4547683103010083 3.3596464977599707 3.4332249686122003 1.9317899383604515 11.326022626832126 3.736085819080472
leaf_count=69 371 425 7 157 33 41 74 28 51 35 1823 14 12 18 50 53 27 86 25 6 206 15 80 6 41 21 12 78 139 31
internal_value=0.0005099 -0.00769359 3.35859e-06 0.00729892 0.000706001 0.000585008 -0.00261879 0.00105471 0.000306846 -0.00945838 0.000518464 -0.0139417 0.00290932 -0.0013873 0.00927574 -0.00567974 -0.00861718 -0.00539464 -0.000341489 -0.0186148 -0.0220711 0.000739075 -0.00253736 -0.00414991 -0.00258104 -0.00405046 -0.00266244 -0.00552801 -0.00351202 -0.0123465
internal_weight=274.182 6.40118 4.13943 3.08679 267.78 265.305 33.9226 231.382 28.6775 6.03446 221.689 3.33137 22.6431 13.5192 9.1239 10.3469 8.89557 7.81405 3.81433 5.24504 4.6117 218.357 31.2192 29.1958 27.0928 25.2415 23.7868 20.4271 18.4953 7.16931
internal_count=4034 960 589 164 3074 3041 712 2329 426 86 2288 42 340 196 144 178 166 139 94 286 280 2246 423 408 328 322 281 260 182 43
is_linear=0
shrinkage=0.0198508


Tree=233
num_leaves=31
num_cat=0
split_feature=13 0 10 7 7 7 17 5 8 14 19 10 0 5 3 0 13 7 10 3 16 17 13 5 17 3 17 2 6 18
split_gain=3.70514 2.48944 3.6855 2.67668 3.56848 3.12355 3.24102 2.92721 3.09783 3.69625 3.13266 2.91461 5.34308 4.88266 4.37527 2.83623 3.61495 2.7324 2.67473 5.45254 2.9181 2.42439 2.40988 2.38954 2.24501 2.17481 2.14424 3.49827 4.4891 3.42031
threshold=98.050756475600011 76.451683855550016 55.917240655200011 19.716522186550005 21.725272673150005 21.147833206800005 172.24349499320002 29.996566321350006 8.8430989333000021 168.39662374755002 14.351157895250003 66.590419433100024 91.937202686950016 20.769304081650002 93.499196860750018 90.407470010750018 113.97180552410002 22.721067571950005 70.206395618550019 84.812788641250009 19.199955102150003 205.83789591070004 116.35915634395 17.679107616400003 188.41589330430003 108.47659710545001 187.51563899930002 211.52504573410002 16.405383309150004 13.112573650350003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -3 5 6 -5 8 11 -10 -11 14 -13 18 15 16 -6 -18 20 -20 -14 -12 -2 -22 -19 -24 -16 28 29 -28
right_child=1 3 -4 4 7 -7 -8 -9 9 10 21 12 13 -15 26 -17 17 24 19 -21 23 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0018571761336982572 -0.0044417269251591654 0.0031902473657903041 -0.0045330349123252197 -0.0043057485137388603 -0.0019136472433379226 -0.0044436101910932712 0.001605446724951113 0.0044019985375421383 0.0018547065246343674 -0.00015973377189111787 -0.0059756813676529411 -0.0038296934334157247 0.0028715002691776259 -0.0050495549692677385 -0.0013822833065073538 0.0035822418143656612 0.003067675998285729 -0.0017822777568618799 0.00036466724778420651 -0.0039536062016462623 0.0022803572528664307 -0.00066386102586467896 0.002767010697663557 -0.0013665986315880921 0.0012920846360174093 -0.0018475585871479258 -0.005830823766666101 -0.002357988304225506 0.0016685360098023425 0.00037441213192629109
leaf_weight=11.152227186365051 1.4611814846284668 5.7446840377524486 3.7690553786233059 2.0334843948949111 5.3469811305403701 4.1174958238843828 4.9545130524784327 3.0463747661560765 4.5257957316935089 5.4025943530723435 4.1745393043383956 5.0367720881476989 13.040078788995745 2.5677324999123803 12.690905871801077 8.7418507970869523 13.368521101772783 3.8895924836397162 77.805653892690316 4.8270030554849646 4.7743907049298269 1.9639307782053945 4.4735148325562477 6.7278405502438545 72.694958847016096 2.4607577710412443 2.3512265379540613 5.7043808051384977 26.687787711620331 3.3450620658695698
leaf_count=1186 136 38 209 135 28 62 35 13 23 36 53 84 56 64 79 47 65 20 664 194 16 11 28 40 401 58 25 84 120 24
internal_value=0.000376444 0.000454844 -0.00129422 0.000524474 0.000473397 -0.00171969 -0.000114692 0.000557754 0.000516759 -0.00116503 -0.00234922 0.000616986 0.000140892 0.000323127 0.000969946 0.00143297 0.00123582 0.00142303 0.000451848 0.000112414 0.0015947 -0.00427623 0.000159813 0.000147194 0.00113594 0.00112944 2.12505e-05 0.000488902 0.000990375 -0.00218689
internal_weight=328.881 317.729 12.1645 305.564 299.819 11.1055 6.988 288.714 285.668 16.0669 11.5411 269.601 114.779 109.743 154.821 104.042 95.3001 89.9531 107.175 82.6327 24.5423 6.13847 8.39545 11.5022 76.5846 6.93427 50.7794 38.0885 32.3841 5.69629
internal_count=4034 2848 431 2417 2379 232 170 2147 2134 123 100 2011 1118 1034 893 561 514 486 970 858 112 64 222 56 421 86 332 253 169 49
is_linear=0
shrinkage=0.00394257


Tree=234
num_leaves=31
num_cat=0
split_feature=16 4 3 6 10 0 16 10 9 8 7 15 19 15 0 17 19 0 7 4 16 19 16 13 17 10 9 9 19 7
split_gain=5.60462 3.18983 3.18475 2.84694 2.81751 4.76575 3.97694 3.58977 3.41059 3.30195 3.19144 2.63143 5.45339 3.03178 4.85493 3.35712 4.25257 2.57515 5.77952 4.93912 3.59559 7.50037 2.50929 4.96905 3.93952 5.12002 3.67452 2.68344 2.54728 2.43887
threshold=18.594956516900002 393.99831167250005 93.499196860750018 15.51536251395 66.590419433100024 90.407470010750018 19.974953289850003 65.611820673600008 204.27826083785001 8.8430989333000021 22.721067571950005 45.169600924000008 14.451165964200003 41.195083317300011 86.329079026800017 204.12988953870004 14.551174033150001 94.047642319350018 24.876210878000006 158.18845385165005 19.199955102150003 13.751109481500002 15.584963555600002 98.050756475600011 236.15709471040003 71.015621515800021 209.21153814325001 191.72037998490001 12.551012654050002 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 22 5 7 17 9 -8 10 -2 13 -13 14 -12 -16 -17 20 19 -19 -6 -22 23 26 25 29 -1 -27 -29 -24
right_child=2 -3 -4 -5 6 -7 8 -9 -10 -11 11 12 -14 -15 15 16 -18 18 -20 -21 21 -23 24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0038695698269487727 0.0029496755866560871 -0.0039184711930520828 4.4710850410614328e-05 -0.0029413918772950541 0.002710606246556477 0.0035326304328957784 -0.0050282193898619964 -0.0015743809616090999 -0.0002025440088537556 -0.0011297554360665345 -0.0028124604004024565 -0.0055467855702973513 0.0013701096670180252 0.002520419251057884 0.0015306826860925723 -0.0039606539677153911 0.0020833043266137454 0.0020235904148915153 0.0010645874782306843 -0.0046514743635293126 -0.0040331125835058202 0.0023152413032712866 -0.0023416737963990468 0.00090672122803896096 0.0024996872573372479 0.00034474842541465205 0.00056850929985598968 0.00041032518684707824 -0.0036976466200367496 0.0018119841314082764
leaf_weight=5.6594578733202052 14.465821102261541 3.2438529487699261 76.129383204504848 4.9174000406637779 13.814021892845632 11.044447325170038 3.1959171146154386 6.6505699008703223 4.9708673171699047 7.5532328411936751 4.4302956871688357 2.3655297867953768 4.2053423039615154 19.464581429958344 43.302643671631813 3.5385640636086455 2.746212899684906 2.0181639157235649 15.334665238857268 5.4436249285936356 4.0128624066710454 6.4368414655327797 2.5003156163729745 44.863854510709643 4.0381227415055028 3.752812125952917 4.407569530652836 2.3569518104195586 13.420861924067138 7.5380031792446971
leaf_count=703 65 383 609 344 66 50 38 35 28 37 25 30 26 73 212 41 14 9 75 83 33 23 100 277 28 104 137 17 286 83
internal_value=0.000379882 -0.000365636 0.000666955 -0.000242316 0.000937656 0.00125168 0.000256658 0.00101997 -0.00209098 0.00118901 0.0013743 0.00108963 -0.00111999 0.00128722 0.000842848 0.00116943 -0.00131967 0.000664065 -0.000215466 -0.00284609 0.00149041 -0.000122634 -9.24097e-05 0.000387489 -0.000876805 -0.00133792 -0.00192648 -0.00242515 -0.00308398 0.000777403
internal_weight=347.823 96.6992 251.124 93.4553 174.994 119.767 55.227 108.723 8.16678 102.072 94.519 80.0532 6.57087 73.4823 54.0177 49.5874 6.28478 47.0602 22.7965 7.46179 24.2637 10.4497 88.5379 54.9309 33.6071 29.5689 10.067 19.5306 15.7778 10.0383
internal_count=4034 2462 1572 2079 963 608 355 558 66 523 486 421 56 365 292 267 55 289 167 92 122 56 1735 1117 618 590 840 407 303 183
is_linear=0
shrinkage=0.00364444


Tree=235
num_leaves=31
num_cat=0
split_feature=16 3 18 16 9 5 17 6 13 19 8 10 17 4 5 3 13 19 5 0 0 13 16 3 18 13 17 6 8 17
split_gain=5.44098 3.38707 3.12348 5.21018 3.45829 3.40525 4.0747 2.98736 2.97334 3.40276 4.16983 3.60607 4.0687 2.70648 2.76871 2.6371 7.25884 5.7539 4.25998 3.41185 2.62163 2.32154 2.76676 5.59959 5.41251 2.48226 2.36587 3.23832 3.10826 2.99751
threshold=18.594956516900002 93.499196860750018 13.843998451900001 22.634947069650003 196.26893085885004 18.128874633450007 196.31479727660005 15.51536251395 92.38617519475001 12.651020723000002 2.7478556007500008 71.015621515800021 236.15709471040003 224.04800382715004 19.426367441400004 89.256809930900019 112.64908412395 13.851117550450002 21.089169479000002 88.872360418250011 93.399723909900004 116.60649449195002 22.704946905950003 93.980430866100008 13.3584252364 120.87576600310001 185.82794795070004 16.405383309150004 8.3434888241000014 190.25644477395002
decision_type=2 2 2 2 2 2 2 2 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 13 -6 -7 8 -1 10 -10 -11 -13 14 20 16 17 -8 19 -17 -4 -3 23 24 26 -25 -23 29 -29 -28
right_child=1 21 3 -5 5 6 15 -9 9 11 -12 12 -14 -15 -16 18 -18 -19 -20 -21 -22 22 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.003605195351992854 0.001391261630872407 0.0018285308607735959 -0.0051646505975233977 0.0030100953639988857 0.0017372704948645887 -0.003850283901059807 0.00049684613953103213 -0.0029242334135621798 -0.0038846274254018109 0.0011824518008278653 0.00073763681493891264 -0.0022227905742320652 0.0014619812307111177 -0.0052581703082293634 0.0018144617402278535 -0.001078757500603413 0.0033573354254127657 -0.0051582371945775203 0.00042058922582594434 -0.0066310618665286489 -0.00024635333470429877 -0.0018334073851413095 0.00087757051041714544 -0.0038796877961541905 -0.0035328284862697944 0.0023593360820815239 -0.0037940822648669026 0.0028071380633504896 0.00014780129702245877 0.0011362663960184012
leaf_weight=3.1306100306101134 90.371597830206156 8.1983627360314113 2.3991530947387201 8.9140158966183645 18.418971244245768 3.3767100172117344 11.517093965783717 5.3935981234535566 2.6125898002646855 7.8235679944045833 49.475479633547366 21.67632744344883 4.6227815542370072 2.1978492736816397 3.1969781145453453 3.4949902705848244 9.7682119086384755 2.8547468297183505 11.545365825295447 2.3556876480579376 3.2376588843762875 4.9671040065586558 21.649771724827588 7.8528735185973328 5.0150901172310105 0.90418684110045422 3.2692661397159126 11.098401539027693 11.256136899814008 3.0128127541393042
leaf_count=797 418 63 28 52 78 33 86 353 163 106 559 434 50 29 14 35 43 26 67 18 36 28 139 184 51 14 29 34 52 15
internal_value=0.000380946 0.000655882 0.000932182 0.000433996 0.000125196 0.000446131 -8.33719e-05 -0.000347128 -0.000191546 -6.75847e-05 0.000505797 -0.000942849 -0.00157509 -0.00171727 -0.000836289 0.000222862 0.000985579 -0.00062645 -0.000835541 -0.00331431 -0.00233969 3.45809e-05 -0.000178491 -0.000661089 -7.73268e-05 -0.00323549 0.00043838 0.000832428 0.00146809 -0.00142954
internal_weight=345.608 250.873 173.649 83.2774 74.3634 63.3318 44.9128 94.735 89.3414 86.2107 52.0881 34.1227 26.2991 11.0316 8.83379 41.5361 24.1401 14.3718 17.396 5.85068 5.63681 77.224 69.0256 47.3759 38.6188 8.75706 33.6037 28.6366 22.3545 6.28208
internal_count=4034 1572 963 545 493 386 308 2462 2109 1312 722 590 484 107 78 275 155 112 120 53 64 609 546 407 209 198 158 130 86 44
is_linear=0
shrinkage=0.0035658


Tree=236
num_leaves=31
num_cat=0
split_feature=16 13 16 18 17 6 16 18 19 3 10 16 6 0 10 15 19 6 15 14 2 16 18 4 14 10 18 5 9 18
split_gain=8.08055 3.22052 4.15082 4.54907 3.63441 3.25987 3.15736 4.73353 3.65746 3.03084 3.38557 5.15905 5.38846 4.22046 3.51334 3.08684 6.48219 3.98269 3.66415 4.31447 3.14101 3.03005 3.59497 2.91093 2.85434 2.83642 4.39176 2.69862 3.40926 2.67066
threshold=18.594956516900002 95.862351557400004 15.584963555600002 17.551307094650003 199.59317753375004 11.075258771650001 15.404963976500001 15.981927061500002 12.250988447150002 93.499196860750018 66.964115113200009 19.974953289850003 14.955349429350003 90.407470010750018 65.611820673600008 45.169600924000008 14.451165964200003 16.455384477450004 41.29990759910001 285.93967426180006 131.42729508740004 22.604947139800004 13.843998451900001 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 20.769304081650002 213.86028282195005 13.659439901750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 23 -3 7 -7 -9 10 13 27 -13 14 15 17 -17 20 19 -19 -2 22 -22 -4 -25 26 -26 -12 -29 -11
right_child=9 2 3 -5 -6 6 -8 8 -10 29 11 12 -14 -15 -16 16 -18 18 -20 -21 21 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0018544424737054746 0.0021489897700650695 -0.0027776465658712318 -0.0030843685404998264 0.0014521763619013087 -0.0023049660932650891 -0.0007740408638490764 0.0014634255377006758 0.0013159054526332347 -0.0014273938061307471 0.00021793645784155556 0.00066304269964915174 0.0011402841782675586 -0.0032134443102981771 0.0021864048146921504 -0.00088015186526506849 -0.0035827636220867672 0.0010048113713683185 0.00030999326293231031 0.0016720256317771869 -0.0024613103689076388 0.0009837983554348553 0.0015290654803253307 -0.0013723070997366923 0.00033072347803518782 -0.0035244015083305243 -0.0027626182886831378 0.0022906968590973207 -0.0031742145952409536 0.0011175605819971133 -0.0021955851131347246
leaf_weight=6.9349987055174998 19.924915745854378 1.9530718196183432 2.3954275799915221 4.7313008792698374 9.7237910008989257 19.875142174772918 12.064924553036688 17.257962184026841 3.3520593680441371 76.505943979602307 43.986991403624415 2.5229263752698889 4.7013058960437775 13.426401294767855 7.0586926564574233 2.7168885767459861 5.1523768901824951 25.289713546633724 9.5299340933561307 3.7220183089375487 11.318870171904566 24.397370181977749 5.5860654115676871 14.480070298071952 1.1696890785824501 4.3328797500580549 2.0909940078854561 2.4741592388600102 1.8822519965469835 2.7428602892905465
leaf_count=972 122 52 84 34 206 352 41 95 25 557 244 11 49 56 35 31 28 101 28 40 41 101 31 371 50 169 11 35 10 52
internal_value=0.000305793 -0.000274335 -0.000157046 -0.000756459 -0.00106207 0.000271033 0.00038434 6.27629e-05 0.000869729 0.000527224 0.000696697 0.000201282 -0.00169299 0.000911562 0.000762328 0.000870039 -0.000579063 0.000984337 0.000379145 -4.55471e-05 0.0013653 0.00098723 0.000205247 -0.000568154 -0.000295095 -0.00148846 0.000204675 0.000484353 -0.00131989 0.000134403
internal_weight=363.302 100.362 93.4273 38.9242 34.1929 54.5032 52.5501 40.4852 20.61 262.94 183.691 55.5676 7.22423 128.123 114.697 107.638 7.86927 99.7689 38.5417 29.0117 61.2272 41.3023 16.9049 24.4691 22.0736 7.59356 3.26068 48.3434 4.35641 79.2488
internal_count=4034 2462 1490 925 891 565 513 472 120 1572 963 349 60 614 558 523 59 464 169 141 295 173 72 685 601 230 61 289 45 609
is_linear=0
shrinkage=0.00240323


Tree=237
num_leaves=31
num_cat=0
split_feature=16 3 10 16 3 6 17 19 6 12 3 13 16 17 10 19 9 13 18 9 17 4 6 8 8 13 15 9 6 10
split_gain=5.94214 2.97976 3.00946 8.23493 3.02599 3.44344 3.42113 4.03426 3.00425 3.52583 2.88652 2.99839 2.82068 3.26429 4.94438 3.24862 3.27777 2.96563 5.23866 3.43076 2.92374 2.68863 2.66181 2.62446 4.27833 2.79225 2.58267 2.58138 2.56989 3.30894
threshold=18.594956516900002 93.499196860750018 64.407391431150018 20.959950986500004 91.017750006350013 16.585387514950003 204.49254535040004 14.551174033150001 16.235379337050002 240.37493163845002 103.00289635185001 92.38617519475001 15.584963555600002 236.15709471040003 71.015621515800021 12.551012654050002 188.63457064660003 103.93041440690001 15.981927061500002 219.96883426190004 171.92791459955001 232.62504358260003 14.060328517350003 8.543332867800002 7.7439566930000003 98.050756475600011 29.037712645600003 196.26893085885004 16.375382608200002 62.181348099150007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 4 8 -2 6 -6 -8 9 26 11 -1 17 14 20 -16 -17 18 23 -20 -14 -22 -19 24 25 -13 27 -4 29 -3
right_child=1 28 3 -5 5 -7 7 -9 -10 -11 -12 12 13 -15 15 16 -18 22 19 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0033888731146046029 0.0026895317947735137 -0.0046192905267789797 -0.00025633802822458131 -0.0038189181857794137 0.0014186761007550393 -0.0017362020320516496 -0.0033029244891014786 0.0026710541388999579 0.0022736381524076955 -0.0030388832446321622 -0.0034796727850783973 -0.003661018078834006 -0.0036080221605378029 0.0018619190174217796 0.00072972320526506855 0.00085962349027008474 -0.0033892170369959275 0.0037388516914068554 0.0012684279461204668 -0.0027750822546174568 0.0028944588213122772 -0.00054275150309735583 0.00070787400934022688 0.0019918143830300558 -0.0047028622117459718 0.00061075598442177071 0.00010408783293830606 0.0023896097535224181 0.00028036156151231128 0.00056003039553123753
leaf_weight=3.2252490059472612 14.910388857126234 2.8406047094613305 5.9577768407762077 4.8491563126444808 70.579742271453142 4.7196454256772986 3.7685059383511534 1.9211321026086805 11.458689860999582 3.1753953397274008 3.1378556224517515 2.5007498750928772 1.6518056648783375 4.5029619000852099 3.5617967124562737 2.376422538887712 14.602928422391413 4.6996318418532601 22.255360131617639 2.6424376275390378 5.2022460810840112 5.0468047740869224 10.65810915105976 1.9087390899658192 4.8746687402017406 5.5342835793271661 40.457399928942323 13.681742414832113 72.073185843415558 2.7162129916250706
leaf_count=797 75 39 36 32 335 24 52 11 49 39 276 166 113 38 55 92 325 12 213 46 18 99 59 13 77 63 260 50 555 15
internal_value=0.000386206 0.000658176 0.000900302 0.000417977 0.00130055 0.00104483 0.00121693 -0.00128578 0.000692901 0.000406628 -0.000313496 -0.000209185 -9.77373e-05 -0.000814931 -0.00118648 -0.00218345 -0.00279455 0.000383374 -0.000100762 0.000839285 0.000534312 0.00120192 0.00163539 -0.00168022 -0.00222314 -0.000718752 0.000588681 0.00158694 0.000110861 -0.0020876
internal_weight=351.492 253.11 175.48 79.5802 95.8994 80.989 76.2694 5.68964 74.731 63.2723 98.3821 95.2442 92.0189 36.945 32.442 20.5411 16.9794 55.074 39.7162 24.8978 11.9009 10.2491 15.3577 14.8184 12.9097 8.03503 60.0969 19.6395 77.63 5.55682
internal_count=4034 1572 963 466 497 422 398 63 434 385 2462 2186 1389 740 702 472 417 649 578 259 230 117 71 319 306 229 346 86 609 54
is_linear=0
shrinkage=0.00335508


Tree=238
num_leaves=31
num_cat=0
split_feature=16 4 16 3 17 6 15 19 6 15 2 5 5 16 16 6 7 10 6 13 18 15 2 17 18 16 19 3 10 3
split_gain=7.90794 5.65301 5.91412 5.62574 4.28301 4.24175 6.1024 4.73801 4.03331 5.07751 3.9768 3.96785 3.80107 3.18915 3.8475 2.97822 2.64555 4.69437 2.54977 4.95886 3.25449 5.30729 11.8401 3.34961 2.86614 2.50973 3.00041 3.77897 2.44002 7.06532
threshold=20.404952284350003 413.05180676905007 19.974953289850003 93.281431752200021 162.13109061465002 16.455384477450004 37.870720399650004 14.351157895250003 16.605387982250004 35.098844929350008 131.42729508740004 20.374719724350005 19.749058312400006 19.644954061550003 19.334954786500003 6.9501623894500009 19.078733418100004 64.730006406800015 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 13.204532713600001 22.624947093000003 14.451165964200003 92.324340657750014 70.206395618550019 83.538459487450012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 -1 10 7 -7 9 -9 12 -5 -2 14 15 -6 -17 -18 19 -13 23 22 -22 -20 -23 26 -12 -28 -19 -30
right_child=3 -3 -4 11 13 6 -8 8 -10 -11 25 18 -14 -15 -16 16 17 28 20 -21 21 24 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0036584355308047294 0.00042319552493032058 -0.0036972945482141159 -0.0036666903037134331 0.0026644245155935842 -0.0021858501067991715 -0.0043127106929993558 0.0021162071495340463 -0.0051940393524105817 0.0016062107133643162 0.00054281899656612165 0.0012498689583451809 0.0012604716794623356 0.0033868918195580624 0.0021997772273559041 -0.0036573204671152622 0.0021632149464162554 -0.003619571465162581 0.0011700175829691133 0.00012537470598691911 -0.0046148444286931867 0.00043248205069047128 -0.0018165072017415317 -0.0059781755434819448 0.0020633558249431943 0.00098722453455649941 0.0020748147773024146 -0.0026661486612485803 0.001761766490788042 0.00042892225063411837 -0.0019634789949987694
leaf_weight=3.2743830534163854 6.0833129659295109 4.7517413157038382 4.7506316024810067 6.958577010780572 5.7811895662453017 3.6569325104355874 12.035486221313475 2.9672710150480253 7.5149342939257622 3.9922938495874405 24.215700916945934 2.8911518901586524 22.193036913871765 8.1646209647878987 3.000081129372119 7.5173299126327029 3.5705794340465209 24.868050972465426 26.04593114554882 3.5081213708035648 7.7645716406404954 5.0480966344475773 5.3819105615839362 15.814408449456094 19.804379823617637 22.591570943593979 5.6253058686852437 3.4190092384815216 75.53232718189247 16.615398297086358
leaf_count=311 33 358 49 32 498 21 38 34 31 15 99 12 109 30 42 84 216 197 175 48 34 38 51 65 128 102 43 13 783 345
internal_value=0.000431047 -0.000129309 -1.85513e-05 0.000857233 9.8294e-05 0.00135115 0.000282555 -0.000934606 -8.114e-05 -0.00190314 0.00173433 0.00025164 0.00274929 0.000183099 6.28128e-05 0.000146173 0.000251415 0.000132234 5.69976e-05 -0.00196041 0.000218656 -0.000485132 -0.00219191 0.000857524 0.000417724 0.00122047 0.000640169 -0.00099227 0.000246715 -2.4579e-06
internal_weight=365.338 157.826 153.075 207.512 148.324 114.295 30.1669 18.1314 14.4745 6.95956 84.1279 93.2171 28.2763 145.05 136.885 133.885 128.104 120.586 86.2586 6.39927 79.8593 37.999 13.1465 41.8603 24.8525 55.8516 33.26 9.04432 117.016 92.1477
internal_count=4034 2913 2555 1121 2506 538 139 101 80 49 399 583 142 2195 2165 2123 1625 1541 551 60 491 251 85 240 166 257 155 56 1325 1128
is_linear=0
shrinkage=0.0033216


Tree=239
num_leaves=31
num_cat=0
split_feature=13 3 16 5 10 7 10 3 17 13 7 9 16 10 0 15 0 5 9 16 16 13 18 16 13 15 0 18 7 17
split_gain=1.44688 1.18055 1.67025 1.06577 2.5946 2.9328 1.79132 3.05176 2.39906 2.31916 1.98604 1.96119 1.79296 1.53991 4.51865 3.50903 2.58889 3.87076 2.81986 2.53209 2.17876 2.67957 2.17521 2.11077 3.51792 1.93755 1.63587 4.08361 5.18701 3.89483
threshold=92.38617519475001 108.47659710545001 21.094950670800003 29.996566321350006 60.613977009100005 19.623463571950001 61.901748453550006 93.980430866100008 187.51563899930002 117.67650082785001 19.506002767000002 180.51130933560003 22.704946905950003 66.590419433100024 90.407470010750018 38.62622401090001 92.313586825200005 20.444185446200006 47.291708985050008 20.784951395750003 20.844951255400005 114.05514772615001 13.545319032100002 22.494947397000004 115.68166489510001 31.504255087500002 87.170566421650008 13.3584252364 23.203497038450006 192.00947391610003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 4 5 -2 8 9 11 13 -9 -6 -12 14 19 16 17 18 -15 -8 -21 -22 -18 24 25 -23 27 29 -29 -25
right_child=1 2 -4 -5 6 -7 7 10 -10 -11 12 -13 -14 15 -16 -17 22 -19 -20 20 21 23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.023779217289512395 0.004548903386946788 -0.024940653194127076 0.018264707900914955 0.010009280122858516 0.0087649286887424138 -0.027975420840978055 -0.016822072736106981 0.024626741979109343 0.014607997789488517 -0.01904855073182854 -0.024224242980024721 -0.017590188868859151 0.024113084228424446 0.010840732353827771 0.020091453069001584 -0.03052909512406593 0.021770293665497664 0.0094671549320555111 -0.031758142256341583 0.023469046301905872 -0.018715909504656798 0.013028926644950884 0.00058127163645694819 0.0001634222152926921 0.02114832188921829 -0.0080779005012406938 0.0074087818210163605 -0.03489904688215581 -0.003703559761693604 0.016951242843645523
leaf_weight=1.308553950395434 2.7226091807242474 2.0477377313654865 0.66078029572963703 7.5888547522481522 3.4426760911010232 3.5878710877150297 3.8073336323723188 0.61585579812526603 12.186824395321308 3.0949397534131995 5.0401673868764192 2.9081760123372078 0.46825411170721043 1.0686515585985015 8.3793343435972911 2.1287872884422532 2.781653275480493 2.9910562601871789 4.6119035424198955 2.7693767696619025 3.30216410011053 4.1207060068845767 98.21154549322091 38.479101639706641 8.6587796956300718 5.9124586507678032 19.640128493309021 3.5581778185442117 18.187575945165008 9.6513687418773753
leaf_count=797 47 183 3 83 32 135 31 4 54 22 297 17 3 27 53 44 23 39 68 12 22 21 1363 210 77 35 119 30 131 52
internal_value=0.00101012 0.00112489 -0.0144001 0.00127512 0.00103172 -0.013943 0.00138696 0.000856271 0.00847164 0.00127425 -0.015616 -0.00330358 -0.0201152 0.00153824 0.00332427 -0.000482216 0.000101047 -0.0122888 -0.0237443 0.00213449 0.00276604 0.00225188 0.00116488 0.00289175 0.0101138 0.000590853 0.00138371 -0.000309758 -0.00880796 0.0035298
internal_weight=283.933 282.625 2.70852 279.916 272.327 6.31048 266.017 247.479 18.5377 241.355 6.12428 6.35085 5.50842 238.26 126.467 111.794 109.665 8.67161 5.68056 118.087 114.28 111.51 100.993 108.208 18.6919 10.0332 89.5164 69.8762 21.7458 48.1305
internal_count=4034 3237 186 3051 2968 182 2786 2683 103 2379 304 49 300 2357 793 1564 1520 134 95 740 709 697 1386 675 133 56 542 423 161 262
is_linear=0
shrinkage=0.0236291


Tree=240
num_leaves=31
num_cat=0
split_feature=16 4 17 19 17 18 4 18 6 19 0 6 10 18 16 9 4 5 12 17 14 5 0 5 6 10 6 10 10 18
split_gain=6.06565 2.94368 2.94323 3.10728 3.61725 4.5166 4.36419 3.64074 3.15568 3.15594 2.81323 3.81141 4.10021 3.70841 5.34648 3.76179 3.61586 3.40276 5.83584 4.54044 2.99084 3.10644 3.27798 2.56282 2.69331 5.92363 3.35169 3.33612 3.54305 2.52367
threshold=18.594956516900002 393.99831167250005 162.13109061465002 12.851036860900001 236.15709471040003 15.289002683150001 195.50296729855003 14.85568425095 11.075258771650001 12.551012654050002 86.329079026800017 16.375382608200002 62.181348099150007 13.843998451900001 22.634947069650003 196.26893085885004 284.07887079910006 18.128874633450007 101.85466269095001 196.31479727660005 224.77131425235004 19.426367441400004 93.399723909900004 13.154029769200003 13.65531905435 78.10777406390001 13.78532209185 78.527173532250018 80.468240302450013 15.279937110450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 29 -8 9 -4 11 12 -2 -12 15 20 -13 -17 -19 -20 21 22 -15 -10 25 -25 -26 -27 -29 -5
right_child=10 -3 3 4 -6 -7 7 -9 23 -11 13 16 -14 14 -16 17 -18 18 19 -21 -22 -23 -24 24 26 27 -28 28 -30 -31
leaf_value=-0.0040957626868459345 -0.0052318916010708318 -0.0039547800751722779 -0.003958359227334788 -0.0035181630469569868 0.0019057164249886476 -0.0043842215583066446 0.0022324929844233857 -0.0040782528905841595 0.003144582994458028 0.0012573612248952253 0.0016377357173158226 0.00077511749001741323 0.00067739467891209896 -0.0059249898179642982 0.0032238609794989254 0.0018163424602701558 -0.0010682807611719944 -0.0055794000887926234 -0.003949121850820793 0.00062531616883387039 -0.0056176394028063983 0.0020401430385368203 -0.00028848730907613326 -0.0043375217576886015 0.0033570009840415789 0.0034829360972046513 0.00038799773351961582 -0.0055888975404195769 0.00024819604823550306 0.0033084193731649624
leaf_weight=2.7297488113399586 3.589397548697888 3.1306010466068974 4.4903569563757619 6.9211581144481995 4.3501820280216625 6.7092158677987745 7.0242485487833601 1.55592580512166 4.9288208167999974 2.5256461226381361 71.263645973056555 72.802594943903387 3.0063890814781189 2.3227155432105047 8.9246975630521757 19.74687248468399 18.618081458844244 2.5020714439451686 3.2681947313249102 40.352922949939966 2.2751676551997653 3.345640741288662 3.7728464156389236 4.8368027673568603 6.6857572067528954 3.7047542184591284 25.522529580630362 1.6841295734047879 10.374964785762129 0.84688076376914967
leaf_count=286 49 383 530 229 40 153 92 66 31 53 324 447 15 28 50 78 197 33 29 243 29 14 36 139 22 12 263 23 138 2
internal_value=0.000396099 -0.000393425 -0.00027593 -0.00016279 -0.00121631 -0.00180534 -0.000746981 0.0010881 0.000283124 -0.00208079 0.000698653 0.000201991 -0.00253841 0.0010072 0.000487797 0.00017307 0.000399704 0.000519718 -3.541e-05 0.000282589 -0.0017758 -0.000849987 -0.00243628 0.000570375 0.000330116 -0.000723944 0.0010043 0.000384806 -0.000566991 -0.00277392
internal_weight=353.813 98.0217 94.8911 92.1614 27.4076 23.0574 16.3482 8.58017 64.7538 7.016 255.791 98.0165 6.59579 157.775 86.5111 77.5864 91.4207 65.8701 46.1232 43.6211 11.7164 9.4412 6.09556 57.7378 52.8089 20.6007 32.2083 15.7638 12.0591 7.76804
internal_count=4034 2462 2079 1793 582 542 389 158 1211 583 1572 708 64 864 540 490 644 383 305 272 107 78 64 628 597 312 285 173 161 231
is_linear=0
shrinkage=0.00373278


Tree=241
num_leaves=31
num_cat=0
split_feature=16 6 13 16 17 10 3 19 9 18 16 18 14 15 15 6 5 19 18 6 0 10 6 15 15 2 0 5 13 16
split_gain=6.36622 3.13595 3.51249 3.29214 3.41691 5.37495 2.97541 2.92993 3.27325 2.90937 4.8173 3.40403 2.67575 2.85127 2.70181 2.64784 6.32699 4.2427 3.20786 3.14665 3.20666 2.59728 5.72937 3.18414 3.66811 3.12953 3.0842 3.17438 2.58616 3.91695
threshold=18.594956516900002 15.51536251395 95.862351557400004 15.584963555600002 236.15709471040003 71.015621515800021 93.499196860750018 12.551012654050002 188.63457064660003 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 32.548041893900006 30.501457990950005 13.65531905435 14.582249945350002 12.250988447150002 16.049140492450004 13.78532209185 97.674372337300014 66.964115113200009 15.425360411050002 28.626568391100005 36.742238227650013 90.745765132650021 90.297243227400017 21.991679690250006 116.60649449195002 21.094950670800003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 15 5 -5 9 -7 -9 -2 11 12 13 14 -11 16 17 18 -4 -17 -21 26 23 -23 25 -25 27 -13 -8 -30
right_child=6 -3 3 4 -6 7 28 8 -10 10 -12 21 -14 -15 -16 19 -18 -19 -20 20 -22 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0028124595166001305 0.0014439952926655457 -0.0030681991233377556 -0.0010865632106155665 0.00086572885463173351 0.0021638403336325506 0.00060880580482467698 0.0020137033335842929 0.00085533247864386249 -0.0037168643150051052 0.00022963467416274442 0.0037060261594541394 -0.0017157979740779897 -0.0031762209180482585 0.0017329222314766551 -0.004581434305698082 0.0038258124822249501 -0.0042691479766192959 -0.0044777042843501735 0.002190702840407776 0.0015544990628084327 -0.0017762822707110128 0.0020852573707836881 -0.004990527538537206 -0.0032332933026920463 -0.0042674509299832223 0.00077041813987502111 0.0033668882520387121 0.0023550048563640053 -0.0039935962228579008 0.00010184728775257786
leaf_weight=6.4848920265212646 91.463822245597839 5.4676988073624662 5.9191069565713503 10.080231305677446 4.3082652837038031 3.5668012101668891 8.843285743147133 2.4599499027244773 14.295662601478396 3.6478969082236308 5.8474048227071753 4.883856453001501 5.8366727083921424 5.6713795512914658 2.7397452890872955 5.5689306519925621 4.3959276494570068 2.0068917642347506 12.369991662912069 15.57859893422574 5.1568768490105859 11.994035888463257 2.7066102772951117 2.993506968021399 2.6587298577651373 20.803399626165628 8.9027539491653425 5.4141481667757034 3.2787922034040085 69.122306362725794
leaf_count=972 418 353 108 186 33 53 63 84 320 17 37 44 40 20 27 16 119 39 75 68 36 51 25 47 44 118 42 33 103 443
internal_value=0.000421408 -0.000374237 -0.000214464 -1.78916e-05 -0.000887627 -0.00132004 0.000723978 -0.00240422 -0.0030456 0.00099206 0.000500555 0.000261027 -0.00114132 -0.000156416 -0.0018339 0.000574098 -0.000286962 0.000575543 0.00113004 0.00138237 0.00072614 0.00067682 0.000158072 0.000520501 -0.000188904 0.000266775 0.00178874 0.000424416 0.000144668 -8.3621e-05
internal_weight=354.468 97.6598 92.1921 85.7072 34.7109 30.4026 256.808 20.3224 16.7556 175.564 84.1001 78.2527 17.8957 12.059 6.38764 50.9963 24.6919 20.296 18.2891 26.3044 20.7355 60.357 41.1563 38.4497 26.4556 23.7969 19.2008 10.298 81.2444 72.4011
internal_count=4034 2462 2109 1137 676 643 1572 457 404 963 545 508 104 64 44 461 341 222 183 120 104 404 285 260 209 165 119 77 609 546
is_linear=0
shrinkage=0.00366117


Tree=242
num_leaves=31
num_cat=0
split_feature=8 10 3 0 0 15 9 10 9 5 10 15 13 6 16 15 16 5 15 5 4 5 10 17 10 16 15 3 18 4
split_gain=8.95337 5.48786 5.50969 4.74128 4.22638 5.12697 3.78237 4.61366 3.70807 3.43989 3.59172 3.35092 3.49809 3.20778 2.96358 3.16497 4.76713 2.93373 2.90913 2.77602 2.65884 2.75939 2.57237 2.55312 2.53775 7.8681 3.30059 2.85633 4.32927 4.45281
threshold=5.9453602998000008 70.206395618550019 83.538459487450012 97.878695155250014 86.329079026800017 34.139075990150012 72.82855515350002 72.378669787950017 200.17144541975003 14.050239455300002 81.597392717250017 29.037712645600003 108.17011287860002 13.245309474550002 22.564947233300003 46.074827201850006 23.044946110900003 15.904541771600002 24.006097767650004 22.327062271350005 377.6847677435 30.284449345300001 75.408562100950022 189.72181505755 64.407391431150018 20.959950986500004 45.169600924000008 91.017750006350013 13.946975448150001 331.55739242175008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 3 17 5 8 7 20 -2 10 -5 12 -4 -12 -7 -16 -17 -3 -19 -10 21 -1 -20 -11 26 -26 27 -6 -29 -30
right_child=1 2 11 9 24 14 -8 -9 19 23 13 -13 -14 -15 15 16 -18 18 22 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.00026114578380257353 0.0029994713347221711 0.0035226668627508723 -0.0037165882079282413 0.0012300216322187921 0.0029343080391811814 -0.0023196164149796041 -0.0034325841662409249 -0.0033747896327046912 0.0019424477670953277 -0.0035132967626611915 -0.0020631860145957953 -0.0035570782965505467 0.00081707766276614235 0.0034400320904809183 0.00041575952670276818 -0.0030072531433602955 0.0022722301363388101 -0.00079015570230689218 0.00082290187405861348 -0.0034373126372757761 -0.00363888632660673 0.0027048006970993134 0.0034880709340609746 -0.00076250418691065785 0.0010531707232467823 -0.0031622658324580847 -0.00087597395313647897 0.0017880063941469173 -0.0021463867322332984 0.0023360464817793127
leaf_weight=15.206852535717198 11.296896349638699 4.8759614564478388 2.5066729299724084 18.306244408711795 16.322502993047237 5.2981158941984168 6.2897333311848334 5.1948309922590843 2.1048360243439665 4.3648020876571563 7.6460834620520455 6.6644507376477113 6.0873850584030151 1.2916936948895452 68.445975510403514 6.7251781867817026 2.4286987781524658 8.378085959702732 15.633358336985113 1.9075810937210915 1.8874107971787442 4.1699156537652007 4.9822515547275534 18.188931507989764 53.154909241944551 5.0590216666460028 5.4144612587988368 52.587167523801327 6.4048089459538442 3.6182456985116005
leaf_count=200 49 16 55 128 72 35 486 702 11 86 407 236 29 6 316 125 10 40 77 34 54 18 14 200 270 32 41 219 51 15
internal_value=0.000431732 0.000587226 -5.32474e-05 0.000272278 0.000850381 0.000334782 -0.00118117 -0.000645978 0.0020521 -0.000361838 0.000410558 -0.00183821 -0.00050528 -0.00126786 1.76327e-05 0.000177208 -0.00160651 0.00120461 0.000814769 -0.000615195 2.06691e-05 0.000377131 0.001467 -0.00129486 0.00120557 0.000686833 0.00156358 0.00173093 0.0014172 -0.000528263
internal_weight=372.443 339.694 98.9259 83.6674 240.768 98.2073 32.7487 26.459 15.3093 49.7978 27.244 15.2585 8.59406 8.93778 82.898 77.5999 9.15388 33.8697 28.9937 4.01242 21.2642 19.3768 20.6156 22.5537 142.561 58.2139 84.3472 78.9327 62.6102 10.0231
internal_count=4034 2574 1294 974 1280 580 1460 974 94 827 541 320 84 413 486 451 135 147 131 45 272 218 91 286 700 302 398 357 285 66
is_linear=0
shrinkage=0.00322997


Tree=243
num_leaves=31
num_cat=0
split_feature=16 8 15 19 3 2 19 3 16 18 8 4 8 9 15 7 17 7 3 6 10 12 10 16 16 19 6 18 16 13
split_gain=1.5229 1.74574 2.03892 1.5958 1.2138 1.59718 1.15246 2.33021 2.63092 1.89546 1.88362 2.68108 1.95359 1.75076 1.58837 1.52159 0.995839 2.06044 0.961981 2.46708 2.77951 3.45553 2.21712 5.27586 2.38867 3.01376 2.40463 2.48449 2.89842 3.25335
threshold=13.564968279200002 7.6440346712000009 18.019770707250004 10.850875481800001 108.47659710545001 93.57193670880001 11.850956171350001 81.105404879350019 17.684958644900004 17.551307094650003 7.1444245619500011 182.86807653835004 8.543332867800002 211.30488836970002 21.336470542700003 25.987500066900001 172.24349499320002 19.078733418100004 93.281431752200021 16.375382608200002 62.181348099150007 121.36065266065002 64.407391431150018 20.959950986500004 22.534947303500005 14.551174033150001 16.545386580300001 13.276755824150003 22.604947139800004 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 6 -6 13 8 10 -10 14 15 -13 16 -8 -12 17 -2 22 20 -20 -22 24 -24 -9 26 27 -26 29 -29
right_child=4 2 -4 -5 5 -7 7 18 9 -11 11 12 -14 -15 -16 -17 -18 -19 19 -21 21 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.021655611704753028 0.020088052492186675 0.0099492403856677996 -0.023923430531514252 -0.022952767237771062 0.014824127778535612 -0.02184442254043073 0.017024784079647214 0.012446993481739993 -0.005365452425559962 0.022240431478163132 -0.010517402288471714 -0.023522149547574287 0.0046063871159866569 -0.010645299997452732 -0.021767765310794517 0.015093983544366528 0.015500829207548472 -0.022709352626474499 -0.026831869250505035 0.00086551512258819445 -0.031289378403274934 0.01574883980947733 0.0017257899566330518 -0.020977478392109814 0.014976757481603209 0.013751394659192728 -0.016381004283199364 0.0082065733852769527 0.0054541698214189121 -0.015026060998266951
leaf_weight=2.5829910106258449 0.95127683132886687 4.011746023548767 1.3358606569236142 0.73820582218468178 0.67257488938048426 1.9856688508298246 1.7401235259603738 16.148187972605228 2.0853953193873158 2.1227783113718033 2.1928396597504611 7.3287302674725634 1.2178374826908109 1.7587974630296219 0.60046175238676358 1.7755063995718954 6.8442669161595404 0.95187049591913819 2.9987928771879515 77.662785927765071 0.96205529151484404 2.1076218686066568 95.491809378843755 4.5347480066120616 5.4347877576947203 9.2494359612464887 3.2115925922989836 3.6807481423020389 16.228326760232449 8.2932052798569185
leaf_count=826 4 100 59 60 14 172 50 119 34 17 29 189 13 9 62 26 93 41 56 728 72 21 925 32 26 47 17 19 99 75
internal_value=0.000999173 -0.00748946 -0.00147695 0.00483583 0.00126365 -0.0125667 0.00139706 0.00113228 -0.00579449 0.00856011 -0.00986077 -0.0130278 -0.019514 0.0080773 0.00707281 0.000941573 0.0118418 -0.00131733 0.00166906 -0.000121274 -0.01275 0.00100678 0.00259286 0.000696527 0.00564017 0.00325574 0.000621205 0.00224454 -0.000209055 -0.00788444
internal_weight=286.901 8.6688 6.08581 4.74995 278.232 2.65824 275.574 265.068 19.0637 4.20817 14.8555 12.5149 8.54657 10.5062 2.34059 3.96835 8.74741 1.90315 246.004 83.7313 6.06847 3.06968 162.273 100.027 62.2463 46.0981 36.8487 33.6371 28.2023 11.974
internal_count=4034 1045 219 160 2989 186 2803 2656 420 51 369 257 202 147 112 55 138 45 2236 877 149 93 1359 957 402 283 236 219 193 94
is_linear=0
shrinkage=0.0205657


Tree=244
num_leaves=31
num_cat=0
split_feature=6 9 17 9 8 14 10 15 16 3 0 7 2 0 6 17 7 15 7 13 0 2 13 14 17 7 7 18 19 16
split_gain=1.42978 1.14805 1.34458 1.18355 1.38239 3.69682 2.18561 2.43424 1.64572 2.37595 2.24796 3.66588 2.02943 1.99181 1.78677 1.93916 1.7606 3.9416 3.04753 2.88551 3.12215 1.54639 1.51047 1.35633 2.008 1.86612 2.73739 3.35778 5.18435 3.4316
threshold=5.1651206822000004 233.77854820110002 159.58247398035004 227.07958281845004 8.8430989333000021 168.39662374755002 65.907551067950024 43.216642080150002 22.744946812400002 94.421337999450017 85.667718326750006 19.506002767000002 319.18044405035005 70.937656230000016 16.545386580300001 184.16216363550004 22.105125139000005 31.504255087500002 22.233191240750003 105.33378955095002 85.764502819450016 93.57193670880001 117.70876232545002 158.81906729850002 183.19621122360005 22.721067571950005 23.109894804950002 13.314799198000001 14.351157895250003 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 8 -6 7 22 10 -10 11 12 13 21 -13 -16 17 19 -18 20 -12 -4 -7 24 -20 -25 27 28 -27 -29
right_child=1 -3 3 -5 5 6 -8 -9 9 -11 16 14 -14 -15 15 -17 18 -19 23 -21 -22 -23 -24 25 -26 26 -28 29 -30 -31
leaf_value=-0.027787338199746305 -0.030076795229677433 -0.0198039135254107 0.023042394404705294 0.015677323641311008 0.0090322719811015313 -0.043638813864216572 0.0089633014218278816 -0.00031674991399581654 0.02722142696348882 0.00012094884095552457 0.037577937727523637 -0.035054506411805346 -0.030091115743083079 0.017391175625477182 -0.031657821122880243 0.0064330188762759116 0.02564168663658788 -0.056905878435059995 0.0093192184403042017 0.024711451951492026 -0.033056871736941405 -0.029290408995699218 -0.014348306067769656 0.01010438155193647 -0.016133592195266465 -0.022731312649902368 0.0029812079432067688 -0.0073825352035735044 0.010280497809540821 -0.045795198539701147
leaf_weight=1.278098738985135 1.0153493916732248 1.9248867627466086 0.60123007278889629 4.4483429616084313 7.1577297099866 3.6217650901526195 2.0103212301619342 2.4884906737133861 4.6369777023792249 5.1691537089645863 0.59395861625671331 3.883523080730809 1.1525432001799343 5.6947173848748207 1.709274571156129 2.4677574119996279 4.2409669999033204 1.2071263939142225 3.5360633954405767 1.926708824932575 2.3181713586673141 1.4690284526441244 2.1024674000218511 22.358902981271967 6.9345351550728083 5.247284831479198 162.5723851067014 4.498081065947189 11.411172255873678 2.883756653405726
leaf_count=659 216 65 10 55 57 41 15 25 19 38 1 155 36 58 177 21 21 12 17 18 107 107 32 129 96 34 1699 34 56 24
internal_value=0.0012198 0.0013516 0.00149737 0.00161255 0.00138412 -0.00611796 -0.0167255 -0.0230136 0.00189245 0.0129358 0.0014535 -0.00819822 0.00394525 0.00899722 -0.0216327 -0.00915405 0.0021668 -0.0124699 0.00256242 -0.00138463 -0.0186502 -0.0140923 -0.0328806 0.00211639 -0.00753783 0.00260012 0.001701 -0.00695643 -0.000117967 -0.0223887
internal_weight=282.561 281.283 279.358 278.342 273.894 17.3808 10.223 8.21272 256.513 9.80613 246.707 16.9781 8.91752 7.76498 8.06056 4.17703 229.729 6.04597 223.683 4.83884 2.91213 2.07026 5.72423 219.442 10.4706 208.972 186.613 24.0403 16.6585 7.38184
internal_count=4034 3375 3310 3094 3039 170 113 98 2869 57 2812 564 211 175 353 198 2248 138 2110 126 108 117 73 2089 113 1976 1847 148 90 58
is_linear=0
shrinkage=0.0274876


Tree=245
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 13 5 9 13 9 6 9 16 5 6 19 5 18 10 13 10 15 5 15 15 3 6 16 2 15
split_gain=1.31194 3.44771 2.16959 2.50767 2.06833 2.09305 1.8586 1.8463 1.76169 1.69671 2.8859 1.65833 1.5035 3.37458 2.00845 1.91877 1.78117 1.73843 2.01997 1.66742 2.44232 1.61495 1.43885 1.36534 2.61969 1.20466 1.8985 4.40649 2.79701 3.30448
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 17.679107616400003 206.36238950785003 116.86189801435002 213.27127849780001 14.135330269750002 202.86075815500001 17.634958761800004 15.363313533450002 11.075258771650001 12.551012654050002 13.154029769200003 17.551307094650003 72.187789260650007 101.01074887720002 80.468240302450013 24.273602154900001 17.679107616400003 22.516911658450002 20.123524217100002 93.499196860750018 15.255356438950001 19.199955102150003 156.81164617195003 36.124429763000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 6 7 5 -5 -3 11 12 10 -9 -4 13 14 23 16 -16 18 -14 20 -18 -17 -20 24 -1 26 27 -8 -29 -30
right_child=1 2 3 4 -6 -7 25 9 -10 -11 -12 -13 17 -15 15 21 19 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.024437270217376843 0.015030951956659731 0.015736945714620806 -0.00076491326452820185 -0.026110514770754229 -0.025056292759059431 0.0027385462211845153 0.010471928929782277 -0.036038493742296236 -0.046795587478215092 0.001526146196071257 -0.00037928691886750276 0.015955690123593262 0.008103747522439364 -0.025932896220113581 0.019764413377337555 -0.026201764161956326 -0.037747414500814515 0.024967989798055271 -0.026879536710858621 0.015055138061230051 0.00012205433042455887 0.0095796204642315946 0.0049993236785987631 -0.026594443669351472 0.0095742342990215532 -0.00081272858271862962 0.0044407573511140242 -0.023374091856378676 0.013478568493909765 -0.018311459365050985
leaf_weight=2.1848321206634926 9.8977854000404459 5.1746265143156043 8.2302469462156314 1.8566688197897727 4.670273975469172 5.0317138731479645 7.8214277062797946 2.3184673478826863 0.48543248139321704 5.5497692190110683 2.5925203058868647 5.2323690205812445 6.6482854580972326 3.6631426559179081 3.4599548641126665 2.1435022223740812 1.0315212153363962 1.9188184142112721 1.94274990237318 3.3469131812453261 8.3761513216886652 0.99646097421646107 1.2579112239181993 2.4584760973230004 2.7692135873949155 68.72691151429899 95.979488160926849 5.9157370552420598 3.6856697797775269 3.3808534014970064
leaf_count=809 43 20 40 58 229 29 59 28 11 44 21 19 44 204 30 52 20 17 56 17 159 10 5 170 96 1036 603 58 12 35
internal_value=0.00093811 0.00161555 0.00102845 -0.00424428 -0.013126 -0.00503732 0.00200959 4.69421e-05 -0.00280856 -0.00727171 -0.0172139 0.0057337 -0.00230255 -0.00502845 -0.00216761 0.00176907 0.00498672 0.00474632 0.000806636 0.000977948 -0.00403021 -0.0148466 -0.0143506 -0.0124465 -0.00542551 0.00162668 0.00306227 -0.00329751 -0.0115932 -0.00173081
internal_weight=278.748 236.065 226.167 35.482 11.5587 6.88838 190.685 23.9234 42.6834 10.4608 4.91099 13.4626 42.1979 30.4302 26.767 19.3545 16.2145 11.7678 9.84895 12.7546 9.40767 3.13996 3.20066 7.41252 4.95405 185.51 116.783 20.8037 12.9823 7.06652
internal_count=4034 2334 2291 468 316 87 1823 152 1700 93 49 59 1689 1567 1363 288 226 122 105 196 179 62 61 1075 905 1803 767 164 105 47
is_linear=0
shrinkage=0.0232224


Tree=246
num_leaves=31
num_cat=0
split_feature=0 17 9 3 16 5 10 7 10 17 15 2 2 17 19 7 18 3 7 7 7 16 7 8 9 15 19 19 8 3
split_gain=1.14625 1.86879 0.920422 0.898397 1.37307 0.87892 2.39505 2.65171 1.60028 1.53684 1.57768 1.9574 1.73362 1.52685 1.41861 1.37696 2.88799 1.34303 1.24398 2.15093 2.02282 1.84102 1.48483 2.3379 2.54275 1.55505 2.31673 1.43674 3.98482 2.97816
threshold=103.33357670195001 241.79519611995002 218.72979271345005 108.47659710545001 21.094950670800003 29.996566321350006 60.613977009100005 19.623463571950001 61.45546440395001 168.59667799010003 46.683480308100009 258.06114663960005 284.79578090205001 164.98791775435004 14.651182102100002 21.725272673150005 11.928667296000002 103.48681881535002 19.771475517600006 22.105125139000005 22.181995028450004 22.724946859200003 21.147833206800005 8.543332867800002 182.80199813410005 27.201366220250005 11.550931964450003 14.551174033150001 8.2435668022500028 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 6 7 17 -8 13 14 -12 -13 -10 18 16 -7 -1 -11 22 -21 27 25 24 -24 26 -20 -22 -29 -30
right_child=1 2 -4 4 -6 15 8 -9 9 10 11 12 -14 -15 -16 -17 -18 -19 19 20 21 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.01909897374197805 -0.023630964159741998 0.0193312978740597 -0.018060242846428244 -0.024066155910654728 0.016648767226418264 0.014064266263476177 0.0206883180228748 -0.027226446332530768 -0.004287606034619116 0.022640948596739551 -0.027611154685941993 0.012341141661294498 -0.014771601005832554 -0.034412210632074058 0.010647931692163198 0.024684341791565048 -0.023148882702843133 -0.013360773177305158 0.025821040520675319 0.019807934151824892 0.0015595259510548531 0.016730945939964006 -0.020391114645623667 -0.042909156912751628 0.01375589915714928 0.022731404094129333 -0.0298579720566878 0.012999666085119812 -0.0042620090774955289 -0.032042487591976594
leaf_weight=1.4094667620956891 2.5220322363893493 1.1475805862573905 0.5037157090846448 1.679793759947642 0.59696519374847401 3.6167388791218391 2.2380146357463664 3.3243921130779199 3.532868939859326 1.4460797710344184 2.1670172021258614 2.4769297204911709 2.5400160857243463 1.19805366336368 9.0082089081406576 2.1226021721959114 1.5992991633247582 1.3056795265292747 0.60928207292454173 3.2150428893510243 200.4007037965348 4.0771643742918959 3.3905973604414612 1.3394336220808325 1.7622798383235929 1.3087969375774262 1.1425014252308754 3.8404352888464919 5.182348467409609 3.3970607351511717
leaf_count=8 864 26 43 183 3 34 27 137 215 8 61 10 53 78 46 13 36 39 18 18 1806 20 78 15 6 11 81 31 35 31
internal_value=0.000847931 -0.0111448 0.00792529 0.00103335 -0.0133907 0.00115605 0.000934175 -0.0134177 0.00127506 0.00110268 0.00135173 -0.00929651 -0.0013857 -0.0119163 0.00167031 0.00902617 0.00265427 0.00348949 0.00132038 0.00118614 0.00165104 0.0013819 -0.00952591 -0.0157679 -0.00871286 0.00371508 -0.0104924 0.00108785 -0.00652288 -0.0152618
internal_weight=274.101 4.17333 1.6513 269.928 2.27676 267.651 260.312 6.03954 254.273 252.035 247.304 7.18396 5.01695 4.73092 240.12 7.33864 5.21604 2.71515 231.112 229.666 220.113 216.898 9.55289 6.49231 5.15288 3.06058 1.75178 212.821 12.4198 8.57941
internal_count=4034 933 69 3101 186 2915 2832 184 2648 2621 2328 124 63 293 2204 83 70 47 2158 2150 1941 1923 209 99 84 110 99 1903 97 66
is_linear=0
shrinkage=0.0230596


Tree=247
num_leaves=31
num_cat=0
split_feature=16 3 3 4 13 16 3 18 10 16 15 3 6 18 4 16 6 15 3 5 17 7 16 0 7 16 9 6 5 3
split_gain=4.54602 2.69437 2.47358 2.40654 2.38282 2.81623 5.43811 5.89492 2.28383 4.66415 2.68588 2.94102 4.5577 2.98304 3.57655 2.87039 2.2318 2.28341 2.47596 3.08808 3.07473 2.34193 2.24691 3.19319 4.14929 2.20927 3.33755 2.15116 4.92114 3.77256
threshold=18.594956516900002 93.499196860750018 103.00289635185001 393.99831167250005 116.60649449195002 22.704946905950003 93.980430866100008 13.3584252364 64.407391431150018 20.959950986500004 45.169600924000008 91.017750006350013 16.585387514950003 13.946975448150001 331.55739242175008 22.544947280100004 16.235379337050002 29.037712645600003 89.695028606150018 21.072048321250005 196.16836764490003 24.312940751750002 19.974953289850003 93.953546284800012 24.786990758350004 18.404956961200003 189.78071820640002 13.65531905435 14.582249945350002 80.215525238150022
decision_type=2 2 2 2 2 2 2 2 2 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 25 -3 6 7 -6 10 16 11 -2 13 -13 15 -15 17 -10 19 20 21 -19 23 -22 -25 27 -27 28 -1 -29
right_child=1 4 -4 -5 5 -7 -8 -9 9 -11 -12 12 -14 14 -16 -17 -18 18 -20 -21 22 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=7.9457313270646791e-05 0.0033483412453148309 0.0021531054881812626 -0.0041226642908485118 -0.0042020911888124516 0.00054784375475975557 0.0010146287628278554 -0.0036404769329590166 -0.0040954447027901604 0.0016161980074596784 -0.0033523875093927915 -0.0011181854848906598 0.001848347786650761 -0.002701544020464726 0.00041587433512781341 0.0026367857460966107 -0.0056982942386536182 0.0024487355469573922 -0.00079756777824907977 0.0019673401996176767 -0.0040184697608380273 0.0041936983654638242 -0.0055979224992348184 -0.0015925642090391968 -0.0039431315513697154 0.0015539621094173598 0.0047308506569226057 -0.0047253549973553148 -0.0050398927591151586 -0.0034900559796740742 0.0010129895551684713
leaf_weight=31.734379235771485 13.110452160239218 8.0422048084437829 2.6979909506626418 2.370985514833591 32.874696973711252 22.468260177411139 8.295949499588458 5.0341755878180257 18.325801312923431 4.7447096668183795 6.1932592950761309 60.10334025323391 4.2934057116508475 2.289670653641223 3.0693552494049072 2.6390773057937622 10.40778189525008 4.9889879301190403 7.6755731776356688 3.649495178833603 4.5615667197853389 2.4050182681530714 5.5524731799960128 2.8539073746651402 9.4595961328595859 0.72819596529006858 3.2818142147734761 1.7249565850943316 7.6544435094110659 35.084750114241615
leaf_count=1034 72 63 276 377 158 139 198 51 91 32 56 284 23 9 15 38 49 38 32 45 16 29 39 52 43 2 154 27 241 351
internal_value=0.000436188 0.00071471 -0.000357595 -0.000234584 9.52151e-05 -0.000145781 -0.00071006 -6.87699e-05 0.00100045 0.000481401 0.00142285 0.0016069 0.00129153 0.00154327 -0.000749277 -0.00285793 0.000741707 0.000442974 -7.95545e-05 -0.000548948 -0.000124356 -0.00235896 0.000612358 0.00133785 0.000279898 -0.000117304 -0.00300816 3.48298e-05 -0.000614207 0.000729343
internal_weight=328.316 243.039 85.2775 82.5795 76.7153 68.6731 46.2048 37.9089 166.323 74.6249 91.6986 85.5053 72.3948 68.1014 7.9981 4.92875 69.8802 59.4724 41.1466 33.471 29.8215 7.39401 22.4275 16.8751 12.3135 80.2085 4.01001 76.1985 39.3888 36.8097
internal_count=4034 1572 2462 2186 609 546 407 209 963 466 497 441 369 346 62 47 434 385 294 262 217 67 150 111 95 1809 156 1653 1275 378
is_linear=0
shrinkage=0.00399587


Tree=248
num_leaves=31
num_cat=0
split_feature=17 6 9 9 9 4 5 9 17 9 9 16 6 15 19 16 5 19 10 8 3 6 7 9 19 12 12 13 15 16
split_gain=1.15976 1.11655 0.934917 0.977112 2.51809 1.97522 1.21539 1.03765 1.6036 1.40757 3.63132 2.04533 1.87753 2.55307 1.7438 2.05763 2.0172 1.48061 2.96062 2.5765 1.84108 1.8133 2.05774 2.44494 1.97595 1.59151 2.60804 3.29011 2.47037 2.769
threshold=159.58247398035004 5.1651206822000004 233.77854820110002 223.29399794390005 219.96883426190004 273.85977434290004 24.922858152300005 216.0493559571 208.33805927010005 211.04147598835002 212.35746315350005 12.604970524100002 14.205331905300001 24.719476717350002 11.950964240300001 15.089964713100001 12.451585980350002 12.651020723000002 72.752365468100024 7.8438787148500007 82.990014028800019 14.745344522600002 24.876210878000006 49.235310305400013 14.051133688400002 132.72446965985003 121.36065266065002 117.66037007905001 37.050691080100002 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 4 7 -5 -6 9 -9 11 12 -3 -11 -14 -13 16 -16 19 20 -17 -19 22 23 -22 -25 26 -23 -28 29 -27
right_child=1 2 -4 5 6 -7 -8 8 -10 10 -12 14 13 -15 15 17 -18 18 -20 -21 21 25 -24 24 -26 28 27 -29 -30 -31
leaf_value=-0.026074252814354236 -0.024325404310890138 -0.021800776606049736 -0.016324634069580148 -0.0058921247848484678 -0.021598442359693194 0.017930567188198528 0.0043190809576110819 0.014321190063442301 -0.0070358002407822683 -0.038684418820684983 0.001105509979690831 0.010829970111689891 0.015919087438246046 -0.030280914680640966 0.011877141982157025 -0.017091231436931548 -0.020918292848828672 0.013624821281356262 -0.013372399584884691 0.013887918021129457 0.012854628657551641 0.0020769682066395893 0.0057395686250479479 -0.026576605901975341 -0.0024463475302306248 -0.0017888039350963882 0.019567862130380958 -0.0064910726508889075 0.0022722715961769968 -0.020300142669815609
leaf_weight=0.92282589216483657 1.008294474100693 2.1685229517752296 1.7808189067291085 3.2009448744356614 4.1782585330074644 5.4760235170833766 1.4027847275137899 7.7361999580170941 2.7717163338093087 2.3234166402835426 13.673973970813675 11.540391861228271 1.2670471481978896 1.535752128344029 1.4436720975209016 1.813719690311699 4.4259579139761627 7.2241134196519843 7.8840228123590341 11.062208833172916 1.7875428218394507 43.545723315095529 5.2164594428613773 5.6058624801225942 3.0366215705871582 18.669733449700292 12.102509564952923 3.6633926539216182 78.001069856109098 6.263747561722993
leaf_count=262 613 349 65 33 73 75 8 72 45 32 144 134 6 49 31 85 99 28 136 45 11 336 64 187 23 249 157 38 527 58
internal_value=0.000888244 0.000979785 0.00107401 0.00118918 0.000924108 0.00914235 -0.0150841 0.0012748 0.00868777 0.000955889 -0.00537745 0.00148401 -0.0226705 -0.00939552 0.00171015 0.00121311 -0.0128521 0.00161411 0.0010864 0.00952416 0.00170219 0.00121802 -0.00661458 -0.0127934 -0.0180982 0.00197337 0.00511677 0.0135128 0.000162124 -0.00643919
internal_weight=272.733 271.811 270.802 269.021 260.344 8.67697 5.58104 254.763 10.5079 244.255 18.8002 225.455 5.12622 2.8028 223.287 211.746 5.86963 205.877 193.001 12.8759 185.117 177.893 15.6465 10.43 8.64248 162.246 59.3116 15.7659 102.935 24.9335
internal_count=4034 3772 3159 3094 2986 108 81 2905 117 2788 231 2557 87 55 2208 2074 130 1944 1814 130 1678 1650 285 221 210 1365 531 195 834 307
is_linear=0
shrinkage=0.0240919


Tree=249
num_leaves=31
num_cat=0
split_feature=16 4 6 19 15 5 18 6 10 0 2 15 7 7 7 15 16 0 6 12 14 8 17 7 5 9 6 10 16 15
split_gain=5.5899 3.09528 2.69171 2.44395 4.18237 5.51645 4.17648 3.27125 5.49892 3.31505 2.91769 3.06018 2.84024 2.3954 3.56914 2.38627 2.76113 3.24235 2.6597 2.37703 2.52582 2.30399 2.12849 2.10666 2.09555 4.03214 2.02053 4.75241 4.65835 4.17199
threshold=18.634956423400002 393.99831167250005 15.51536251395 12.851036860900001 24.273602154900001 13.955288807050001 14.937945183950001 13.65531905435 78.10777406390001 102.70985441565001 100.60547560250002 28.626568391100005 22.575645983950004 25.488090539850003 25.115444054700003 45.169600924000008 22.824946625350005 85.791387400750025 16.415383542800004 211.47106143670004 240.28931515145004 1.3489472949000001 241.79519611995002 26.637125930550003 15.363313533450002 206.75106037490002 16.455384477450004 66.590419433100024 19.974953289850003 30.046989284200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 -6 10 8 21 13 -7 -12 -5 14 -10 26 17 -17 -19 20 24 -1 -11 -15 -9 -26 27 -2 29 -29
right_child=15 -3 -4 4 5 6 -8 19 9 22 11 -13 -14 23 -16 16 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0023498493837410491 0.001531013435114252 -0.0038382013748374075 -0.0029467427465403608 0.001085153254950264 0.0034577132121069412 -0.0022330553409220058 -0.0040447408602245476 0.0042146187751762269 0.0014506446905967021 -0.0029382633923138034 0.0047128371398794744 -0.00081082802846177578 -0.004123037518622804 0.0026581026984491057 -0.0042062853094258119 -0.0041653716376935969 0.0028051749933902101 -0.0023706212319707597 0.00075694983116298417 0.0032887812456635595 -0.0017582846572736523 -0.0040851911879850548 0.002677412253297041 -0.00047100275937503376 0.0015338446128627295 -0.0030738536462986896 0.00032911096744774591 0.0016626929949389365 -0.0023417725583501554 -0.00053339811811813445
leaf_weight=0.80629750993102689 88.411337554454803 3.1746699558570972 4.4941770974546662 1.6703270729631201 4.3559626576025066 3.5965915657579881 4.3742694528773418 2.5806258618831732 3.378138631815097 5.2385657229460767 2.5859622359275818 2.5517566632479429 6.7976040760986507 9.9547871006652695 2.4743663063272834 3.3494641752913656 2.8537062406539908 5.2247577756643286 10.438049145042894 5.3660046877339473 4.5146952350623897 6.1236630734056234 1.0350781818851826 3.8095770406071088 14.459706838242711 2.923763081431388 86.175956600345671 23.419426809996367 8.0037779510021192 21.020022505894303
leaf_count=12 452 383 345 22 37 90 115 7 40 602 6 40 143 55 83 106 13 58 45 30 41 213 39 29 124 21 554 102 65 162
internal_value=0.000368755 -0.000363498 -0.000245001 -0.000107954 -0.00103185 -3.11672e-05 -0.00119052 0.00027438 -0.000505279 0.000252531 0.000238919 0.00196939 -0.0030957 0.000976665 -0.000941035 0.000651971 -0.000477064 -0.000969721 -0.000286337 0.00113177 0.000658936 -0.00333648 -0.00201174 0.00179206 0.00120557 0.000758866 0.000760711 0.00102477 0.000171314 0.000623934
internal_weight=345.163 96.2666 93.0919 88.5977 25.9325 17.4645 13.1086 62.6653 32.8205 25.8905 8.73431 5.13772 8.46793 19.6169 5.8525 248.896 21.866 19.0123 15.6628 29.8448 24.4788 6.92996 6.27364 13.7644 19.9641 17.3835 227.031 140.855 52.4432 44.4394
internal_count=4034 2477 2094 1749 453 288 251 1296 1073 848 136 46 165 207 123 1557 222 209 103 223 193 225 641 84 152 145 1335 781 329 264
is_linear=0
shrinkage=0.00357848


Tree=250
num_leaves=31
num_cat=0
split_feature=9 9 10 9 0 16 5 3 4 6 9 5 5 19 15 16 18 5 8 8 7 9 7 0 4 7 19 18 16 7
split_gain=1.05903 3.32896 1.92393 1.69255 1.80351 3.33271 1.62183 2.07569 1.60921 1.69463 1.52294 2.77615 3.78679 1.41307 2.39336 1.25764 2.56159 1.97188 1.32674 2.86521 1.24821 1.24266 1.15956 2.13286 1.14699 3.58373 3.51011 3.69983 3.4141 3.27483
threshold=179.18874144770004 177.77223095870002 72.378669787950017 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 377.6847677435 17.475408310100004 185.90443620030001 21.566902724800006 21.269675393700002 14.451165964200003 33.423812040500003 22.654947022900004 13.820816557100002 22.53967987815 9.3427090425500019 9.1428649988500013 19.975862989550006 190.49354742400001 19.078733418100004 81.446839061900008 240.27283890470002 22.977992916200005 14.551174033150001 13.86460725495 20.784951395750003 22.835261448650005
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 5 -5 7 21 9 22 11 12 13 14 -2 18 17 -17 19 24 -9 -7 -1 -24 26 -26 27 29 -29 -6
right_child=3 -3 -4 4 15 6 -8 20 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 23 -25 25 -27 -28 28 -30 -31
leaf_value=0.01524824038132333 0.012561642861702169 -0.043976704695134462 -0.028019536682801292 -0.031484740390721633 0.00034527082139543328 0.018656343863167779 0.015650723111378294 0.0063830801106928032 -0.029425198556522481 -0.029940002854210002 0.018628848358842542 0.013956266101032205 -0.037721295463032399 0.021472521610339895 -0.029639857043654384 -0.0086521303186447955 0.026482000657587983 0.01138432470805373 0.014585993156230107 -0.030452316357341119 -0.031324972977371933 -0.0076917721258555208 -0.029778249376098097 0.005007220473222886 -0.025344553896665362 -0.00024655768687093633 -0.021753206276484385 0.0010319069976119505 -0.038821198195546705 0.018330533710059882
leaf_weight=5.5306011385982989 2.2555951186223009 1.4832620740635309 1.8746381289674889 3.4910970286000511 12.08775604888797 2.2981304582208377 3.0579524636268607 0.83305861055851016 1.205451653106137 1.0747983241453756 7.2666611260501659 9.4669548086822015 2.2315104007720947 2.1132943332195282 1.7573441937565801 6.3847618624568012 4.2937720194458953 8.3081983160227519 4.9572623781859866 2.1900507230311623 2.8619253723882139 3.0777009110897779 1.5213284542551253 8.7316564825014193 4.4055607384070745 82.324111560825258 4.1070687621831885 59.529066497692838 1.623073361814021 19.359691347926855
leaf_count=73 37 17 744 134 64 10 16 5 73 161 47 48 19 8 13 33 40 38 26 20 66 31 196 231 35 916 27 763 15 128
internal_value=0.000993481 -0.00479209 -0.00187707 0.00148867 0.000744461 -0.00814268 -0.001424 -0.00718023 0.00083596 0.00299977 0.00816782 0.00390313 -0.00748422 0.00352979 -0.00591921 0.00140684 0.00806085 0.00267757 0.000743945 0.000374285 -0.0228234 0.00357186 0.00524284 -0.000154215 0.000742325 -0.00152145 0.00277255 0.00386034 -2.58567e-05 0.0114174
internal_weight=271.703 21.4217 19.9385 250.282 225.19 15.6199 12.1288 9.07082 18.0638 16.8584 25.0914 17.8247 8.35774 6.12623 4.01294 209.57 18.9867 14.693 190.584 185.626 3.69498 5.37583 15.7836 10.253 183.436 86.7297 96.7067 92.5996 61.1521 31.4474
internal_count=4034 1495 1478 2539 2367 262 128 112 734 661 172 125 77 58 50 2105 111 71 1994 1968 71 41 500 427 1948 951 997 970 778 192
is_linear=0
shrinkage=0.0271114


Tree=251
num_leaves=31
num_cat=0
split_feature=3 7 3 17 18 16 7 7 15 10 3 13 5 10 7 7 2 18 19 5 12 9 16 16 16 5 12 2 6 6
split_gain=1.04908 1.1637 1.26438 0.875729 2.09862 2.00148 1.66878 1.23603 0.889789 1.02305 0.877213 1.3007 1.01627 1.832 1.71218 2.55164 1.87863 1.50071 1.28681 1.45542 2.51652 2.17328 1.8182 1.96346 2.29689 1.56768 1.53226 3.19981 4.05198 3.1432
threshold=71.961958777700019 28.8637720374 76.927540944650019 221.27458857605004 17.138111898250003 12.604970524100002 26.637125930550003 26.637125930550003 50.314162856800003 61.778079379550007 108.47659710545001 120.87576600310001 25.767562150000003 60.613977009100005 21.725272673150005 20.752538901500003 319.18044405035005 12.348791801350002 14.651182102100002 23.626838821450004 202.12526968910001 201.97224908750002 22.604947139800004 22.654947022900004 22.634947069650003 23.195398057700004 333.82192118495004 222.71270326640004 16.325381439950004 15.760368238450001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -5 8 10 -10 12 -12 13 -7 15 16 17 -14 19 25 -21 22 -22 24 -24 26 27 -15 29 -29
right_child=1 -3 3 6 -6 7 -8 -9 9 -11 11 -13 14 18 -16 -17 -18 -19 -20 20 21 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.023019841063434583 -0.01274948493150178 0.018641466555982353 -0.023946161360987907 -0.027769390350831029 0.019495010701178633 -0.019342489316764216 0.0012709141363370551 -0.014142342584399408 0.0086018240098281427 -0.025913572881590938 -0.024065774091087622 0.01625662807632829 0.015345946947468683 0.0013720042025059409 0.019794404477263858 -0.029648277627974083 -0.024904515279098087 -0.012154438463788494 0.0097930647569737239 -0.023643756085933703 0.011112390836247729 -0.02076161229729024 -0.037257261328171351 0.0052981560725762558 0.0017434684622738826 0.010228907283577006 0.014419532826651772 -0.018883597927783623 -0.03454515764500303 0.016206820038464263
leaf_weight=0.95955549646168847 3.5690488006803198 1.8949484848417331 1.6791342176147726 1.5968591456767161 3.1732457745820275 2.2585871247574678 2.8811172731220722 2.763132275780662 0.67951047420501609 1.2968566167401148 1.5539912370149971 0.5668940320610999 5.8670798586681467 179.27661535493098 4.1045753834769121 1.1504984414204953 0.87277707981411357 1.2497816784307358 8.8636968578211945 3.1644858287181732 6.3480673539452237 2.524749591946601 1.6798803592100739 3.7837994419969618 1.4702644529752433 10.157916883938013 4.3458076145034275 2.6343908612616342 2.9501750022172928 2.6673785001039505
leaf_count=643 312 35 235 33 23 72 39 37 5 45 172 14 69 1532 26 30 25 120 49 100 32 41 32 26 11 61 81 77 44 13
internal_value=0.000763023 0.000848487 0.000721316 0.000905128 0.00107914 0.000848986 -0.00908494 0.00101405 0.00118192 -0.0140466 0.00130353 -0.0132879 0.00142966 0.00107937 0.00756881 0.00207865 0.00664729 0.0105166 0.00128002 0.000938594 -0.00509578 -0.0013825 0.00230123 -0.00576544 -0.0190545 0.00150523 0.0010434 0.000733419 -0.0131401 -0.00122922
internal_weight=267.985 267.025 265.13 261.561 257.083 253.91 4.47798 252.231 249.468 1.97637 247.491 2.12089 245.371 232.126 13.2447 9.14014 7.98964 7.11686 229.867 221.004 18.9712 15.8068 13.282 6.93394 3.15014 202.032 191.874 187.529 8.25194 5.30177
internal_count=4034 3391 3356 3044 2972 2949 72 2714 2677 50 2627 186 2441 2171 270 244 214 189 2099 2050 242 142 101 69 43 1808 1747 1666 134 90
is_linear=0
shrinkage=0.0227863


Tree=252
num_leaves=31
num_cat=0
split_feature=16 16 4 3 17 15 8 10 3 18 13 5 10 6 5 6 0 9 10 10 0 15 15 17 7 6 12 16 6 8
split_gain=5.01995 5.17163 5.25067 3.67006 3.61735 3.57692 3.0063 2.70052 6.07792 3.66408 2.90382 2.50092 2.37688 2.27695 3.70871 3.43565 2.47106 2.55375 2.17504 2.16683 7.59723 2.13977 2.17271 2.66328 4.97018 2.14783 2.1377 2.56656 2.08423 2.27211
threshold=20.404952284350003 19.974953289850003 413.05180676905007 93.281431752200021 162.13109061465002 34.139075990150012 9.1428649988500013 70.206395618550019 83.538459487450012 14.118140587000001 116.60649449195002 20.971847224900007 60.613977009100005 13.65531905435 14.582249945350002 13.78532209185 97.878695155250014 216.65333892300001 71.104340634100012 62.030794443850006 86.054856297550018 19.215947067900004 30.046989284200006 197.91512403570002 24.312940751750002 16.665389384150004 93.660658182900008 18.874955862150003 7.835183067800001 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 -1 12 -2 10 13 18 21 -7 -5 14 28 -15 -17 -18 -10 -13 -21 -6 25 24 -24 -23 -16 -28 -9 -30
right_child=3 -3 -4 5 7 11 -8 8 9 -11 -12 19 -14 15 26 16 17 -19 -20 20 -22 22 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0034783750104565711 0.0011531301531020417 -0.0034155299435534529 -0.0034840762608730103 -0.00078330156631511701 -0.0021860312495200437 -0.0022659040045405958 -0.0016162850275603772 -0.0017061303634806758 0.0024603770241810887 -0.002649692808570516 -0.0032959951029336433 0.00039291268618296324 0.0024323476527738667 0.0023064224267368609 0.0017943063618407757 0.00058872567264498042 -0.0047254820789210082 0.00044116229553782044 -0.0019250138205341185 0.00020121844485336874 -0.0046858388805280579 0.0019609431756396137 0.00074895093398465455 0.0015021826341047122 -0.0047756814563554989 -0.00091140824147870341 -0.0036475523910585094 0.0012287915498834692 0.00093268153262833823 -0.0020131430522405298
leaf_weight=2.7717626662924877 100.0359648540616 4.5946867838501921 4.2155854089651248 2.9554552752524605 2.0430342361796638 4.9232186041772357 4.0458462834358206 4.6566539779305485 2.6657168762758401 13.175328280543907 1.6535662859678257 50.865703597664833 9.9831551760435087 10.708419683389364 1.1820355728268603 22.073528736829761 1.9129793252795928 1.883509390056133 1.9374311030842362 14.447225065901877 4.0376334674656382 23.579434982035313 4.4339540703222138 6.8387119360268116 2.5414200387895107 2.900272288825362 5.9680481043178588 1.3048978447914121 22.195772479288284 2.941727344878017
leaf_count=311 517 49 358 54 129 29 21 477 17 346 127 316 47 37 12 101 27 14 55 107 30 127 31 29 27 95 136 4 347 57
internal_value=0.000309029 -0.000126155 -2.08953e-05 0.000646127 8.38584e-05 0.00016953 0.00104548 0.000156142 -0.000149091 -0.00180451 0.0007987 -9.67019e-05 0.00169782 0.000244225 -0.000293073 0.000806064 0.000185019 -0.00216221 0.000614598 5.72905e-05 -0.000866258 0.000958628 0.00111807 0.000105457 -0.0012639 0.00164634 -0.00213417 -0.00277265 0.000229394 0.000587945
internal_weight=339.473 148.178 143.584 191.294 139.368 87.2124 104.082 136.596 92.606 17.7785 43.9904 74.2738 12.9386 74.8276 38.2491 36.5784 25.87 3.79649 4.60315 69.3506 18.4849 42.3368 40.2938 13.8141 6.97537 26.4797 8.45498 7.27295 29.7942 25.1375
internal_count=4034 2913 2864 1121 2506 583 538 2195 1630 418 565 482 101 1212 1033 179 142 41 72 453 137 438 309 87 58 222 152 140 881 404
is_linear=0
shrinkage=0.00314969


Tree=253
num_leaves=31
num_cat=0
split_feature=13 7 7 18 6 14 6 0 3 15 9 9 0 15 5 10 2 2 6 3 15 15 2 16 8 15 6 5 3 2
split_gain=0.983269 1.17852 1.04455 0.954417 1.60224 3.71491 3.15791 1.88379 2.32752 3.12966 1.87107 2.9086 1.74014 3.34234 2.60486 1.59569 1.56864 1.44518 2.62563 1.40094 2.96803 4.11295 2.89001 3.05685 2.84117 2.67138 2.83778 1.90161 2.0997 1.46458
threshold=95.862351557400004 29.575580426850003 29.767756780500005 17.323446153950005 13.65531905435 277.23638966875006 13.78532209185 94.047642319350018 84.812788641250009 28.862433654350003 206.36238950785003 213.27127849780001 93.399723909900004 32.167495462450006 18.160071980500003 81.479100559500012 106.79778736115001 138.63208387490002 14.135330269750002 93.281431752200021 33.005488016050009 31.504255087500002 109.60702220095001 22.574947209950004 8.8430989333000021 36.346245650200011 16.375382608200002 20.305669781650003 93.337889372900023 56.478612905150008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 15 -6 12 10 -10 16 -12 14 -14 -8 -2 -9 -13 -19 20 21 24 23 -22 -16 26 -24 -21 -29 -30
right_child=3 2 -4 -5 6 -7 7 8 9 -11 11 17 13 -15 19 -17 -18 18 -20 27 22 -23 25 -25 -26 -27 -28 28 29 -31
leaf_value=-0.022236460754875641 0.00059809285141689341 0.025710674976812811 -0.02145441103372428 0.0094500985373413889 0.01342058463431516 -0.020106314479192974 -0.019795595817850058 -0.0017373956420136767 0.00072709940746376231 -0.028326600445867399 -0.018039480706894845 0.012002753733220911 0.016644311174068126 -0.0086914816348708547 0.0086352409109289596 -0.024140139483027602 0.011171500199972827 0.009237858770653376 -0.027338036088607978 0.013038288536779689 0.020392880122120625 -0.022851945158604038 0.00038631613160005393 -0.0042902716214723502 -0.015632802760556869 0.005245952200323414 -0.025096992341063107 -0.022947479562762104 0.011250431101335022 -0.0015057502303273279
leaf_weight=1.7691598779638291 25.03113175788895 0.55617638496914867 0.3444367625634186 5.6991216512396923 9.2920966316014511 5.2979832247947334 2.6589443664997807 10.755435413680976 3.1235648402944198 3.6330267391167581 6.0476780943572503 3.421416874974966 8.4612166099250299 3.2704356666654339 7.7545640978496504 1.2396529954858113 7.0655812546610823 1.9626358207315209 1.625389168038964 4.4056476429104796 9.497854568064211 4.2834241241216651 6.7454846128821355 2.9878375828266135 3.0429085288196802 47.504638023674488 2.801745031028986 1.9846901893615712 4.3279580269008866 70.393848412146326
leaf_count=707 349 13 252 74 41 214 23 86 21 165 86 16 44 36 55 111 46 14 31 31 89 39 43 16 26 263 37 13 32 1061
internal_value=0.000704788 -0.0121471 0.00767253 0.000834601 0.000644742 -0.00384802 0.00126942 0.0007509 -0.0035799 -0.0148951 -0.00110396 -0.00722479 0.00165578 0.00958145 0.0011036 -0.000569243 0.00338065 0.00210602 -0.00733116 0.00143891 0.00335478 -0.00520468 0.00521111 0.0144862 0.0017961 0.00318127 -0.00709206 -0.000559789 -0.0013408 -0.0007669
internal_weight=266.986 2.66977 0.900613 264.316 258.617 31.5688 227.048 217.756 37.6347 6.75659 30.8781 13.0571 180.121 11.7317 168.39 26.2708 17.821 7.00944 3.58802 165.731 84.6185 15.0809 69.5376 12.4857 10.7975 57.0519 9.54723 81.1121 76.7065 74.7218
internal_count=4034 972 265 3062 2988 674 2314 2273 465 186 279 147 1808 80 1728 460 132 61 45 1705 568 120 448 105 81 343 80 1137 1106 1093
is_linear=0
shrinkage=0.0212838


Tree=254
num_leaves=31
num_cat=0
split_feature=16 4 3 3 6 10 4 10 16 16 19 6 18 0 6 6 10 15 17 7 9 0 4 5 9 9 9 0 7 8
split_gain=3.63063 2.47414 2.38159 2.13493 3.18693 3.37441 3.11963 2.92964 4.7618 2.48982 3.87909 3.57531 2.55909 3.31462 3.24546 2.46804 4.82065 4.02474 2.42546 4.20955 3.02884 2.40526 2.25206 2.1259 2.10072 1.99347 3.80385 4.96605 3.29524 2.51345
threshold=18.594956516900002 393.99831167250005 103.00289635185001 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 64.407391431150018 20.959950986500004 22.534947303500005 14.551174033150001 16.495385412050002 13.276755824150003 87.350693116400024 16.405383309150004 15.785368822600002 67.074341896550024 38.483556206400003 188.64489188380003 23.127267687200003 196.26893085885004 85.812895065800021 248.34582299520005 21.336111252450003 207.46043187945003 186.68586460755003 185.44496129890004 85.861287312150012 22.381996090050006 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 7 5 -5 25 9 15 24 11 12 -11 14 -14 17 -17 -9 -8 -20 -21 -22 -19 -15 -2 26 27 28 29 -6
right_child=3 -3 -4 4 6 -7 18 8 -10 10 -12 -13 13 23 -16 16 -18 22 19 20 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00010467498806325323 0.003450770200883272 -0.0042170265347305901 -0.004082054752978341 -0.0053309785180524517 -0.0006072283864613689 0.00067066393549735487 0.00065789766646511482 0.00057722679134052145 -0.0035272382830331601 0.0033881855409124313 0.0030912530960038459 -0.0020659043778673419 -0.0032940966233101793 0.00019067183361470906 0.00080377675264038542 0.0033543053195649571 -0.00190304361342163 -0.00030048842162593215 -0.006210432085096868 0.0017789563374350083 -0.00061753846893431005 -0.0067894912053648275 -0.0055799055079534636 0.0030159693774756322 0.00030012299713438791 0.00016776858501720276 0.0039107038436586115 -0.0037023889283199457 0.0043551038367117718 0.003444130195067847
leaf_weight=78.382190021686256 14.336115367710592 2.4973325403407207 2.4229547018185249 3.2816178705543271 9.1425566659309059 2.6384349875152111 7.2490121885202852 47.97185096424073 4.6175422668457022 5.8781746104359618 11.384460113942621 7.0956301242113105 5.4792823232710379 7.9243979752063778 6.7148887291550636 11.025012426078318 3.6158523038029662 2.3582777455449095 3.0736930374987406 3.8017670316621661 2.4310429263859987 1.6580748781561849 2.7120882337912917 8.7475158199667913 4.2932619601488105 41.064445653930306 7.6485220044851294 3.4173860773444167 4.6440575197339049 3.2371409535408011
leaf_count=1809 95 383 270 49 127 15 76 311 32 24 47 53 40 38 26 47 27 11 38 16 53 14 38 55 22 238 36 21 12 11
internal_value=0.000366073 -0.000343647 -0.000223937 0.000615066 0.00014933 -0.00265618 0.000339432 0.000916461 0.000354931 0.00148148 0.00104634 0.000489931 0.00101189 0.000527996 -0.00103755 0.000619785 0.0020559 0.000223384 -0.0011154 -0.00228778 -0.00075981 -0.00312017 -0.0031244 0.00167307 0.00272468 0.000722601 0.00153371 0.000644307 0.00151687 0.000452153
internal_weight=320.745 83.3025 80.8051 237.442 93.2878 5.92005 87.3677 144.154 72.3006 71.8537 53.2243 41.8399 34.7443 28.8661 12.1942 67.6831 14.6409 53.0422 18.2136 10.9646 7.89088 4.08912 5.07037 16.6719 18.6294 69.1541 28.0897 20.4411 17.0238 12.3797
internal_count=4034 2462 2079 1572 706 64 642 866 466 400 283 236 183 159 66 434 74 360 197 121 83 67 49 93 117 445 207 171 150 138
is_linear=0
shrinkage=0.00395117


Tree=255
num_leaves=31
num_cat=0
split_feature=16 15 7 10 0 0 16 17 7 9 15 5 5 2 19 16 3 5 17 2 5 13 12 19 17 7 10 5 12 16
split_gain=3.88161 3.05575 2.39094 3.06731 4.93225 2.5873 3.03797 3.00945 2.94117 2.84204 2.33782 2.2511 2.57663 2.35221 1.90525 1.84948 1.82762 4.54612 2.01606 2.49469 1.71497 2.82308 1.68716 1.67994 1.90273 2.09083 1.64816 2.64587 2.30131 1.86919
threshold=18.684956306450005 34.040719645900005 22.356277907050004 71.015621515800021 96.039789794050009 103.33357670195001 15.584963555600002 241.79519611995002 28.8637720374 191.72037998490001 46.074827201850006 24.367802910700004 24.458659404000002 258.06114663960005 12.551012654050002 17.684958644900004 81.105404879350019 14.582249945350002 195.00249838555001 83.777728670400009 23.195398057700004 108.45777789855002 243.44243106745003 11.850956171350001 168.81379805985003 25.016749795550002 60.613977009100005 28.449653740450003 335.9827356823501 18.734956189500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 20 -4 -5 6 16 -7 9 -8 26 -12 -13 -14 -11 -16 17 23 19 -18 -1 -22 -19 24 25 -6 27 -2 29 -28
right_child=10 -3 3 4 5 7 8 -9 -10 14 11 12 13 -15 15 -17 18 22 -20 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0042113451314754538 -0.0033334881901369469 -0.0048313197950487123 0.0018190640177425509 -0.0043054708520637204 0.0016198631367708195 -0.0039781262830389354 0.0019503166700217604 0.001508709379011846 0.0040611085037936022 0.00087231749230596428 -0.0047390033050494721 0.0040867174040290083 -0.0031707609419172711 0.000538016511529364 -0.0044370802260941056 -0.0010704764672659248 0.0018499152815900271 -0.0045326212884430105 0.0029973479725321191 -0.0017053201131093335 0.0013220034539635319 -0.0039553020650692295 0.00073746459934989021 -0.0020568045955147943 0.0021835129944862098 -0.0042222188413543887 0.0031493233442941864 0.00048678760792662096 0.0028949156327870659 0.00068635972123478575
leaf_weight=3.3040259615518135 3.6354110999964169 2.1000206763856104 11.916384425945578 4.1510448120534411 1.9806090719066625 4.6320801068795836 2.5797208596486625 2.118493742775172 1.4213781654834736 2.0705768577754489 1.8939261231571425 1.6980986949056376 4.2173421741463226 6.0601190705783665 6.1845510806888324 3.8501993604004383 8.1313200069125759 3.6799152116291216 8.5266260803909955 4.4358181119896463 3.6608703434467316 2.4676960026845336 1.162394704762846 2.3740806777495882 11.07622888125479 1.6190877314656971 4.5911402851343146 9.5928066745400411 7.5293661803007117 186.4626915929839
leaf_count=232 88 90 96 212 12 842 32 69 13 15 40 17 68 57 127 50 25 71 35 27 88 287 20 36 61 76 24 135 62 1027
internal_value=0.000370284 -0.000283313 -0.000178752 3.06119e-05 -0.000273869 -1.96988e-05 0.000235796 -0.00225622 -0.00117674 -0.00168371 0.000640905 -0.000875837 -0.00026488 -0.000983875 -0.00245815 -0.00314536 0.000765058 -6.76925e-06 0.0015661 0.000595025 -0.00199682 -0.000802928 -0.00326754 0.00091931 0.00140075 -0.00100781 0.000740222 -0.00056311 0.00082704 0.000745546
internal_weight=319.124 93.4431 91.3431 81.9105 69.9941 65.8431 59.0925 6.75057 16.1064 14.685 225.681 13.8695 11.9756 10.2775 12.1053 10.0348 42.9861 21.8923 21.0938 12.5671 9.43259 6.12857 4.84231 17.05 14.6759 3.5997 211.811 13.2282 198.583 191.054
internal_count=4034 2516 2426 1819 1723 1511 600 911 237 224 1518 182 142 125 192 177 363 276 87 52 607 375 91 185 149 88 1336 223 1113 1051
is_linear=0
shrinkage=0.00381338


Tree=256
num_leaves=31
num_cat=0
split_feature=3 17 8 17 17 16 13 13 0 8 5 5 18 18 18 2 7 0 5 16 15 18 15 13 0 0 15 5 5 15
split_gain=0.985269 1.0414 1.25543 0.818821 3.06951 4.22638 1.87797 2.58268 2.61228 2.36555 2.14445 1.96835 1.9099 1.93026 1.562 3.11183 2.75269 2.67954 3.89735 2.49064 1.73946 1.83811 1.99103 1.659 4.54589 3.25 3.15461 2.15942 3.3924 2.71745
threshold=75.529542716850017 241.79519611995002 7.2443465838000014 187.51563899930002 186.57794620975002 22.574947209950004 117.69263157665002 117.67650082785001 85.667718326750006 8.4434108459500017 23.455765688150006 21.269675393700002 13.077716774800001 13.112573650350003 13.314799198000001 108.63443756215001 23.203497038450006 86.329079026800017 23.195398057700004 22.594947163200004 24.545953118950006 13.512826932300003 31.385732506450001 112.64908412395 91.937202686950016 90.297243227400017 36.548474543700003 21.042547594650003 20.872540794500004 45.169600924000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 -8 -11 -5 -10 -14 15 -15 19 18 -17 20 -16 -22 -23 24 -18 27 -26 28 -25 -29
right_child=3 2 -4 6 5 -7 9 -9 12 10 -12 -13 13 14 16 17 23 -19 -20 -21 21 22 -24 25 26 -27 -28 29 -30 -31
leaf_value=-0.023323036188434516 0.00026892026037319487 0.02088137142919631 -0.02534772440886067 0.013952037220566163 0.0030575457230705432 -0.036835683090493308 0.021689190213605231 -0.022064689788559515 0.01244625514039565 0.010612505570036705 -0.015497244495528176 -0.027461524385651453 -0.016836099761252173 0.019702715233700426 0.016680773777245125 -0.02290202701422207 -0.028825638607561713 0.011587448413953854 0.0079007097938816155 -0.031771698635984669 0.0016468132506915084 -0.0039334530264846712 -0.030032729689276543 8.502006529847848e-05 0.0016119759524834461 0.016846126764126862 -0.025612327912662474 0.0086360099256234633 -0.029023590484047117 -0.0085949699978258264
leaf_weight=1.7851023760158562 61.865530406706966 0.81529590568970867 0.49074102414306253 0.7704376876354212 2.6917141266167155 2.8525794593151659 5.3942430503666383 2.4677623324096194 8.4294935371726734 4.8376030046492815 2.482136869803071 2.6819111451040953 3.0030518472194663 7.1212748885154751 1.7169517435249861 4.1872237697243708 2.8280988200567654 7.4380040373653165 4.3857970107346773 2.0569489793851963 5.4835884571075422 3.1481946875574067 2.9551193136721849 11.568200949579476 67.080701580271125 9.652655113488434 2.2955966517329207 26.528908934444189 2.5477623604238024 5.8201374299824229
leaf_count=812 1216 21 46 4 32 26 24 21 40 23 37 97 20 47 29 26 47 33 25 16 29 43 31 93 805 61 77 173 17 63
internal_value=0.000832495 -0.0119854 0.00351087 0.000982413 -0.00118988 -0.0174678 0.00172618 0.00114018 0.00145533 0.0102147 0.00175864 -0.0182195 0.0018364 0.00130975 0.00163641 0.00714373 0.000749759 0.00155783 -0.00714392 -0.00838601 -0.00477028 -0.0079489 -0.0165703 0.00184336 -0.000445746 0.00478866 0.000711149 0.00228383 -0.00516874 0.00553587
internal_weight=267.383 3.09114 1.30604 264.292 67.4098 5.54429 196.882 184.168 181.7 12.714 7.31974 3.45235 178.248 169.818 166.815 23.1323 143.683 16.011 8.57302 15.3608 13.3039 11.5869 6.10331 128.322 72.2044 56.1177 69.3763 46.465 14.116 32.349
internal_count=4034 879 67 3155 1274 58 1881 1797 1776 84 60 101 1675 1635 1615 131 1484 84 51 148 132 103 74 1336 929 407 882 346 110 236
is_linear=0
shrinkage=0.0228363


Tree=257
num_leaves=31
num_cat=0
split_feature=16 3 6 10 16 3 6 2 13 16 10 17 12 19 12 6 9 13 16 5 0 7 4 6 15 15 5 6 13 18
split_gain=5.40508 3.26017 3.045 2.75439 5.95021 2.76323 3.9709 3.04785 2.74525 3.34661 3.01756 4.65203 2.39777 3.64294 4.36641 2.38124 3.68882 2.30356 2.97077 3.30697 2.88541 2.56393 2.61887 2.29254 3.74169 3.59892 2.24228 5.86555 2.15381 5.29564
threshold=18.594956516900002 93.499196860750018 15.51536251395 64.407391431150018 20.959950986500004 91.017750006350013 16.585387514950003 103.92649527695001 95.862351557400004 15.584963555600002 71.015621515800021 236.15709471040003 151.46967002190004 12.551012654050002 145.97209859650005 16.375382608200002 193.42660545270004 117.51519334005 22.624947093000003 21.955793948900006 85.925810307250018 22.977992916200005 160.10465189265003 15.785368822600002 32.548041893900006 40.042228346200012 21.089169479000002 16.355382140900002 103.93041440690001 15.981927061500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 8 5 23 -2 7 -7 -1 28 -11 12 13 -12 -15 16 -3 -17 19 -19 21 22 -21 25 -25 -5 27 -9 29 -10
right_child=1 15 -4 4 -6 6 -8 26 9 10 11 -13 -14 14 -16 17 -18 18 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.002734691421505842 0.0027935217349626907 -0.0044566121755842524 -0.0030529928086264731 0.0006192645717117229 -0.0033266479045086163 0.0028231894367882634 -0.0021549357023815546 0.0014253742818295884 -0.0016454129030261362 0.00078753790870145853 0.0024928973942279493 0.0020150947120445321 -0.0039724586962837632 -0.0034618705005220402 0.002738374815615236 0.0016147871626421898 0.0013999687584582211 0.0017393356396496762 0.00042025345835824214 0.0026863010312083023 -0.0058140807884087863 0.00046196911557486869 -0.0045622729788802573 -8.8065785000085e-06 0.0035554715195300251 -0.0031206765140718309 0.0012908431853074971 -0.0038194460088144936 0.0017189762826971527 0.0011818247125079291
leaf_weight=4.8804616581182918 14.259746372699736 3.3704867851920417 4.7980877375230184 51.825760034844279 4.8314869925379744 13.388611570000647 4.3801991492509833 7.4934206604957563 13.396878213388844 9.2956511713564414 2.4329425077885452 3.6978129297494879 6.8573577939532688 7.8066237843595427 1.7234475677832959 12.732136868871747 2.215444871224463 3.1880708858370772 43.157742634415627 0.74661652185022642 2.338318206369876 4.4868274442851543 3.6399243767373264 6.65693225711584 8.1340244859456998 3.408499742858111 50.096469853073359 4.1007808521389961 14.272875966504214 21.371245012618601
leaf_count=972 75 34 353 322 32 97 24 33 256 186 15 33 230 199 13 104 20 11 265 10 19 48 98 41 33 38 225 43 53 152
internal_value=0.000416045 0.000688582 -0.000319839 0.000961735 0.000457488 0.00136449 0.00110804 0.00129841 -0.000166881 -1.1886e-05 -0.00090242 -0.00160005 -0.00231035 -0.0013576 -0.0023406 8.17064e-05 -0.00213382 0.000257775 -4.24058e-05 -0.00142905 -0.00232999 -0.00141186 -0.00332852 0.00071858 0.0019513 0.000388473 0.000967487 -0.000429679 0.000565821 9.24315e-05
internal_weight=334.985 244.452 90.5334 168.576 74.8567 93.7192 79.4595 75.0793 85.7353 80.8548 31.8138 22.5182 18.8204 11.963 9.53007 75.8756 5.58593 70.2896 57.5575 14.3998 11.2117 8.87337 4.38654 70.0252 14.791 55.2343 61.6907 11.5942 49.041 34.7681
internal_count=4034 1572 2462 963 466 497 422 398 2109 1137 676 490 457 227 212 609 54 555 451 186 175 156 108 434 74 360 301 76 461 408
is_linear=0
shrinkage=0.00352557


Tree=258
num_leaves=31
num_cat=0
split_feature=16 3 4 3 10 16 15 3 6 2 5 3 18 6 10 15 13 16 15 14 12 13 6 5 7 5 9 16 18 2
split_gain=5.05717 3.13868 2.9436 2.7844 2.99349 4.96706 3.21291 3.14361 4.11451 2.87766 4.03514 4.39309 3.72249 2.56855 4.23963 3.98201 2.53642 3.54579 2.49884 3.0441 4.7008 3.30197 2.40037 2.37951 3.45449 2.28075 4.15508 2.29264 3.87381 4.07917
threshold=18.594956516900002 103.00289635185001 393.99831167250005 93.499196860750018 64.407391431150018 20.959950986500004 45.169600924000008 91.017750006350013 16.585387514950003 103.92649527695001 22.649179082500002 93.281431752200021 13.946975448150001 15.785368822600002 67.074341896550024 40.042228346200012 116.60649449195002 21.094950670800003 29.037712645600003 216.04581652670001 135.71835115270002 109.49014582065001 16.435384010100005 26.429668882900003 22.356277907050004 29.996566321350006 208.27565494345001 22.764946765650006 13.3584252364 74.580378076100018
decision_type=2 2 2 2 2 2 2 2 2 2 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 4 6 13 7 -2 9 -9 11 12 -11 15 -15 18 -5 -18 -6 20 21 -20 -8 24 -1 26 27 28 29 -19
right_child=3 -3 -4 16 5 -7 22 8 -10 10 -12 -13 -14 14 -16 -17 17 25 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00245342833883691 0.0027292146956498066 -0.0032699055759724889 -0.0033445276217774818 0.0017070739914848143 0.0013710840024983588 -0.0027883426617500758 -0.0027293240294723577 0.0025687507622318751 -0.0018865790895496305 0.0012391993489062148 0.0022262181293499234 -0.0026569959817733259 -0.0015332545617705092 0.0026850185370994851 -0.0012535185395026686 -0.0029570598511962274 -0.0034207613809417625 -0.002129579912604799 -0.0022555833713378175 0.00084666889980855174 -0.0050391109326312416 0.00094975408047205819 0.00099006847986587965 0.0028370063388671479 3.2250364553599396e-05 0.0022844623191170636 -0.0037099930604117936 0.0013863260177807721 -0.0025737066108341665 0.00054406268306477032
leaf_weight=5.9752937650773665 13.961791589856146 3.3313485954422495 2.7796451116446397 8.7395847626030427 19.532632250338793 4.6670247167348853 3.4484959580004206 13.853469282388685 4.304239720106124 28.183961428701878 17.288921803236008 4.1689763143658629 5.7842849716544142 11.202352251857517 3.5722108930349341 3.5745055889710775 3.0328403087332836 6.698938161134719 5.2514573074877253 17.851246038451791 2.4702289178967467 8.0934866368770582 3.4296341836452484 2.7335723540745667 76.184781889198348 4.2735545411705962 2.9961187560111275 11.015062917023895 5.9953441149555138 36.291090956423432
leaf_count=282 72 276 377 63 89 32 41 97 23 113 59 24 53 47 27 38 103 41 67 95 25 46 15 27 1500 18 56 55 75 198
internal_value=0.000364565 -0.000270729 -0.000156768 0.000596118 0.000822375 0.00035828 0.00119697 0.00135974 0.0010999 0.00128544 0.000964684 0.000392787 0.000767092 0.000563531 0.00173275 0.000259256 0.000107671 -9.11557e-05 0.000475364 -4.43154e-05 -0.00105001 -0.000311599 -0.000874728 -5.23927e-05 -0.000148527 5.8958e-05 -9.20156e-05 8.8648e-05 -0.000203154 0.000127441
internal_weight=340.686 91.0046 87.6733 249.681 170.639 76.2151 94.4238 87.5456 73.5839 69.2796 55.4261 38.1372 33.9682 71.5481 14.7746 56.7736 79.0425 70.3029 53.1991 33.6664 15.8152 13.3449 6.87813 84.8936 82.1601 67.2701 62.9966 60.0004 48.9854 42.99
internal_count=4034 2462 2186 1572 963 466 497 441 369 346 249 190 166 434 74 360 609 546 322 233 138 113 56 1809 1782 443 425 369 314 239
is_linear=0
shrinkage=0.00314801


Tree=259
num_leaves=31
num_cat=0
split_feature=16 15 3 4 2 17 6 18 4 17 18 7 3 9 6 9 18 15 15 16 18 6 16 4 16 7 10 16 7 18
split_gain=1.0815 2.44615 1.50732 1.4019 1.41789 2.27396 1.89148 2.94807 2.09611 1.83859 1.60697 3.26513 3.28523 1.61703 1.56237 1.48533 4.12702 3.2884 1.85835 1.60033 1.58782 1.79711 1.53439 1.96475 1.2904 1.22407 2.37195 1.20159 1.12088 3.30077
threshold=18.684956306450005 34.040719645900005 103.00289635185001 393.99831167250005 178.70687671690004 207.89802496125003 13.65531905435 17.399600107550004 286.25887787650009 239.21206428850002 15.946034773700001 25.138824731100005 85.694602908050015 201.97224908750002 8.5652001245500013 201.61239113610003 14.766576839600001 29.037712645600003 28.176737565850001 15.484963789400002 12.909082926650003 17.225402468750001 18.554956610400005 169.14490639835003 18.044957803000003 26.637125930550003 80.468240302450013 18.734956189500004 25.297859295400006 14.493864790000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 10 7 8 -6 -7 11 15 -13 -12 -9 20 17 18 19 -17 21 -1 23 -22 -25 -15 -27 -2 29 -29
right_child=27 -3 -4 -5 6 9 -8 14 -10 -11 13 12 -14 25 -16 16 -18 -19 -20 -21 22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.040353870314902937 0.017324016180872912 -0.035500118032534535 -0.02787261647150141 -0.028579497594831943 0.013595171327882037 -0.027285256099190882 0.01920884568970619 -0.029680373320675437 -0.030143039175751379 0.024893127531600473 -0.023346284383658981 -0.03174717239874255 0.029151647139552397 0.015619255807691509 0.020706743589708927 0.013888563434574862 -0.034380152242441869 -0.036723016972675243 0.031487180071339334 -0.020011363528891286 -0.013849139395591766 0.030056072416509292 0.025496042888897407 0.0099380644557695037 -0.020426777505471814 -0.048539551376571954 0.0089701389777437426 0.0022406323779752936 0.0092550173702452953 -0.013037967340652091
leaf_weight=1.1084918737178693 3.7745425831526509 1.5418312007095654 1.501858849893323 1.2776512957643706 1.1292690259870126 3.8429284905432715 6.0816425402881569 0.51412260596407566 2.8267783634946682 0.57124988641589869 1.1177255717338983 4.4975233144359654 0.76302891969680775 9.2370844827964884 3.823762113112025 2.5566149773076159 3.1477140700444579 1.304885435849428 2.0968951261602342 1.7124245092272756 3.9507440010784256 0.35164356464520086 2.5759037658572188 13.812760105298365 1.1137679913081218 0.68901767581701223 2.2621644242899492 163.88553006201982 13.979790269397197 11.119727634359149
leaf_count=89 29 90 279 363 26 140 63 119 230 12 177 155 4 82 55 13 34 73 10 49 37 2 18 258 19 8 111 1263 82 144
internal_value=0.00108542 -0.0016699 -0.000963761 -0.000405302 0.000101067 -0.00182852 0.0077134 -0.000715797 -0.0176578 -0.0205327 -0.000249813 -0.00302864 -0.022914 0.00789336 0.0147349 7.2522e-05 -0.0082149 0.00252199 0.0105664 0.000290407 0.00398543 -0.0233971 0.00584913 0.0031682 0.00767234 0.0107582 -0.00445675 0.00216333 0.00186053 0.00126984
internal_weight=268.169 75.4095 73.8677 72.3658 71.0881 56.7126 14.3756 8.29393 3.95605 4.41418 52.2984 38.9924 5.26055 13.306 4.33788 33.7318 10.8185 7.67082 6.36593 4.26904 22.9133 1.46014 21.4532 18.8773 14.9265 12.1883 2.95118 192.76 188.985 175.005
internal_count=4034 2516 2426 2147 1784 1291 493 430 256 152 1139 761 159 378 174 602 179 145 72 62 423 91 332 314 277 201 119 1518 1489 1407
is_linear=0
shrinkage=0.0271374


Tree=260
num_leaves=31
num_cat=0
split_feature=16 3 16 4 15 17 6 13 18 15 2 17 9 9 5 9 8 10 3 18 5 9 9 9 5 7 6 6 5 6
split_gain=4.57928 4.35228 4.29041 4.30542 3.46164 3.07591 2.94764 3.33204 2.98179 7.06417 7.37059 3.11395 2.97078 2.92281 2.84743 2.83725 2.70914 2.37868 5.85199 3.72851 2.69076 3.20401 2.68387 4.02398 4.25663 2.81682 2.60907 2.55849 4.10999 3.33806
threshold=20.404952284350003 93.281431752200021 19.974953289850003 413.05180676905007 34.139075990150012 162.13109061465002 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 194.45262321395003 184.85936449530001 22.327062271350005 191.72037998490001 8.9430209551500024 70.206395618550019 83.538459487450012 14.118140587000001 18.160071980500003 66.346857137250012 213.27127849780001 201.61239113610003 20.769304081650002 19.078733418100004 14.825346391850003 13.65531905435 14.582249945350002 13.78532209185
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 16 3 5 14 -1 7 -6 11 10 -10 12 13 -8 -3 -11 -2 20 27 -20 26 -22 23 24 -23 -26 -7 28 -19 -29
right_child=1 4 -4 -5 6 17 8 -9 9 15 -12 -13 -14 -15 -16 -17 -18 18 19 -21 21 22 -24 -25 25 -27 -28 29 -30 -31
leaf_value=-0.0037626310043214202 0.0013099451174078901 0.0028258265722616461 -0.0034230368794977641 -0.0037582961450840372 0.00072533678606597526 0.00015043010217617728 0.00019160434834013354 -0.0047657720207358615 -0.00020628323623294998 -0.0021335270975484052 -0.0060212557522483605 0.0020019605631766703 0.0011820567977083101 -0.0036079163916081466 -0.00075847154862574893 0.00093267962562647289 -0.001100017997859617 0.00024438309010974674 0.00068589227086247742 -0.0029111433930099576 0.002936061763266161 0.0016017141206213763 0.0023476881329539266 -0.0039256451417595522 0.00041755997458856406 -0.0040281167989666159 0.0031915260365875096 0.0025193113305989516 -0.0024332722846328579 0.00024620423751184903
leaf_weight=2.4043903101701281 97.824725575745106 9.0037609189748746 4.4764199322089544 3.5208382399287066 2.1617473661899558 5.3213257817551485 5.4479913786053675 3.2960514645092189 5.2482002452015859 4.3898559249937561 5.0558945676311851 13.936354640871285 10.160464152693747 4.2638124981895089 3.6921163480728856 18.979066027794033 5.8396071642637244 31.170758673688397 4.6521028573624816 12.693146086297928 4.2989137698896256 8.4919104583095812 3.7882552584633222 3.9182231510058037 3.039197619073092 3.7752616729121655 8.9190885722637159 10.862597581930457 8.6517666375730169 25.663420146331191
leaf_count=311 506 50 49 358 11 35 23 48 25 34 50 63 61 35 51 132 32 881 72 346 43 50 24 48 73 261 31 37 152 142
internal_value=0.000347981 0.000700501 -0.000110192 -5.14469e-06 0.000127088 9.08539e-05 -0.000161223 -0.00259083 3.52795e-05 -0.00068868 -0.00305951 0.000756335 -0.000117217 -0.00147651 0.00178347 0.000356692 0.00117419 0.000159361 -0.000144199 -0.0019464 0.000843841 0.000212269 -0.000296549 -0.000817603 -2.19866e-05 -0.00204538 0.00205514 0.000265234 -0.000337359 0.000922211
internal_weight=334.947 189.3 145.648 141.171 85.6353 137.65 72.9394 5.4578 67.4816 33.673 10.3041 33.8086 19.8723 9.7118 12.6959 23.3689 103.664 135.246 93.6938 17.3452 41.5522 27.3118 23.0128 19.2246 15.3064 6.81446 14.2404 76.3485 39.8225 36.526
internal_count=4034 1121 2913 2864 583 2506 482 59 423 241 75 182 119 58 101 166 538 2195 1630 418 565 499 456 432 384 334 66 1212 1033 179
is_linear=0
shrinkage=0.00343713


Tree=261
num_leaves=31
num_cat=0
split_feature=16 16 5 18 3 16 5 10 7 8 12 17 19 5 3 19 9 16 0 6 5 12 6 5 5 19 16 18 6 2
split_gain=4.14474 2.67071 4.08592 3.06015 2.48877 2.42322 2.44461 2.40515 3.77879 2.50695 2.09674 2.81061 2.08671 2.07538 2.98137 6.85257 2.55624 2.65963 3.2685 2.00599 3.50289 6.32687 2.83446 3.63468 3.05002 2.26196 4.69045 2.32305 2.22987 3.44877
threshold=18.594956516900002 15.584963555600002 11.270433591700002 18.273715221050001 93.499196860750018 13.564968279200002 13.812766882300002 71.015621515800021 22.356277907050004 8.2435668022500028 151.46967002190004 236.15709471040003 12.751028791950002 13.058770361550001 80.215525238150022 11.850956171350001 216.65333892300001 15.404963976500001 97.39208423365001 15.255356438950001 20.769304081650002 368.00406080990007 16.455384477450004 22.692834890150003 23.730745871350006 14.451165964200003 22.614947116400003 13.843998451900001 14.980350013450002 125.56293566760002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 19 6 -4 8 -3 10 12 -12 -9 -7 15 -15 17 18 -16 20 28 -22 24 -24 25 -21 27 -27 -2 -30
right_child=4 3 5 -5 -6 13 -8 9 -10 -11 11 -13 -14 14 16 -17 -18 -19 -20 22 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0033028865806003669 0.00077467560577045458 -0.0021398591079854197 0.00055645208504557055 0.0031850324426400587 6.693733928790509e-05 0.0026978174436507411 -0.0027015385093499284 0.0019515187553557874 0.0015051296628910179 -0.0034569648170432042 -0.0036040106361437214 0.0012908047619509073 -0.0013342806074755919 0.0012762331835130985 0.00094514989656674484 -0.0037326545394669839 0.0040060975928110582 0.002030024523292357 -0.0024328926761641597 0.0019095988669555824 -0.0047007163589752 0.0023764534842017036 -0.00033972103996745298 0.0016335169764345066 -0.0010872416129321194 0.00078503118847923466 0.0022729323237806976 -0.0024404951124190164 -0.0041855985052939165 0.0012373580362419359
leaf_weight=3.1844497416168442 41.644307040609419 4.9310913486406189 4.7272500179242325 1.7303677443414915 73.086741904495284 4.8608867879956952 4.603776587639004 3.3059024671092647 6.9259131839498878 6.4394742939621201 4.918588839005678 1.5662929397076366 4.7982342771720141 6.4424147531390172 8.6121112760156446 4.8470966536551714 2.7228568829596034 9.3975801356136781 4.3738953918218604 49.79400983825326 3.5335224261507383 2.0051836967468262 27.162912085652351 14.499838948249815 4.7081841044127932 4.0865441560745257 8.6074085906147939 5.0624106302857399 2.4217767864465705 2.3304501622915268
leaf_count=798 247 346 111 17 609 32 277 24 84 169 190 14 99 24 116 95 8 30 28 264 53 17 146 53 39 17 49 38 30 10
internal_value=0.000338397 -0.000250376 0.000193454 -0.000939821 0.000556191 0.000413545 -0.00105099 -0.00115686 -1.07484e-05 -0.0018031 -0.0010731 -0.00242177 6.08821e-06 0.000744777 0.000483937 -0.000874308 0.00109469 0.000740535 -0.000192629 0.000771787 0.00025345 -0.00213856 0.00100809 0.000347023 0.00138925 0.00156186 0.000586682 -0.000999756 0.000539002 -0.00152623
internal_weight=327.331 88.3882 53.7723 34.6159 238.943 50.5879 9.33103 32.8855 11.857 21.0285 14.589 6.48488 8.10414 41.2568 36.396 11.2895 25.1064 22.3836 12.986 165.857 51.9352 5.53871 113.921 41.6628 72.2586 67.5504 17.7564 9.14895 46.3965 4.75223
internal_count=4034 2462 1519 943 1572 721 388 926 430 496 327 204 123 333 301 119 182 174 144 963 357 70 606 199 407 368 104 55 287 40
is_linear=0
shrinkage=0.00318231


Tree=262
num_leaves=31
num_cat=0
split_feature=16 2 16 0 17 5 6 13 18 15 2 0 16 17 6 15 19 2 5 16 0 13 6 6 15 7 10 10 5 0
split_gain=4.57117 5.22967 4.53583 3.58083 3.57157 3.24133 2.75915 4.0488 3.41615 4.71098 9.6089 2.89245 5.09245 2.82332 2.63225 4.41334 4.30208 3.71491 3.87055 2.81702 2.64861 2.93117 2.61926 2.53689 3.10269 2.43358 4.45447 2.50141 3.69977 3.3414
threshold=20.404952284350003 322.38159739250005 19.974953289850003 86.329079026800017 162.13109061465002 20.374719724350005 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 85.791387400750025 22.794946695500006 187.51563899930002 16.455384477450004 37.870720399650004 14.351157895250003 131.42729508740004 19.749058312400006 22.624947093000003 90.297243227400017 116.60649449195002 5.1651206822000004 16.605387982250004 36.346245650200011 19.078733418100004 64.730006406800015 69.999384342500022 19.865285687250005 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 -1 -2 7 -7 13 10 -10 12 -11 -8 17 16 -16 18 -5 20 21 -19 -6 24 -18 -24 -27 29 -29 -28
right_child=3 -3 -4 14 22 6 8 -9 9 11 -12 -13 -14 -15 15 -17 23 19 -20 -21 -22 -23 25 -25 -26 26 27 28 -30 -31
leaf_value=-0.0035651164614210482 0.0024072503922439115 -0.0035997272064894987 -0.0033248614265455664 0.00010662713577338973 -0.0032764890742151371 0.0010054317778351201 0.00016669939732666232 -0.0044299513398303562 0.0001832646317237969 -0.0040976387630261776 -0.0055021233657039188 0.00093319146677642241 0.0019695270687923481 0.0019150873174640947 -0.0038825835678105588 0.0017953339942294395 -0.0035882354437401284 -0.0031813227018105896 0.0031619850408105888 0.0017943488599604861 0.0016008971919539252 0.00012818814515537399 0.0021460268248423751 0.0013929478823701616 0.00087848720558795048 -0.003533699954788055 0.00023664257462547875 0.00012498290676751848 -0.0036376361702717321 0.0028567532304764366
leaf_weight=2.692280947463586 6.2867095768451682 4.3092837284784755 4.1204208480194202 5.6313191503286388 2.2324970087502143 2.4590548723936072 25.881670114584267 3.341088623739779 7.5932506024837476 3.5444588717073229 5.1609652899205685 18.217384718358517 2.3968265894800425 15.125160417519508 3.6826792955398622 11.152300745248793 3.2979675494134408 3.3202592954039636 17.931474570184946 20.857889458537102 10.04686952754855 16.57246895134449 6.5429093400016418 6.9224657565355301 3.1355458125472069 3.3302420731633893 13.234337808098646 94.045289918547496 2.7810087592806658 8.1160218585282546
leaf_count=319 33 279 49 33 481 12 175 48 35 82 51 69 15 65 21 38 38 20 108 102 50 85 79 30 11 239 124 1174 113 56
internal_value=0.000326503 -0.000112422 -2.80577e-06 0.000648826 0.000100133 0.000180854 1.36686e-05 -0.00212554 0.000172906 -0.000536606 -0.00211732 0.000297906 -0.00165003 0.000811583 0.00105955 0.000223018 -0.000806109 0.00137669 0.00243178 0.000887286 0.000255367 -0.000424196 0.000175875 4.21749e-05 -0.00141126 0.000236066 0.000133218 0.000236553 1.69144e-05 0.00123264
internal_weight=333.962 141.404 137.095 192.558 132.975 90.0066 83.7199 5.80014 77.9197 36.9129 12.7542 24.1587 5.94129 41.0068 102.551 28.191 17.0387 74.3603 23.5628 50.7975 29.9396 19.8927 130.282 13.356 6.43351 128.05 121.507 118.177 96.8263 21.3504
internal_count=4034 2913 2634 1121 2585 585 552 60 492 252 86 166 97 240 536 138 100 398 141 257 155 105 2266 79 49 1785 1706 1467 1287 180
is_linear=0
shrinkage=0.00321496


Tree=263
num_leaves=31
num_cat=0
split_feature=16 5 6 3 16 6 17 16 18 10 7 17 13 5 0 0 13 6 2 13 3 9 5 9 18 18 0 7 15 16
split_gain=7.51948 3.44051 3.30082 4.3864 3.2556 5.24674 3.29424 2.97714 4.13014 2.81517 3.68671 2.70304 2.53066 6.0186 4.44781 4.03798 3.36888 2.51707 5.27581 5.38952 2.62751 3.38239 3.4486 2.51973 2.39169 3.22991 3.79912 6.66635 2.37149 2.28347
threshold=18.594956516900002 23.626838821450004 16.405383309150004 93.281431752200021 15.584963555600002 11.075258771650001 236.15709471040003 15.404963976500001 15.981927061500002 71.015621515800021 22.356277907050004 203.72643944000004 112.64908412395 20.769304081650002 91.937202686950016 90.407470010750018 113.97180552410002 16.455384477450004 198.51835910855002 117.64961624655002 93.499196860750018 195.70012057590003 21.850554661550003 201.32298960505003 14.030930991100002 14.382403557200002 94.047642319350018 24.876210878000006 42.713473568600008 19.419954587700005
decision_type=2 2 2 2 2 2 2 2 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 12 11 -4 5 -1 9 8 -7 10 -6 -3 13 14 29 16 -14 20 28 -20 21 -18 23 -23 -16 -26 -27 -28 -19 -2
right_child=1 2 3 -5 6 7 -8 -9 -10 -11 -12 -13 15 -15 24 -17 17 18 19 -21 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0027241094721303732 0.00047138695209862955 -0.0038276976581379909 0.0027429089663398064 -0.00017299807510781583 -0.0023242039827804477 -0.0010571585452989589 0.0016590962915575165 0.0019276077678038349 0.001073326209303099 -0.0022622420427616625 0.001278109745779096 0.00087797927675417142 -0.0013144968929746541 -0.0040994244445515049 0.002768961749431051 0.002951389324561324 0.0026396029090629686 0.00068178031325587425 -0.0046842260766194266 0.0015657501598806333 0.00016380625580076613 -0.0014451857731988087 0.0020617509967711368 0.0011679240653417809 -0.0014695240359065076 0.0026249104162126813 -0.0032066646204732467 0.0012498285961693916 0.0027896808811005043 -0.0041255285843149478
leaf_weight=6.0238558519631615 1.8184010386466969 3.9989029234275213 6.3443409875035277 36.194450624287128 5.2075997667852807 18.483156985370442 3.926712989807128 11.34983930364251 19.636361829936504 19.002530778758228 6.927014933899045 1.8767487369477747 6.4929078072309485 3.0886798035353413 6.1057690009474745 11.535319142043589 26.267886556684971 53.040376545861363 3.7222066298127165 2.3584412336349487 12.946007380262015 7.1003601700067511 17.752829030156136 8.4638086631894094 6.5816816836595526 10.282182410359384 4.6038770023733404 14.81246001832187 6.2419878840446463 2.9897021949291229
leaf_count=908 9 58 21 378 346 423 38 41 147 475 84 13 34 45 23 54 147 225 44 8 70 33 83 39 44 45 71 68 20 40
internal_value=0.000439266 0.000723994 -5.20189e-05 0.000261888 -0.000361303 0.000126231 -0.00113289 0.000473316 4.03099e-05 -0.00148499 -0.000267832 -0.00232465 0.000906192 0.000275158 0.000561459 0.00110969 0.000962555 0.00106977 0.000609398 -0.00226011 0.00148465 0.00177163 0.0010873 -2.41744e-05 0.00089592 0.000580697 0.00103506 0.000193134 0.000903726 -0.002387
internal_weight=345.176 254.619 48.4144 42.5388 90.5571 55.4932 35.0639 49.4694 38.1195 31.1371 12.1346 5.87565 206.205 50.2828 47.1941 155.922 144.387 137.894 65.363 6.08065 72.5309 59.5849 33.317 15.5642 42.386 36.2802 29.6985 19.4163 59.2824 4.8081
internal_count=4034 1572 470 399 2462 1519 943 611 570 905 430 71 1102 345 300 757 703 669 297 52 372 302 155 72 251 228 184 139 245 49
is_linear=0
shrinkage=0.00323475


Tree=264
num_leaves=31
num_cat=0
split_feature=13 7 3 16 6 3 9 2 3 6 13 18 17 17 7 13 0 17 17 3 10 5 16 9 15 5 17 2 2 7
split_gain=1.17959 1.01129 0.983406 1.27436 0.984335 2.29248 2.82219 2.59706 1.59714 1.77033 2.64757 1.73001 3.02949 4.12251 3.80892 2.83534 2.87007 2.50317 2.5697 2.21319 1.9316 1.87791 2.14962 1.6273 1.61572 5.42044 2.48902 2.29837 1.97024 1.91125
threshold=95.862351557400004 29.575580426850003 108.47659710545001 21.094950670800003 14.825346391850003 83.538459487450012 201.61239113610003 358.29672450355002 93.281431752200021 16.375382608200002 117.38883580790001 13.077716774800001 192.77618096940003 193.96328872865004 23.203497038450006 117.64961624655002 86.054856297550018 187.51563899930002 186.57794620975002 93.431985407450014 62.052302108850007 24.041678002600005 22.794946695500006 193.67618212375001 36.535628266450011 20.911722254300006 200.79056394860001 90.745765132650021 113.66940188285001 24.525599138800004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 -7 -8 24 10 -10 17 14 -14 15 16 20 18 -11 -15 -13 -21 -23 -19 25 26 -6 -28 -26 -29
right_child=2 -3 3 -5 8 6 7 -9 9 11 -12 12 13 19 -16 -17 -18 23 -20 21 -22 22 -24 -25 28 -27 27 29 -30 -31
leaf_value=-0.025797897960203757 0.001757823295250523 0.0067467684741111169 -0.025921783677809788 0.016202776132494552 0.0078628036766767665 -0.00070012671232061734 -0.022582898278209414 0.024712709933567199 0.0020400038016676275 0.0022476342602940681 -0.031955980462886453 -0.028420725091348992 0.018380794267938663 -0.025721693106471512 0.0056357625240061283 0.0043696975431486871 -0.046607578010718805 0.01959424766934275 -0.028220133424901903 0.010393751565649013 0.00051556133857474451 -0.032948804772718825 0.010067154941260193 0.00038644169324001662 0.025607858547919152 -0.024524717831988164 -0.028068278455947646 0.0074079102237262252 0.0064148912357491214 -0.014011321553049266
leaf_weight=1.8084701629704789 63.801679411088116 0.87081013293936838 1.6867163461865851 0.59914405643939961 31.415307375602424 14.964340003789404 8.0512137401383335 0.78435956779867488 3.1009299127617842 26.330171727226119 2.5865669930353761 3.3059138305252436 7.2460471447557238 2.6238587498664838 5.7701758109033099 2.4381062136963001 2.7931535392999649 8.6638021708931756 1.8220544471405435 4.7109323469921947 2.4896448550280184 1.7032699461560699 1.2327683316543696 3.9546885020099571 3.5456232428550711 4.4966861875727764 2.2063974365591994 7.0866477340459806 46.136972734704614 4.0189507286995649
leaf_count=707 715 265 183 3 194 347 253 11 58 348 48 92 45 17 25 16 21 43 15 24 28 57 20 28 56 35 26 52 255 47
internal_value=0.00116139 -0.0152203 0.00132421 -0.0148806 0.0014628 -0.000693605 -0.00726528 -0.0183843 0.00251415 -7.43985e-05 -0.0134207 0.000936558 -0.00316869 0.0040505 -0.0106973 -0.0192441 -0.0259474 0.00439165 0.000275714 -0.0060595 -0.0159903 0.000687072 -0.0148875 0.0135744 0.00462809 0.00144216 0.00405276 -0.00493865 0.00778461 -0.000343391
internal_weight=272.245 2.67928 269.566 2.28586 267.28 87.6016 23.7999 8.83557 179.679 80.7721 5.6875 75.0846 34.3139 17.5169 16.797 11.0268 8.58871 40.7707 28.1522 10.2708 5.79556 7.64697 2.93604 12.6185 98.9066 49.224 44.7273 13.312 49.6826 11.1056
internal_count=4034 972 3062 186 2876 1326 611 264 1550 885 106 779 345 163 182 157 141 434 363 118 120 101 77 71 665 354 319 125 311 99
is_linear=0
shrinkage=0.0248114


Tree=265
num_leaves=31
num_cat=0
split_feature=16 3 6 6 15 2 4 6 5 16 13 17 10 5 9 5 19 16 18 6 9 5 12 15 19 13 16 15 6 15
split_gain=6.10665 3.15483 3.44871 3.95228 4.10567 4.50923 3.70334 2.97022 3.67225 2.8714 4.74119 3.64707 3.60736 4.13025 3.28695 2.76973 2.79311 5.39112 3.09253 2.64212 2.58205 2.41662 4.73124 2.3517 2.32283 2.3072 2.31417 3.60206 2.1869 4.59616
threshold=18.594956516900002 93.499196860750018 15.255356438950001 14.980350013450002 29.329759478700002 98.465712168700023 218.36915329220002 16.455384477450004 22.692834890150003 15.584963555600002 98.050756475600011 236.15709471040003 71.015621515800021 19.234448447350001 209.21153814325001 23.730745871350006 14.451165964200003 22.614947116400003 13.843998451900001 14.825346391850003 191.72037998490001 20.769304081650002 368.00406080990007 27.437241680050004 12.551012654050002 116.60649449195002 22.574947209950004 46.327654127900004 16.565387047600002 36.346245650200011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 4 19 -6 -5 15 28 10 14 12 13 -11 -1 16 -4 18 -18 23 -14 -7 -23 -2 -22 -3 27 -27 29 -9
right_child=1 25 7 6 5 21 -8 8 -10 11 -12 -13 20 -15 -16 -17 17 -19 -20 -21 24 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0037536215120829706 0.0021691193020328733 0.0019014172180613445 0.0023014474698827892 -0.005080006875686098 -0.0046400771626170616 0.00066381669447246891 0.00055888369040618462 -0.0039910559307900963 0.0020117005604575618 0.0016228761436038808 0.00066184485992094562 0.0019861371896063061 0.00017777963452239348 -0.0024554220176721954 0.00026870192693545422 -0.00095042362053867019 0.0010743871636829069 0.0026557540224476555 -0.0029924721515934673 0.0037910591247732827 0.00019852724007012997 -0.0046877502009028396 0.0025384560201297066 -0.00088765568034243614 -0.0036081306257977484 -0.0035382231790230612 9.7962374104003602e-05 0.0025224764908916113 0.00090919759708270667 0.0001968974861877156
leaf_weight=5.8624498054850829 7.9988296553492564 7.8838186562061301 53.838762227445841 3.2101792246103278 2.6816711034625795 22.832876043394212 2.6974303722381592 4.7451335154473808 14.398193538188933 7.6211699955165368 44.435007437830791 4.2247568424791089 3.8186313167680082 5.2975979663897306 4.5344435349106789 4.5883908979594699 4.2799211665987986 9.1243203803896886 5.2272089645266533 6.0329898595809928 2.3558354675769833 3.1514764763414851 1.786802254617214 5.2441424131393433 14.042721342295406 5.1677298257127395 58.146176455076784 1.621352821588516 12.571904532611368 10.814274266362188
leaf_count=966 30 63 264 32 45 119 13 48 53 56 384 38 136 374 169 39 17 49 38 20 19 50 15 33 320 127 410 9 54 44
internal_value=0.000420023 0.000709775 0.000967692 0.000238023 0.000563917 -0.000247068 -0.00250527 0.00130716 0.000554589 -0.000359552 0.000157246 -0.00111802 -0.00151379 -4.95112e-05 -0.00199935 0.00172251 0.00189174 0.000707834 -0.00116165 0.00184514 -0.00244947 0.000177134 -0.00207311 0.000958654 -0.00306126 8.91498e-05 -0.000130878 -0.00209082 -0.000191191 -0.0010803
internal_weight=340.236 248.044 175.225 55.6364 49.7288 30.4528 5.90761 119.588 42.5295 92.1926 54.8319 37.3607 33.136 12.9188 10.3969 77.0586 72.4702 18.6315 9.50713 19.276 20.2172 27.7712 4.93828 13.243 16.3986 72.8191 64.9353 6.78908 28.1313 15.5594
internal_count=4034 1572 963 357 312 229 45 606 199 2462 1519 943 905 430 1135 407 368 104 55 83 475 184 65 63 339 609 546 136 146 92
is_linear=0
shrinkage=0.00354757


Tree=266
num_leaves=31
num_cat=0
split_feature=16 15 6 13 19 15 2 7 15 2 16 6 6 5 6 0 15 5 17 4 2 15 10 3 15 4 16 7 10 15
split_gain=1.15594 2.19137 1.48366 1.43955 1.60749 2.7994 2.62787 2.39157 2.38242 3.37671 1.71221 3.2269 1.79402 3.25436 2.22374 2.42042 1.68003 2.20956 1.51753 1.3768 1.20193 1.54544 1.86365 1.53263 1.17797 1.18192 1.09869 1.27401 3.87904 2.45527
threshold=18.684956306450005 34.040719645900005 15.51536251395 109.72404167800001 12.851036860900001 24.273602154900001 72.843776848050013 22.575645983950004 29.037712645600003 181.73369492375005 16.859960574100004 14.845346859150002 13.65531905435 15.363313533450002 13.78532209185 97.39208423365001 27.980927088250002 13.8160216159 191.75825325995004 169.88079978325004 78.595990734650016 21.092276343250003 80.468240302450013 77.801289837050021 19.935988437250003 188.02063977395002 18.754956142750004 25.297859295400006 70.123053416500014 27.689912074550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 7 -7 -6 16 -10 12 -12 13 19 -14 -16 17 -8 -17 -1 -21 23 -23 24 25 -22 -2 28 -28 -30
right_child=26 -3 -4 -5 5 6 8 -9 9 -11 11 -13 14 -15 15 18 -18 -19 -20 20 21 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.029371354638166158 0.014668117737837121 -0.034107406010032433 -0.02048063755502311 0.017836801962980719 0.0083072060348502175 -0.039299067642519406 0.019591860924175697 -0.030614240728168395 -0.03557680016010651 0.012647339392728231 -0.03241071188267023 0.03103529773272614 0.023964985290545793 -0.02962871955650357 0.012165338098924651 -0.020926359384487819 0.027514384392665063 -0.015487833257435524 0.0034643089187432778 0.018936449740731217 0.028428066348222293 -0.032820507064334238 0.0025222189836646043 0.012804891776442775 0.010178696919127107 -0.022289935714959887 0.0021241392004546686 0.0097450389045015146 0.0098579368946263117 -0.028607124777871605
leaf_weight=0.98087471578037977 4.9420125973410896 1.4353838742244978 2.6488700621412127 2.9874236742034546 1.4387927018106008 1.126392763108014 2.5731390240835008 4.9598137451102957 2.218118631921242 1.908145031891763 2.3945920517435293 0.74171584844589222 4.9589251885190633 2.7164331836975171 10.141995226498695 3.3885810896754256 2.9528167003300041 2.5016142670065165 3.8488155957311392 2.8221262490842518 0.36781489849090787 1.943322674545924 2.3031535214977339 7.2187212217831984 1.9049313349532893 2.7622197655728087 170.29911361343693 13.823476324789224 1.5567545518279065 4.7469970853999257
leaf_count=42 39 90 354 20 24 33 43 169 95 29 82 2 20 176 125 26 16 44 20 33 2 74 67 92 27 811 1294 79 9 97
internal_value=0.00121754 -0.00158157 -0.000949031 -0.000221988 -0.00101335 -0.00742028 -0.000461879 -0.0218624 0.00313747 -0.0132761 0.00158657 -0.0174062 0.00289984 -0.00230732 0.00826581 0.0037863 0.0115742 0.00229922 -0.00795551 0.00134811 0.00290755 0.000166026 -0.0136517 0.00495453 -0.00630068 -0.01633 0.0022956 0.00197451 0.00136627 -0.0191079
internal_weight=270.613 75.2447 73.8093 71.1605 68.1731 19.6788 13.2802 6.39861 12.1538 4.12626 48.4942 3.13631 45.3579 23.0196 22.3383 17.3794 8.02757 5.07475 7.2374 20.3032 19.3223 16.5002 4.24648 12.2537 5.03497 3.13003 195.368 190.426 176.603 6.30375
internal_count=4034 2516 2426 2072 2052 453 260 193 227 124 1599 84 1515 1324 191 171 103 87 46 1148 1106 1073 141 932 840 813 1518 1479 1400 106
is_linear=0
shrinkage=0.0265789


Tree=267
num_leaves=31
num_cat=0
split_feature=16 19 6 19 3 16 8 19 2 18 8 3 18 15 10 13 2 10 10 16 3 17 7 6 6 15 8 0 15 16
split_gain=1.05785 1.53694 1.33525 1.03772 1.98448 2.06547 1.62449 1.81928 1.69071 1.47984 1.33487 1.10098 1.79794 1.73805 1.79993 1.67063 4.098 2.94551 1.86076 3.62837 2.23976 3.57241 2.37917 2.25509 2.14154 1.93275 2.53887 3.66567 2.0707 2.35465
threshold=13.564968279200002 10.850875481800001 11.755274660100001 11.850956171350001 81.105404879350019 17.684958644900004 7.5441126493500006 12.551012654050002 78.595990734650016 17.551307094650003 8.3434888241000014 93.499196860750018 13.659439901750002 18.946678378300003 62.041548276350007 117.49368567500001 154.94328103605002 62.079186690200011 64.407391431150018 20.959950986500004 91.017750006350013 195.76335783930003 23.864758692950002 15.785368822600002 16.235379337050002 28.626568391100005 8.6432548896500023 89.582113364650013 26.809453849000004 19.124955277500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 5 6 -5 8 -8 -7 -10 13 -13 -6 -15 18 -17 -18 20 24 23 -22 -23 -16 25 28 27 -27 -20 -30
right_child=3 -3 -4 4 11 9 7 -9 10 -11 -12 12 -14 14 15 16 17 -19 19 -21 21 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.023088480041205679 0.0086867562034661366 -0.025643057968751898 0.0041542574639498731 0.0026310776795254185 0.022912863657568294 -0.005367316864735845 0.012068875401043309 -0.026271722008414832 -0.025894843825389775 0.024274343133532009 0.0065124063224523323 -0.00040842852348519666 -0.022874359211896286 0.0071670018391138757 0.0031450451966942286 0.0074628300522978858 -0.0072564828173739757 -0.042094775399103501 -0.00040595537553079494 -0.020240930305909871 0.009685234936050436 -0.022096477252921777 0.00085535443095133171 0.024512359061165782 0.011896184715750083 0.024733341484674341 -0.026025787908708443 -0.0041509856899461387 0.016697864017274168 -0.0040421055641473944
leaf_weight=1.1880490487092163 9.2852895676624012 1.8373356763040645 4.4359566281200387 3.3307003819500123 2.1299755091313264 1.8502403928432607 1.7102606054395417 4.5565633848309517 2.1963424142450099 1.6681907251477239 0.94766088575124729 63.086846543708816 1.911633200244977 30.5801523309201 4.6039216220378858 4.6830180957913381 2.9872089754790068 2.1912938058376312 25.432179447612725 4.3769834488630286 14.418527081608774 3.8667543381452543 6.0063977390527725 5.8309211507439613 8.5557546438649279 2.4535427689552298 2.4901474951766422 34.01286786457058 9.6863788068294507 4.0404982194304457
leaf_count=599 147 343 103 135 19 34 29 135 58 17 12 908 58 166 39 18 29 29 266 32 124 26 30 36 54 12 24 466 63 23
internal_value=0.000951073 -0.00752104 -0.00160066 0.00119524 0.000916559 -0.00679236 -0.0110667 -0.0159147 -0.0061928 0.00868666 -0.0161267 0.00145373 -0.00106916 0.00242782 0.00216532 0.00103765 -0.0080079 -0.0219984 0.00174688 3.25249e-05 0.00624168 0.00244293 -0.00813358 0.015085 0.00105635 -0.000130899 -0.00373007 -0.00220758 0.00344966 0.0105931
internal_weight=266.352 7.46134 5.62401 258.89 249.605 16.26 12.7415 9.41083 4.85426 3.51843 3.144 233.345 64.9985 168.347 166.217 135.636 9.86152 5.1785 125.775 91.0484 34.7265 24.2917 9.87315 10.4348 86.6714 78.1156 38.9566 36.4664 39.1591 13.7269
internal_count=4034 1045 702 2989 2842 420 369 234 99 51 70 2422 966 1456 1437 1271 76 58 1195 940 255 180 56 75 908 854 502 478 352 86
is_linear=0
shrinkage=0.0228222


Tree=268
num_leaves=31
num_cat=0
split_feature=9 17 13 18 6 5 18 3 10 17 18 16 19 2 15 16 9 19 16 16 3 10 5 19 5 18 13 16 15 6
split_gain=0.998372 1.31498 0.933244 2.02586 1.06106 0.909109 1.62157 1.4776 1.44977 1.35225 2.28057 1.18437 1.12927 1.06497 0.90488 0.894346 2.14484 1.48677 1.15384 2.29473 1.81311 2.27834 2.47936 2.26683 2.22521 1.77649 1.63799 1.27707 1.01919 1.96264
threshold=38.295222230400007 195.42788627465004 98.050756475600011 17.323446153950005 8.2451926476000015 13.264960807550002 13.314799198000001 77.360382703650018 81.011308844800013 206.50651863080003 17.705383164500002 13.904967484100002 11.650940033400003 100.60547560250002 11.939171177750003 15.039964830000001 214.88418602500002 11.950964240300001 15.584963555600002 18.594956516900002 77.69375151185001 71.015621515800021 19.234448447350001 12.451004585100002 13.8160216159 15.343833331950004 108.45777789855002 16.744960843000005 45.169600924000008 16.415383542800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 6 -4 8 -7 -8 -11 13 -13 -9 -6 16 17 -14 25 20 -20 22 -22 -23 -25 -17 27 -24 -21 -30
right_child=2 -3 5 4 14 7 9 11 -10 10 -12 12 15 -15 -16 18 -18 -19 19 28 21 23 26 24 -26 -27 -28 -29 29 -31
leaf_value=-0.029333816836042855 -0.02647733494336775 0.011274407094702567 -0.019271354762966937 -0.025766743310684324 -0.028300172145958664 -0.029821865080637038 0.020433207371276869 0.004744244334388365 0.0039983071188399878 -0.027480669598714515 0.017682907442459553 0.014566637604452308 0.0012638448948411327 -0.027973293335450129 0.01474803754796568 0.0014464647401682084 0.010718214049674281 -0.027204251284523889 0.024563069230238814 0.0023345672435853065 0.015164690949074956 0.018288145668500108 -0.025347403914996909 0.012284483577360309 -0.023972458259293321 0.018620090526621735 -0.029543706177555154 0.02824079529737402 -0.018443586743620594 0.00065220313497496313
leaf_weight=1.4182164547964924 2.2902176943607619 0.71629109000787128 1.0654723700135926 0.61656437575584311 0.3306045327917676 1.8137919846922153 5.0074161855736747 0.96171140146907363 1.2976938635110853 1.1326114530675115 1.6241805646568535 3.826125268591567 1.7113090557977546 1.551990915671922 2.4590504568186589 9.5074333732482028 2.5803469596430659 3.0396529340650886 1.0110996514558817 177.24585154186934 3.7781512225046781 1.0372996851801861 0.42530775279738031 1.1450873352587212 8.5800716094672662 5.7805734463036051 1.7694604173884725 0.70597895979881287 4.1746501938905594 13.934191338019444
leaf_count=290 405 189 12 213 86 59 67 8 6 38 25 24 49 60 76 49 19 64 4 1331 25 14 74 10 284 31 298 2 77 145
internal_value=0.000933122 -0.0157066 0.00106952 -0.00870996 0.00323618 0.00128823 0.00899011 0.00101165 -0.0157166 0.0128684 -0.000872277 0.00122605 0.00140059 -0.015456 0.00964636 0.00118752 -0.0072118 -0.01695 0.00145631 0.000992704 -0.00724226 -0.00908606 0.00212236 -0.0160417 -0.0197034 0.00794001 -0.0148649 0.00809429 0.00177055 -0.00374997
internal_weight=262.538 2.13451 260.404 5.69644 3.40622 254.707 8.82968 245.878 3.11149 7.76421 2.75679 242.766 240.253 2.5137 2.78965 236.426 7.33131 4.75096 229.095 213.807 18.4525 17.4414 6.6789 10.7625 9.72516 15.288 2.90075 1.13129 195.355 18.1088
internal_count=4034 479 3555 780 375 2775 142 2633 65 130 63 2568 2500 68 162 2476 132 113 2344 2264 711 707 399 308 294 80 374 76 1553 222
is_linear=0
shrinkage=0.0244299


Tree=269
num_leaves=31
num_cat=0
split_feature=9 9 8 9 10 4 9 0 6 15 13 3 5 17 5 4 16 6 8 4 18 12 19 16 8 14 7 18 7 5
split_gain=0.869708 2.61598 1.73321 2.06906 1.67341 1.59624 1.43671 1.87071 3.08856 2.11071 1.59666 2.47683 1.33808 1.26278 1.83535 1.19801 1.58929 1.09125 1.47505 3.77431 2.05566 2.02361 2.73352 2.65298 2.24671 1.58311 4.22948 3.08853 2.41643 2.12491
threshold=179.18874144770004 177.77223095870002 5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 121.87049551135001 94.421337999450017 24.628131835750001 188.19076296340003 22.862610686750006 224.82737758030004 18.964955651700002 18.195425133200001 8.8430989333000021 163.63411595980003 14.164583421250002 81.514192512750014 13.151061067750001 22.714946882600003 8.7431769115000026 195.25924573520004 22.977992916200005 13.86460725495 22.814487719050003 17.679107616400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 15 13 8 -8 -10 11 -11 -13 14 -2 16 -1 18 21 -20 -21 22 -9 24 25 27 28 -23 -27 -29
right_child=6 -3 -4 -5 -6 -7 7 17 9 10 -12 12 -14 -15 -16 -17 -18 -19 19 20 -22 23 -24 -25 -26 26 -28 29 -30 -31
leaf_value=-0.02701955026163479 -0.0065335510293386967 -0.035365983078931816 0.017334146601943601 -0.02529946119949553 -0.024586384946683321 -0.025841559208319525 -0.028116324052212614 -5.9395155258901486e-06 -0.028555670494886769 0.010286342562272822 0.01959856359372316 -0.034144361930299669 -0.0061963546797882451 0.011772207827630752 0.013386617409637301 0.0092384814773360333 0.0051998173961986258 0.017276155925198898 0.015469428670457273 -0.027795806917897566 -0.0013569235691246429 0.01311093260303473 -0.03908018167996935 0.024772403535397107 0.013299221106711308 -0.0069165001716562664 0.00082956813257102993 0.0040698666635467107 -0.031708725321305017 -0.010326553425923589
leaf_weight=1.3984809438698094 7.0389404585585016 1.3904757031705219 2.4001983486232339 2.2887823075288898 1.522259481193031 1.0871493404265482 3.2139744111336759 2.7208166822674675 1.4793791451957066 4.1236841892823559 2.2444555386900893 1.444130817428231 2.9491167981177568 12.990586565691045 4.1667397134006023 8.3520357500528899 2.2769310967996716 2.3696468248963347 2.7746937125921232 4.208788987249136 2.7525387178175151 16.082457855343819 1.614241551607847 2.8226186484098426 8.730781611055134 6.5227565690875036 115.51238132664002 21.183541327540301 3.3762645497918129 7.9902132116258135
leaf_count=52 51 17 27 477 702 54 112 39 50 22 12 33 33 105 16 138 28 13 13 35 24 123 15 14 43 41 1283 285 24 153
internal_value=0.000823981 -0.00385118 -0.00158372 -0.00426643 -0.000977468 0.00176291 0.00123039 0.000609482 -0.00736258 -0.00191341 0.00174913 -0.00295471 -0.0153833 0.00672489 0.000873599 0.00425805 -0.00705954 0.00122966 0.00103595 -0.00799081 -0.0173418 0.00150704 -0.014556 0.00188918 0.00152914 0.000927021 -0.000449292 0.00474098 -0.0153724 0.000126923
internal_weight=259.029 20.7163 19.3258 16.9256 14.6369 13.1146 238.313 214.116 15.4547 12.2408 10.7614 8.51693 4.39325 24.1963 11.2057 12.0274 3.67541 198.662 196.292 9.73602 6.96133 186.556 4.33506 182.221 179.398 170.668 125.411 45.2562 9.89902 29.1738
internal_count=4034 1495 1478 1451 974 272 2539 2367 262 150 100 88 66 172 67 218 80 2105 2092 72 59 2020 54 1966 1952 1909 1348 561 65 438
is_linear=0
shrinkage=0.0237885


Tree=270
num_leaves=31
num_cat=0
split_feature=16 2 16 5 6 2 13 17 15 6 3 2 5 16 9 16 17 16 12 17 15 2 16 16 7 10 5 6 0 17
split_gain=3.75911 4.25915 4.12801 3.52742 3.26673 4.9426 4.49169 3.10704 2.74926 3.05248 2.49534 3.12007 3.19946 2.5478 2.71299 2.73624 2.4555 2.29601 2.28689 3.03333 2.24457 2.22086 2.10117 3.00759 2.10287 2.97971 2.01418 1.92227 2.87339 2.41775
threshold=20.404952284350003 322.38159739250005 19.974953289850003 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 162.13109061465002 40.042228346200012 16.565387047600002 93.499196860750018 131.42729508740004 19.749058312400006 22.624947093000003 197.02865361825005 22.594947163200004 192.41413881610001 22.614947116400003 96.720516239650024 194.36188291790003 36.742238227650013 206.07223625840001 19.644954061550003 19.334954786500003 19.078733418100004 64.730006406800015 8.0404050433500025 16.405383309150004 86.329079026800017 203.72643944000004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 8 -7 -1 9 -6 11 12 -2 14 -13 20 -10 -12 -11 -20 -16 -15 23 24 -9 -26 -27 29 -29 -5
right_child=3 -3 -4 27 5 6 -8 22 16 18 17 13 -14 21 15 -17 -18 -19 19 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.0040221634913235509 0.00025897654881605739 -0.0040722284004937907 -0.0035911700051774955 -0.0042873850614399437 -0.001037680367909147 -0.0054193735039307286 0.0013768618884712485 0.0023899547914754617 0.00091237365950039815 0.0024376381319826386 0.0016220483456250751 -0.0016746847366854386 0.0033999164806156452 0.00086033140119601964 -8.8808703037895065e-05 -0.0014583936863364515 0.0036891017754475349 -0.0014633336739242663 -0.0024086800451658401 0.0014751323309467829 0.0026747144275300855 0.0033304339218099888 0.0021868559650069989 -0.0036927135858616325 -0.0040318034769215947 -0.003906167791323403 0.00026216067316826565 -0.00040941510963479673 0.002703138788227981 0.0010348717454927935
leaf_weight=2.3696931179147205 5.6170950122177628 3.5172724793665102 4.1177971838042131 3.2680227160453788 17.435657694935799 3.6103583201766005 2.1032108068466187 5.8089212420163667 13.751761935651304 9.186221659183504 6.1910827085375768 6.3434121906757381 21.008995614945889 9.3249157965183276 6.1244120076298776 4.6604823917150489 6.367712825536727 7.0491687133908272 4.4925998356193286 7.0781194716691971 11.670549333095549 10.66227290034294 7.216127539984881 2.7449257094413033 2.3265588566428042 1.6089968400774513 103.07141966873314 26.740720093250278 4.7775113806128493 1.8139124028384683
leaf_count=319 34 279 49 53 81 45 8 80 51 40 28 31 132 39 30 32 18 42 29 33 51 55 30 42 214 456 1444 260 16 13
internal_value=0.000418418 -5.84315e-05 5.07835e-05 0.000752936 0.00100003 0.000363726 -0.00291762 0.000170617 0.000685242 0.000102637 0.00145957 0.00171945 0.0027373 0.00116394 0.000460138 0.0010632 0.00179119 -2.06228e-05 0.00106049 -3.28478e-05 0.00172361 0.00217802 0.000251542 0.000130692 0.000223719 0.000106124 0.000198091 -0.00027781 6.23836e-05 -0.00238769
internal_weight=322.06 132.782 129.264 189.278 152.678 64.0256 5.71357 125.147 58.3121 38.1926 88.6524 75.4121 26.6261 48.786 28.7989 22.4554 20.1195 13.2403 20.7569 11.5707 17.795 19.9872 122.777 115.561 112.816 107.007 104.68 36.6002 31.5182 5.08194
internal_count=4034 2913 2634 1121 779 305 53 2585 252 183 474 404 166 238 144 113 69 70 102 62 81 94 2266 2236 2194 2114 1900 342 276 66
is_linear=0
shrinkage=0.0036968


Tree=271
num_leaves=31
num_cat=0
split_feature=16 16 6 18 16 18 19 4 0 6 10 0 16 3 8 10 7 15 2 3 18 16 0 10 7 7 19 9 7 4
split_gain=4.73467 2.70228 3.7039 2.80487 2.58865 3.4564 3.04594 2.53125 2.43263 2.8292 2.14256 4.62565 3.57244 3.65586 2.93415 2.86089 3.22186 2.28667 5.16821 2.91422 3.46889 2.26598 4.78346 2.13038 3.62794 2.81563 2.33628 2.23794 2.09544 2.08604
threshold=18.634956423400002 15.584963555600002 11.075258771650001 18.273715221050001 15.404963976500001 15.981927061500002 12.250988447150002 290.29001804785008 85.995710218650018 16.375382608200002 66.590419433100024 90.407470010750018 19.974953289850003 85.923121849150007 8.8430989333000021 65.611820673600008 22.721067571950005 30.046989284200006 90.745765132650021 86.589859465500012 14.773181214800003 22.494947397000004 89.168090812600013 71.015621515800021 22.356277907050004 27.703316924600006 12.551012654050002 188.63457064660003 24.202871501750003 183.52566960905003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 -7 23 9 29 11 14 17 -14 15 16 -10 -12 -19 20 28 22 -18 24 -3 26 -25 -28 -20 -2
right_child=8 3 4 -5 -6 6 -8 -9 10 -11 12 -13 13 -15 -16 -17 21 18 19 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0025883115231643307 -0.0049497053897316623 -0.0022638779739441411 -0.0010212429854341339 0.0032836808216818274 0.0019242067463124842 0.0016494296241345064 -0.0021078075225451566 -0.0035585597876018372 0.0026784927285306921 0.00026213926475679423 0.0013780553383818154 0.0032307340471736065 0.0018384703833120959 -0.0033908948002063909 -0.0010752971663727628 -0.0013425185504679607 0.0031652034212089901 -0.0044629214099548816 5.8911108845568137e-05 0.0028973083074858952 0.00074414108428329945 0.00065656913725555086 -0.0016905498155191313 0.00076159196784101886 0.0016575314595289564 0.0032924798287847562 0.00043386071983845625 -0.0033072091514270794 -0.0050039838380725879 -0.00027129189404017479
leaf_weight=4.9815151563379905 2.1324863471090785 4.2297222744673508 17.794236942776479 1.6450249198824156 10.930127099156378 15.798482472542675 2.9295792365446678 4.6509869121946386 13.98077444732189 62.520352230407298 22.890894398093224 10.54443561658263 2.1452894918620578 5.349309042096138 8.1109417155385 5.4514161348342887 11.134190574288366 2.7807497829198864 1.5594693273305922 4.3837313354015341 10.752802768722175 66.330472461879253 2.936492793262004 2.8058941750787225 7.4824903719127178 1.2274889519903798 2.2207428533583871 10.448385584168134 2.3431432545185089 2.236432320671156
leaf_count=908 21 321 423 17 41 120 27 209 67 535 104 50 8 58 45 29 82 44 19 15 63 340 17 33 47 9 66 256 30 30
internal_value=0.000377707 -0.000297045 0.000187843 -0.00102952 0.000479282 4.68551e-05 0.0010617 -0.0012441 0.000625203 7.81461e-05 0.000839577 0.00109126 0.000268348 -0.00189402 0.000882264 0.00104131 0.00117899 0.000630812 -0.000153109 0.000476358 -0.000247798 0.000918248 0.00215183 -0.000865262 0.000241362 -0.00164125 -0.0020326 -0.00265145 -0.00298087 -0.00255484
internal_weight=324.728 87.1447 52.4339 34.7107 47.4524 36.5223 18.7281 33.0657 237.583 66.8893 170.694 118.489 52.2054 7.4946 107.944 99.8333 94.3819 44.7108 21.8199 19.0391 14.6554 80.4012 14.0707 28.4147 11.7122 16.7025 15.475 12.6691 3.90261 4.36892
internal_count=4034 2477 1519 958 611 570 147 941 1557 586 971 630 341 66 580 535 506 275 171 127 112 439 99 732 368 364 355 322 49 51
is_linear=0
shrinkage=0.00338432


Tree=272
num_leaves=31
num_cat=0
split_feature=16 4 3 3 18 16 18 14 5 6 2 10 6 0 5 15 10 0 8 15 15 16 9 17 6 6 10 10 3 16
split_gain=4.99932 2.93938 2.73722 2.57993 2.52084 4.9933 3.01037 2.98738 2.8912 2.81888 3.63157 2.65603 5.558 3.11269 3.18597 2.87344 2.42982 3.21193 2.33886 2.25246 2.70081 2.22088 3.3367 2.31754 2.26182 2.18484 3.51112 2.4531 2.67193 2.11183
threshold=18.594956516900002 393.99831167250005 103.00289635185001 93.499196860750018 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 22.938948824900006 17.180401417350001 103.92649527695001 66.964115113200009 15.425360411050002 90.297243227400017 20.769304081650002 36.207782793200003 62.030794443850006 86.420486603250012 8.4434108459500017 32.548041893900006 30.243446395250004 18.404956961200003 189.78071820640002 162.13109061465002 5.1651206822000004 16.375382608200002 62.181348099150007 62.068432857650002 93.663192806700025 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=1 2 21 4 9 6 7 19 -9 10 -2 13 15 14 -8 -13 -12 -18 -19 20 -6 23 -23 -1 -25 26 -5 28 -27 -30
right_child=3 -3 -4 25 5 -7 11 8 -10 -11 16 12 -14 -15 -16 -17 17 18 -20 -21 -22 22 -24 24 -26 27 -28 -29 29 -31
leaf_value=-0.0034592429943997292 0.0022732165079465804 -0.0033893804026724718 -0.0032711570268974598 -0.0042777621126545116 0.00069939100050340694 0.0031640845535165366 -0.0022537822135735922 -0.0049120002670179968 -0.00057369447071749799 -0.0012202385720755892 0.0016627675329368566 0.0006502719052432739 -0.0043469980219943789 0.0028894519755526191 0.0015195557136793187 -0.0024670060508835069 -0.0016936868308683962 0.0013327371316621342 -0.00064678788856464484 0.0014607231268978316 -0.0033848721526260808 0.0036954384301744058 -0.0037204941008010198 -0.0032313111005830022 0.0002161575551873986 -0.0019221929041417698 0.0006983073227750246 0.0019436363222540994 -0.00019839412630723468 0.0010561462851115108
leaf_weight=1.8462178001645941 26.32318489253521 2.9645209037698796 2.7790349025744936 2.8295052065514019 3.3277949318289775 6.0744200795888892 3.2679905295372027 3.0573751404881468 3.0850816667079926 4.694428250193595 23.101006977260113 34.487389386631548 2.6582174450159064 8.7597419619560224 7.0887091234326363 3.2329814424738279 6.3392397053539744 21.549780540168289 8.2509131096303445 5.5262126177549362 3.1508786454796791 0.74258261919021507 3.309191731736064 1.9532114241737861 73.079582022037357 6.1940651684999457 2.8403256572782993 7.6684064883738747 36.470113204792142 21.215660819783807
leaf_count=221 149 383 270 39 14 37 36 22 18 24 84 214 25 42 41 46 33 86 42 20 30 2 154 378 1054 36 15 41 346 132
internal_value=0.00035928 -0.000295444 -0.000185875 0.000585193 0.000798662 0.000403491 0.000187513 -0.000939716 -0.00273306 0.00116519 0.00129607 0.000531344 7.16996e-05 0.00150223 0.000328903 0.000383093 0.000861879 0.000349943 0.000784666 -2.21264e-05 -0.00128698 -7.99313e-05 -0.00236135 4.03069e-05 0.000126415 0.000104241 -0.00178498 0.000253952 5.11147e-05 0.000263
internal_weight=337.868 86.6743 83.7098 251.193 173.975 83.7168 77.6424 18.1473 6.14246 90.2586 85.5641 59.495 40.3786 19.1164 10.3567 37.7204 59.2409 36.1399 29.8007 12.0049 6.47867 80.9308 4.05177 76.879 75.0328 77.2181 5.66983 71.5482 63.8798 57.6858
internal_count=4034 2462 2079 1572 963 545 508 104 40 418 394 404 285 119 77 260 245 161 128 64 44 1809 156 1653 1432 609 54 555 514 478
is_linear=0
shrinkage=0.00316168


Tree=273
num_leaves=31
num_cat=0
split_feature=6 6 10 10 12 0 10 6 5 10 2 6 15 5 8 16 5 6 7 6 16 16 16 10 6 19 5 9 3 9
split_gain=1.01931 2.45271 1.66035 2.2659 1.8037 2.02402 2.06865 2.22818 1.54248 1.40127 1.22632 3.63482 1.86941 2.42361 1.47429 1.21069 1.59893 1.66799 1.51891 2.25719 1.37446 1.35463 1.4481 1.10287 1.09172 2.07985 2.21102 3.08236 2.49871 2.08527
threshold=13.65531905435 13.78532209185 70.206395618550019 70.727956495850009 69.826413229550027 94.625660817400004 71.015621515800021 14.515339148550002 17.679107616400003 62.837331883000012 145.31340866805002 13.915325129350002 20.520114807950005 16.903404623850005 8.2435668022500028 19.644954061550003 14.050239455300002 12.05528166975 25.934372643900002 10.510245570250001 14.464966174600002 19.124955277500003 12.604970524100002 78.10777406390001 16.465384711100004 14.451165964200003 22.387336278850004 193.67618212375001 92.703413254150021 195.30595290385003
decision_type=2 2 2 2 2 2 2 2 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 8 -4 -5 -6 -7 10 -3 -1 12 -12 -8 14 -14 16 17 21 19 -18 -20 22 -11 -22 -10 26 27 -26 -29 -27
right_child=1 2 3 4 5 6 7 -9 24 15 11 -13 13 -15 -16 -17 18 -19 20 -21 23 -23 -24 -25 25 29 -28 28 -30 -31
leaf_value=-0.043692946533154281 0.014103759887245859 0.015388623975905263 -0.029017437376965747 0.021075384887292357 -0.031973241782916197 0.016480906972511103 0.020128862870535481 -0.027451401821925049 0.0033357648366808606 -0.024862883811739643 0.011463219265485899 -0.032847860245194024 -0.02656692943432553 0.0065919909498215364 -0.0042353833027941341 0.010874511258075828 0.023487495236234859 0.016716811756612028 -0.023124204822933613 -0.026599475411584896 -0.010261223590186783 -0.0364120295689098 0.00082897451319612124 0.011976656936444761 -0.026825822897396285 0.0095457045719682977 -0.00020550806544700258 -0.018032956080080379 0.0069301950609631383 -0.0021466673903300102
leaf_weight=0.4795152751612467 8.7624752065166813 4.8592191338539115 1.9709446937777091 1.8053431212902094 1.4111623304197589 3.0259358463808921 2.4353072270751097 2.2682526158168903 96.900045346817933 1.3861358966678476 1.894823127426206 2.5008355802856386 2.760653365403412 7.9522271985188127 4.5736517813056707 3.7246082606725386 0.59347484970930775 3.0893849236890665 1.5753679196932351 4.4726527645834722 2.2561852671205997 0.65931498259305854 16.309045745641924 3.0602513290941715 5.0663303807377806 18.414152944460511 30.664376512169838 4.0259334444999677 5.5594472922384739 17.159567713271827
leaf_count=15 43 20 80 6 49 21 11 109 849 733 18 49 29 55 41 23 9 28 51 244 44 8 516 29 33 93 609 36 23 160
internal_value=0.000971586 0.00158875 0.00107928 -0.00393747 -0.00232355 -0.00378917 -0.00233824 -0.00467344 0.00197467 -0.00270473 -0.00233745 -0.0137468 0.000492484 -0.0026358 -0.012641 -0.00217533 -0.00363051 0.000312169 -0.0107008 -0.020732 -0.00332696 -0.00244902 -0.00118357 0.00253936 0.00160805 -0.000461634 -0.00389005 -0.0116014 -0.00355452 0.0039057
internal_weight=261.617 224.011 215.248 32.5991 30.6282 28.8228 27.4117 24.3858 182.649 37.6059 22.1175 4.39566 17.7218 15.2865 7.33431 37.1264 33.4018 21.4439 11.9579 5.06613 6.8918 18.3545 17.6952 5.31644 177.79 80.8898 45.3161 14.6517 9.58538 35.5737
internal_count=4034 2334 2291 468 388 382 333 312 1823 1700 203 67 136 125 70 1685 1662 1285 377 253 124 1257 1249 73 1803 954 701 92 59 253
is_linear=0
shrinkage=0.0241316


Tree=274
num_leaves=31
num_cat=0
split_feature=10 6 6 3 9 5 10 10 12 3 15 18 3 15 5 5 10 19 16 5 16 18 10 5 4 4 9 8 18 16
split_gain=0.979394 0.890545 2.04413 1.52383 1.78054 1.70387 1.48793 1.98082 1.60211 1.33955 1.71939 2.35461 1.89986 2.3403 1.52979 1.29658 1.21691 1.16534 1.1096 2.46648 1.60885 1.29464 1.25981 1.22454 1.11839 1.15587 1.07824 2.06186 1.78793 1.4226
threshold=54.879495816850003 13.65531905435 13.78532209185 81.715684874950014 218.97685776085004 15.904541771600002 70.206395618550019 70.727956495850009 69.826413229550027 84.812788641250009 24.545953118950006 14.674589207750001 82.69159517635002 29.037712645600003 16.903404623850005 17.679107616400003 62.837331883000012 12.851036860900001 17.634958761800004 15.363313533450002 17.234959697200004 17.551307094650003 72.187789260650007 17.679107616400003 169.88079978325004 363.87426917165004 66.346857137250012 5.9453602998000008 11.862896247150001 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 16 -3 4 -4 -5 15 -8 -9 10 11 -10 -12 14 -14 -7 -2 -11 19 20 24 22 -20 -24 -18 -26 -17 28 -28 -29
right_child=1 2 3 5 -6 6 7 8 9 17 12 -13 13 -15 -16 26 18 -19 21 -21 -22 -23 23 -25 25 -27 27 29 -30 -31
leaf_value=-0.030375322665221017 -0.04961570276693103 0.015615862720187839 -0.03925238306457686 0.029659991890243775 0.0049250784037984403 0.017152630894735323 -0.033821402057602375 0.023920768324839563 0.0023587147405191877 0.017178366230813619 0.017910738527719777 -0.031318966449825403 -0.014912158391749575 -0.023155110704817738 0.016150134887790792 0.016415776826630649 -0.031269484460459449 -0.03517316686883791 0.008343854653764339 -0.031177317797430965 -0.033759006952405426 0.030155683589362343 -0.032566785840104084 0.0060983671532598271 0.0021541612215324551 -0.030324999897674364 0.004306465750731521 0.01190829401327478 -0.031867385611233076 0.0013453602873940279
leaf_weight=0.80812922888435323 0.45168665994424273 8.4544284800067526 1.6217802716419094 1.7502624168992031 1.3801105162128804 4.6587661057710639 1.8111238526180411 1.7013410031795526 3.4143822193145814 0.42629752703942303 4.730342609807848 3.3725262377411127 1.8852019906043986 3.4243377177044749 4.1442869640886784 4.0702489658724508 0.93560388585320708 1.8800088847056029 6.3131207961123419 2.7513626537984228 1.2735276046441857 1.4857651442289341 1.4725048827240246 1.2274097390472887 19.785536017589042 0.93794285098556329 1.8720878555905063 11.164827472995965 2.7673025641706772 156.23176887852605
leaf_count=125 15 43 30 8 15 20 80 6 12 14 23 30 31 77 26 44 47 116 44 200 90 17 56 5 877 349 55 103 344 1132
internal_value=0.001047 0.00114566 0.00183066 0.00128171 -0.0189419 0.00157176 0.0013349 -0.00495259 -0.00285941 -0.00481677 -0.00254251 -0.0143763 0.00311977 -0.00428108 0.00643809 0.00226672 -0.0029822 -0.0254965 -0.00240005 -0.0056008 -0.00253224 0.00543019 0.00135428 -0.0149892 -0.000696139 0.000684157 0.00187292 0.00152885 -0.0172705 0.00204987
internal_weight=258.204 257.396 220.761 212.307 3.00189 209.305 207.555 26.7898 24.9787 23.2774 20.9711 6.78691 14.1842 9.45383 6.02949 180.765 36.6345 2.30631 36.1828 25.684 22.9326 10.4988 9.01304 2.69991 21.6591 20.7235 176.106 172.036 4.63939 167.397
internal_count=4034 3909 2209 2166 45 2121 2113 415 335 329 199 42 157 134 57 1698 1700 130 1685 1563 1363 122 105 61 1273 1226 1678 1634 399 1235
is_linear=0
shrinkage=0.0285878


Tree=275
num_leaves=31
num_cat=0
split_feature=16 16 13 9 3 18 10 16 15 19 3 6 18 4 16 6 12 10 5 8 15 9 13 7 0 16 7 5 5 16
split_gain=5.52802 2.91703 4.70189 3.29713 2.78787 2.74999 2.66055 4.89257 3.03895 5.35949 3.25375 3.3699 3.2857 4.11315 3.00086 2.65235 3.33049 2.44241 3.67931 2.51633 2.38852 2.27742 2.24443 2.8685 2.96287 3.78939 3.23749 2.75209 5.20376 2.17929
threshold=18.594956516900002 15.584963555600002 98.050756475600011 209.21153814325001 93.499196860750018 18.273715221050001 64.407391431150018 20.959950986500004 45.169600924000008 14.451165964200003 91.017750006350013 16.585387514950003 13.946975448150001 331.55739242175008 22.544947280100004 16.235379337050002 240.37493163845002 71.015621515800021 19.234448447350001 8.2435668022500028 29.037712645600003 196.26893085885004 113.97180552410002 25.350214218950004 94.047642319350018 19.199955102150003 24.991601945450004 19.925387549600003 18.492557862250003 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 3 -1 6 17 8 15 10 -10 -2 12 29 14 -14 16 20 18 -3 -19 21 -8 23 24 25 -22 -26 28 -27 -12
right_child=4 5 -4 -5 -6 -7 7 -9 9 -11 11 -13 13 -15 -16 -17 -18 19 -20 -21 22 -23 -24 -25 26 27 -28 -29 -30 -31
leaf_value=-0.003547455754795707 0.0029133713879469637 0.0014990911776743315 0.00063036392760966063 0.00030042204761067978 0.00011320405978393499 0.0032705352633314358 -0.00022310202673571914 -0.0028491304271700928 -0.0050325974988545009 0.0012751042722915547 0.0034977214766513786 -0.0017447624838650012 0.00029455428596643715 0.0023123844718397311 -0.004907062237726645 0.0022096904175143324 -0.003038473057631243 -0.0012165054568072018 -0.0023571171846055112 -0.0037387495334293116 0.0029127768573338625 0.0023174050183955436 0.0020785893502483902 0.0015067345040849544 -0.00464234009646793 0.00089102217323731663 3.1528364508813582e-05 0.00070807196756284333 -0.0045363101863368132 0.0013874910586422061
leaf_weight=5.875478830537757 14.144243396818636 6.8718289108946902 44.090354828629643 4.4192475324962288 76.072598688770086 1.5539602655917395 5.7533594369888332 4.8497553393244734 2.3342089690268031 4.4046305753290653 6.1736122220754615 4.2879610136151305 2.2995636835694295 3.2304665893316269 2.7685546204447746 10.461036339402197 3.0730880033224812 14.454826534958558 4.7322329657617956 6.4920580815523854 3.7812679968774381 13.088171578943728 5.4975835531949988 8.0983087979257089 3.9946645516902199 3.535378731787203 2.8950835354626179 6.8991250880062571 4.6100341118872166 54.256262853741646
leaf_count=966 72 56 384 169 609 17 36 32 29 27 61 23 9 15 38 49 39 327 374 169 14 50 24 29 74 20 21 33 45 223
internal_value=0.000389891 -0.000331671 0.000152204 -0.00189567 0.000648912 -0.00110328 0.00088802 0.000422282 0.00126764 -0.000909767 0.00143599 0.0011498 0.00133039 -0.000655298 -0.00254693 0.000643598 0.000376017 -0.00131208 -7.35027e-05 -0.00199822 0.000556455 0.00154165 8.42637e-05 -0.000239981 -0.000790055 -9.89799e-05 -0.00267837 -0.00085595 -0.00218067 0.00160308
internal_weight=334.999 88.49 54.3851 10.2947 246.509 34.1049 170.436 76.5369 93.8995 6.73884 87.1607 73.0164 68.7285 8.29858 5.06812 71.6871 61.2261 32.5509 11.6041 20.9469 58.153 18.8415 39.3114 33.8139 25.7156 18.8258 6.88975 15.0445 8.14541 60.4299
internal_count=4034 2462 1519 1135 1572 943 963 466 497 56 441 369 346 62 47 434 385 926 430 496 346 86 260 236 207 112 95 98 65 284
is_linear=0
shrinkage=0.00336544


Tree=276
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 10 16 15 9 17 7 10 16 16 0 0 6 13 3 6 3 5 5 13 17 0 6 15 2 18
split_gain=0.857683 3.25623 2.69115 2.30415 3.40683 2.15501 1.73239 1.86616 2.15211 1.67617 1.56845 2.10151 1.63562 3.37734 2.18425 2.16535 3.23219 2.08854 1.85883 1.67505 1.52798 1.51598 2.54536 2.57279 3.7262 2.375 2.40455 3.31488 2.77906 1.5278
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 65.536543845950021 22.494947397000004 33.423812040500003 196.64273721640004 162.13109061465002 19.078733418100004 64.730006406800015 19.644954061550003 19.199955102150003 94.047642319350018 94.625660817400004 14.980350013450002 105.33378955095002 93.846007959550022 15.155354102400002 85.63276837105002 20.204934414350003 21.500664456800006 117.49368567500001 197.01076493205002 87.350693116400024 16.355382140900002 40.309074029200012 188.47750099235003 13.036600629150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 5 -5 6 7 -2 -9 -1 -11 -12 13 14 17 16 -16 18 -13 -19 -15 -8 23 24 -23 26 27 -24 -29 -25
right_child=3 -3 -4 4 -6 -7 21 8 -10 10 11 12 -14 20 15 -17 -18 19 -20 -21 -22 22 25 29 -26 -27 -28 28 -30 -31
leaf_value=-0.026344094518661921 5.4983669991459162e-05 -0.023236227905271967 -0.026055429472739557 0.019744712330462058 -0.0090044625481588859 -0.013189110646004101 0.010586472167362795 0.024057905448309228 0.0017907627350839479 0.015129255694353205 -0.026532573783424038 -0.028742294078413291 0.012868750673084668 -0.0071071783119918477 -0.035042108659914382 0.00039569568606291524 0.021239517666979121 0.02060019184235265 0.024849870909575526 -0.00027264367774998123 -0.033151061310201971 -0.037018292217049151 0.014583118428370597 0.0068406525006999659 -0.0035241273868140922 0.015256678951204909 0.0021237484253443604 -0.051986213490410237 -0.011290742780717155 -0.0070248364848591099
leaf_weight=1.3352317050739646 8.4825256755575555 3.6638108748011282 2.2716417416522736 9.0556464530527574 3.298761634156107 5.8840920478105536 8.3750633951276523 6.4573362767696363 4.2036782652139664 4.3872418888204257 1.6800179437850591 1.3226347491145123 6.1475393273867658 2.9700527926906934 2.2899227866437282 63.910521654761396 0.81039512716233719 7.6536283041350526 0.53250043187290419 3.1976098285522312 2.3807193115353584 3.4472541064023998 1.7477064244449128 7.516178127378228 4.481119766831398 7.3054224476218215 65.502080616541207 1.4732139685656873 2.966464823926799 12.274894036352633
leaf_count=319 83 49 279 58 29 39 55 76 21 83 239 97 27 22 105 1537 7 63 5 55 26 24 11 35 24 59 454 26 38 89
internal_value=0.000882816 -0.000806749 7.77807e-06 0.00204139 0.0120684 0.00115729 0.00178617 0.0085326 0.0152779 0.000608138 0.000978064 0.000309736 0.000804121 -6.77441e-05 0.00118255 -0.000563225 -0.0203306 0.0103894 -0.0133591 0.0144494 -0.0186949 0.000663991 -0.000114737 -0.00642932 -0.0180874 0.00210106 0.000760454 -0.0136719 -0.0247947 -0.00175905
internal_weight=257.025 104.553 100.89 152.471 12.3544 140.117 134.233 19.1435 10.661 98.618 97.2828 92.8955 91.2155 85.068 79.7172 67.0108 3.10032 12.7064 1.85514 10.8512 5.35077 115.089 106.714 27.7194 7.92837 78.9949 71.6895 6.18739 4.43968 19.7911
internal_count=4034 2913 2864 1121 87 1034 995 180 97 2585 2266 2183 1944 1917 1869 1649 112 220 102 118 48 815 760 172 48 588 529 75 64 124
is_linear=0
shrinkage=0.02422


Tree=277
num_leaves=31
num_cat=0
split_feature=9 17 9 9 15 0 6 7 6 19 16 13 9 13 5 19 9 3 4 9 5 4 2 8 9 7 16 9 0 17
split_gain=0.827018 1.18973 0.821461 1.12686 1.30274 1.04744 1.50714 3.40562 1.58629 1.48998 1.47981 1.97048 1.37887 2.52913 2.13825 1.30473 0.9841 3.20003 2.85789 2.19265 2.74188 1.80254 2.75343 3.7477 1.48799 1.3324 1.31407 1.12601 5.83414 2.07589
threshold=38.295222230400007 195.42788627465004 233.77854820110002 227.07958281845004 50.314162856800003 85.667718326750006 16.525386113000007 19.506002767000002 16.625388449550005 14.651182102100002 22.704946905950003 117.63886241405002 191.72037998490001 121.87049551135001 29.205174763300004 13.051052998800001 187.11236276785004 93.870204082750021 278.29044475435006 185.90443620030001 22.053438739150003 248.34582299520005 95.420340682600013 7.943800736700001 182.80199813410005 22.747724408400003 22.694946929300002 191.72037998490001 85.995710218650018 196.70243143610003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 7 -2 10 16 11 -8 14 -14 15 -10 18 26 19 20 21 22 24 -24 -7 -21 27 28 -18 -30
right_child=2 -3 -4 -5 -6 9 8 -9 12 -11 -12 -13 13 -15 -16 -17 17 -19 -20 25 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.025051868204847713 0.0043015392441982901 0.00929245813722911 -0.014793587832746024 0.012246294155098623 -0.017624956652588751 -0.0088552474152985994 0.0075432244949884368 -0.026957520863328685 -0.022012698681251105 0.011080160078565464 0.019687025484313784 -0.030428509634579586 -0.023528522827234975 0.004774216130417167 -0.023726756340646783 0.0085542252982640319 -0.038992754290458564 -0.027262155911952825 -0.026843422938817574 0.023552528909694392 0.017082000721997247 0.017657775435552022 -0.01002703039031911 -0.063569942448390565 0.0097511270337902745 0.00608873708443215 0.012067449933472791 0.0010129208538595268 0.0042319950562607293 -0.015915327739429379
leaf_weight=1.2938209149870084 2.9995908824494135 0.70660585924633768 1.5174871118506406 3.9142810216872013 1.7387303534196679 3.5023562742862939 2.8717273576185138 3.3349041490582749 0.69902794965309833 6.9207277446985236 2.9122939147055149 0.78943369910120953 3.5498702840413889 2.3961831480264664 1.3239598025102166 6.6693111227359623 1.9923171810805786 1.8641562992706884 1.2295917990268197 4.361675187945365 4.2391280834563068 1.7350904532358971 2.9465720505686481 0.74133238941431034 4.3865047469735146 3.6242437900509685 4.547685805708169 160.70994671981316 10.93016173772048 2.9405601171893059
leaf_count=290 38 189 77 56 48 36 94 192 132 37 11 11 100 15 129 89 16 27 248 29 24 83 115 6 22 20 36 1734 80 50
internal_value=0.000711804 -0.0129205 0.000820283 0.000915108 0.000734778 0.000865491 -0.00304418 -0.0121553 -0.000323314 0.00136254 0.00836321 -0.000644388 -0.00422406 -0.0121229 0.00117921 0.00565437 0.00104191 0.000484275 0.00485409 0.00638031 0.00217298 -0.00257476 -0.00560715 -0.0207901 0.0014906 0.0156269 0.000769851 0.000478878 -0.00493156 -3.91896e-05
internal_weight=253.389 2.00043 251.389 249.871 245.957 244.218 27.5463 6.3345 21.2118 216.672 6.57345 3.66116 14.6384 5.94605 8.6923 7.36834 209.751 182.985 26.7665 25.5369 17.551 13.3119 11.5768 3.6879 7.88886 7.98592 181.121 176.573 15.863 13.8707
internal_count=4034 479 3555 3478 3422 3374 811 230 581 2563 116 105 465 115 350 221 2526 1943 583 335 286 262 179 121 58 49 1916 1880 146 130
is_linear=0
shrinkage=0.021286


Tree=278
num_leaves=31
num_cat=0
split_feature=9 9 0 5 10 0 10 2 7 18 3 16 3 10 0 5 5 15 18 19 9 4 8 16 8 18 19 18 9 7
split_gain=4.57599 4.92258 5.37643 5.81951 4.27569 3.8871 3.20912 3.98464 3.97128 3.15108 5.16188 3.03931 3.98935 2.92115 2.73806 4.24909 2.72041 3.97163 3.3968 4.03605 2.60315 3.53012 3.24095 4.12958 2.89999 2.52913 2.18459 2.11278 2.08988 2.61954
threshold=181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 66.964115113200009 90.407470010750018 65.611820673600008 121.84632764400003 23.109894804950002 13.314799198000001 93.499196860750018 22.664946999500003 94.972471916200007 72.378669787950017 91.937202686950016 20.769304081650002 21.850554661550003 45.169600924000008 13.3584252364 14.451165964200003 66.346857137250012 158.33173836080002 7.943800736700001 21.094950670800003 5.9453602998000008 13.927976454650002 14.551174033150001 13.975517741000003 64.765169068750012 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 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 11 5 6 7 26 9 10 -9 -3 -13 20 27 25 -10 -18 -19 -20 28 -22 23 24 -23 -16 -4 -6 29 -1
right_child=1 2 4 -5 14 -7 -8 8 16 -11 -12 12 -14 -15 15 -17 17 18 19 -21 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0011325545404586373 0.0017672255881020962 -0.0038613808040514658 0.0020879894694683762 0.0022097311791394502 0.00024546190767252534 0.0026482954165004667 -0.0015733441056966974 0.0017404684470204964 -8.8300689016522973e-05 -0.0035318521885379386 -0.0023093147532698933 0.00059431452948531245 -0.0030483236744795299 -0.0032501975996215081 0.0023986173014145374 -0.0038389582334120175 0.0018146571066962709 0.0018520610036811347 -0.0045298936313379248 0.00021363451310634301 0.002087475237817792 -0.0025980243257309127 -0.0042937223275462686 0.002284460492420416 0.0023373910421789603 0.00013122805042233373 7.6383538721372921e-05 -0.0040895142162047224 0.0027815217371083248 0.0025783746042333145
leaf_weight=6.5168527066707593 27.051785927033052 5.5037141856737497 28.423730462789536 4.1343033760786048 1.8635533340275277 11.114035513252018 5.7764500305056563 6.4590065982192773 23.128557775169611 3.6176273562014094 5.9617535285651684 6.5871852943673712 5.38060113042593 3.9252196567831552 5.0910063199698916 2.5763891995884469 32.186816453933716 4.5041456744074804 2.8579288981854916 4.6280300505459309 2.900137327611449 8.469190558302218 3.6134876236319533 3.0144004290923467 1.3612096458673466 100.61346958694048 6.5416730269789687 2.7295773513615131 3.5156959076412013 2.6298716492019594
leaf_count=114 141 132 146 18 19 56 30 26 126 25 39 41 71 753 21 64 130 14 31 32 25 540 27 10 11 1285 30 31 21 25
internal_value=0.000362777 0.000490891 0.000362861 -0.00113873 0.000493641 0.000870124 0.000710858 0.000822384 0.000449313 -0.000954135 -0.000203359 -0.00193108 -0.00104338 -0.000694797 4.2692e-05 0.000143368 0.000783745 0.0012403 -0.000301537 -0.00159731 -0.000381547 -0.00110528 -0.00166788 -0.000929186 -0.00191462 0.000240431 0.00171164 -0.0023307 0.000724908 -6.5586e-05
internal_weight=332.677 296.731 269.68 21.6058 248.074 135.2 124.086 118.309 83.3439 16.0384 12.4208 17.4715 11.9678 35.9461 112.874 108.281 67.3055 44.1769 11.9901 7.48596 32.0208 19.3584 16.4583 12.8448 9.8304 105.704 34.9654 4.59313 12.6624 9.14672
internal_count=4034 2508 2367 262 2105 685 629 599 423 90 65 244 112 1526 1420 1370 333 207 77 63 773 613 588 561 551 1306 176 50 160 139
is_linear=0
shrinkage=0.00313851


Tree=279
num_leaves=31
num_cat=0
split_feature=16 15 13 2 13 4 14 17 6 18 18 7 13 6 17 4 16 15 13 15 16 9 7 10 17 15 17 10 9 9
split_gain=0.796234 2.07284 1.23693 2.5007 1.20031 1.03979 1.16891 1.69604 1.41666 2.89716 1.36367 3.80053 1.298 1.27437 1.24817 1.04772 1.03046 1.01993 3.2668 2.29576 1.59188 1.04928 1.0937 1.67834 1.25099 0.995994 0.879434 1.69199 1.43046 1.59986
threshold=18.684956306450005 34.040719645900005 111.38282034450002 54.465024697200008 109.72404167800001 393.99831167250005 285.93967426180006 207.89802496125003 13.65531905435 17.399600107550004 15.946034773700001 25.138824731100005 95.986020631400024 8.5652001245500013 236.15709471040003 286.25887787650009 18.734956189500004 29.037712645600003 107.38508310450001 27.980927088250002 17.684958644900004 206.75106037490002 24.786990758350004 75.634392583900009 171.92791459955001 17.578794472500004 212.37354083175003 65.687097501250022 226.28914430085004 219.59809404590001
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 9 15 11 17 -12 -11 -9 -8 -2 19 -19 20 21 22 23 24 -1 -25 28 -28 29 -18
right_child=16 -3 3 -5 -6 -7 8 14 -10 13 12 -13 -14 -15 -16 -17 26 18 -20 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.017115349712458452 0.014451757254437989 -0.030715983972765919 -0.15548928224233632 -0.016018163849777823 0.015474190890686489 -0.024719834795169433 0.012136769201790895 -0.023014113627637313 0.016523181154955383 -0.025026510597785899 -0.025124942307973193 -0.024340965692077617 0.0077487148044766497 0.017516061600275912 0.01478752301746908 -0.025863691741748265 0.0011491373653873744 0.027582524031183931 -0.031125909235208814 0.020451679457424023 -0.022042182105379577 -0.012746627407667814 0.014166435071832023 0.0051073987972463071 0.00568407611782272 -0.028951981784517977 0.023267968439787498 -0.00051759144894783179 0.018509946218440952 -0.012333538348798613
leaf_weight=1.5109793927404265 3.3743084818124762 1.310771127231418 0.076904572546480976 0.94341472542146221 2.5211103776236987 1.0125844284484617 0.48807935602962826 3.2240480307373214 4.4285635959822685 0.44047061851597424 0.70585341250989486 4.2000108581851228 11.3016767995432 3.3638154447544366 0.56831002456601698 2.2577507025271188 168.82729110401124 0.7313388586044306 1.8515369417145846 2.9724712044699109 1.9142916509881605 2.9260001122020176 3.5398000170243895 0.6731561465421686 11.18575468304334 1.6125583976972846 2.8919807374477378 3.8650920134969056 2.5482739992439738 5.0126005951315156
leaf_count=172 29 90 1 234 29 365 3 131 47 147 263 161 97 57 18 232 1377 2 87 18 46 32 39 24 127 94 30 29 15 38
internal_value=0.000788518 -0.00143668 -0.000841207 -0.0265305 -0.000427976 -0.00108619 -0.000686648 -0.00224313 0.00624859 -0.000698111 -0.000973605 -0.0034354 0.00581626 0.0125904 -0.0173493 -0.019109 0.00157306 -0.000399094 -0.0145027 0.000984151 -0.00149275 0.000341322 0.00240885 -0.000369028 0.00297082 -0.0189213 0.00133578 0.00966246 0.0010168 0.00076037
internal_weight=252.281 65.7613 64.4505 1.02032 63.4302 60.9091 59.8965 48.9178 10.9787 6.55012 45.1254 33.1179 12.0075 3.80429 3.79236 2.74583 186.52 28.9179 2.58288 26.335 23.3625 21.4482 18.5222 14.9824 12.6967 2.28571 183.145 6.75707 176.388 173.84
internal_count=4034 2516 2426 235 2191 2162 1797 1311 486 439 1162 802 360 204 149 235 1518 641 89 552 534 488 456 417 299 118 1489 59 1430 1415
is_linear=0
shrinkage=0.0235187


Tree=280
num_leaves=31
num_cat=0
split_feature=16 3 18 16 18 14 5 15 15 10 16 4 10 6 0 5 12 15 9 18 8 2 15 5 3 4 6 2 4 5
split_gain=3.4957 2.74282 2.44145 4.25608 2.52164 2.03062 2.96186 2.18432 1.97639 1.97298 1.90201 1.95611 1.85746 4.64016 2.66719 2.99388 3.06046 2.09801 1.78977 1.77414 1.77291 2.59901 4.44576 2.04346 1.76575 1.70222 1.68675 1.64598 2.58857 2.18982
threshold=18.594956516900002 93.499196860750018 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 23.042623356550003 32.548041893900006 30.243446395250004 63.353515844050008 18.404956961200003 393.99831167250005 66.964115113200009 15.425360411050002 90.297243227400017 21.991679690250006 248.60872946435003 28.626568391100005 189.78071820640002 13.659439901750002 8.543332867800002 103.92649527695001 37.050691080100002 20.482113285800001 103.00289635185001 376.36865522600004 16.455384477450004 90.745765132650021 198.14603809685002 20.016397659050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 2 20 4 5 7 -7 8 -4 19 11 24 14 17 15 16 -6 -14 -12 25 21 26 -23 -22 -1 -3 -2 -19 -29 -30
right_child=1 9 3 -5 12 6 -8 -9 -10 -11 18 -13 13 -15 -16 -17 -18 27 -20 -21 23 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=5.3626266500882117e-05 0.0033723929321251701 0.00016978800233599119 0.00043088882108553202 0.0035219010754057663 0.00074982027955853886 -0.0052236986010348839 -0.00011114517160551599 0.0015159540309732269 -0.0036473471802868774 0.0032338053494799126 0.0020764224009186157 -0.0037009275177704928 0.001780617182334174 -0.004586123145728537 0.0030899393208161209 0.0022351112468450207 -0.0050602572585021644 -0.002784286940924887 -0.0042245949190024903 -0.0029759134829872563 0.0020727032411413547 -0.00086574347206110059 0.0018063134632941872 -0.00013633666614311314 -0.0036233378772590479 -0.0027860254713827481 0.00040859618319885117 0.0035970072674735686 0.00028538962639952599 -0.0030159936178011807
leaf_weight=70.489613175857812 13.182260807603599 65.529432881623507 2.9580763354897517 5.1177645623683921 2.6084891557693499 2.8674651682376853 2.7537335865199566 5.2949350625276566 2.9343853816390038 2.3500237800180903 0.71357226651161854 1.8463494101306412 10.330865342169998 2.4216608405113211 7.5625014677643767 4.7513106763362885 1.9747197963297365 2.5686643598601249 2.5768965347670019 2.4715308863669625 7.3477605730295208 10.093010507524012 32.815533623099327 17.686207903549075 1.657079400261863 2.5076824696734539 2.9050177559256545 2.4565086457878378 15.278725689277055 2.9757796917110673
leaf_count=1653 105 497 14 37 13 23 17 20 30 9 42 381 51 25 42 33 31 47 156 52 33 53 129 86 230 51 12 10 103 49
internal_value=0.00040957 0.000625821 0.000885205 0.000422785 0.000195353 -0.000992711 -0.00271914 -0.000125252 -0.00160003 6.01727e-05 -0.000238886 -0.000122407 0.000572644 0.000120973 0.00153581 0.000276717 -0.00175351 0.000460122 -0.00285815 -4.56032e-05 0.00129714 0.00163028 0.00117779 0.000512042 -3.0827e-05 6.08439e-05 0.00283719 -0.000125876 0.000203831 -0.000252789
internal_weight=309.028 231.744 158.885 74.8556 69.7378 16.8086 5.6212 11.1874 5.89246 72.8587 77.2835 73.993 52.9292 36.0322 16.897 9.33452 4.58321 33.6105 3.29047 70.5086 84.0298 58.9958 42.9085 25.034 72.1467 68.0371 16.0873 23.2797 20.711 18.2545
internal_count=4034 1572 963 545 508 104 40 64 44 609 2462 2264 404 285 119 77 44 260 198 600 418 299 182 119 1883 548 117 209 162 152
is_linear=0
shrinkage=0.00352088


Tree=281
num_leaves=31
num_cat=0
split_feature=16 15 16 5 17 17 10 5 19 12 4 5 6 6 2 4 14 10 18 16 18 9 19 5 18 0 10 8 18 7
split_gain=4.45667 2.56924 2.47211 4.01995 2.82221 2.85394 2.41449 2.82777 2.35806 2.35801 2.56738 3.40608 4.45082 5.09339 2.33214 2.17402 2.85564 2.20852 3.50922 1.99239 3.05463 2.35131 1.86706 1.79779 2.35579 1.75104 2.52114 3.37702 1.74593 3.13157
threshold=18.594956516900002 46.074827201850006 15.584963555600002 11.270433591700002 236.15709471040003 205.10400128480003 60.613977009100005 28.449653740450003 14.251149826300002 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 319.18044405035005 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 15.404963976500001 15.981927061500002 219.96883426190004 14.651182102100002 30.284449345300001 11.284811422350002 81.446839061900008 71.015621515800021 8.2435668022500028 13.843998451900001 23.822419043000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 -1 5 15 7 -2 -3 10 22 12 13 -12 23 -4 25 18 -18 20 -5 -22 28 24 -9 -17 -27 -28 -8 -30
right_child=1 8 4 19 -6 -7 9 14 -10 -11 11 -13 -14 -15 -16 16 17 -19 -20 -21 21 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=-0.0037363608739802204 -0.0031293061437315658 0.0017109569926134073 -0.0045129565925892479 -0.0010503737756506831 0.0019339527248629718 -0.0039593716041317712 0.0010659598302650408 0.0028461354456353533 -0.0016261647788909433 0.0027946515384356324 -0.0036569778777972178 0.0017554677728745796 -0.0053426157191836599 0.0027862546041869198 -0.0039958674851637409 -0.0037196010591224282 -0.0052784134929411827 -0.0041355323257086431 0.0029842565435292297 0.0018198424590941756 0.0014639717507889836 -0.0026624062679404484 0.0023582928662888732 0.0023482003311873609 -0.002970936245376084 0.0029168020416100678 0.00094342145561526671 -0.0042664375032842802 -0.0014899355061024514 0.00070406969333253026
leaf_weight=3.1633404651656738 4.2196103711612514 3.6924920212477437 2.0210122885182598 17.107259070617147 3.5932885613292447 4.9300229460932306 122.48333523701876 1.4257773421704754 10.940585962031035 8.0332943163812143 2.9503893982619029 5.0450286306440821 3.2570724934339523 3.4938847310841084 1.3961552716791619 1.2585124669130916 1.0559228768106543 4.1988704104442149 1.8344476688653228 10.935032479465006 17.511848165420819 2.0068010026589027 10.981076072901486 5.4498099898919463 2.4980437820777297 4.5146781539078793 6.1410650527104718 2.2044832371175289 10.415043134242294 45.701696706935763
leaf_count=798 88 24 86 438 38 160 592 8 158 62 30 20 44 16 34 156 50 194 14 47 188 48 44 43 53 80 83 82 77 279
internal_value=0.000435407 0.000682468 -0.000289462 0.00020514 -0.00107959 -0.00146414 0.000776861 -0.00062375 -0.00078408 0.000875722 0.000800278 -0.000650977 -0.00190241 -0.000163658 0.000357929 -0.000934559 -0.000593556 -0.00246341 -3.42984e-05 0.000467294 6.34773e-05 0.00103972 0.000913162 0.00100641 -0.000857219 0.000345327 0.000743124 -0.000432767 0.00082431 0.000296871
internal_weight=324.46 241.983 82.4766 50.7243 31.7523 28.159 227.35 14.9894 14.6331 212.361 204.328 14.7464 9.70135 6.44427 10.7698 23.229 21.208 7.08924 2.89037 47.5609 36.6259 19.5186 189.581 9.37363 3.92382 14.1187 12.8602 8.34555 178.6 56.1167
internal_count=4034 1572 2462 1519 943 905 1390 226 182 1164 1102 110 90 46 138 745 659 258 64 721 674 236 992 104 61 401 245 165 948 356
is_linear=0
shrinkage=0.00361083


Tree=282
num_leaves=31
num_cat=0
split_feature=17 8 16 8 8 19 0 16 3 0 7 2 19 6 5 7 15 13 0 7 19 8 7 18 7 9 17 5 6 15
split_gain=1.03692 0.813665 1.19626 1.12623 1.75839 1.53683 1.77509 1.29531 2.02238 1.79787 2.81289 1.69492 1.73158 1.44305 1.46473 1.31905 2.83331 2.57436 1.999 1.87912 1.2935 1.24766 1.36233 2.5321 1.99425 2.61785 2.72548 2.66029 2.09277 2.60196
threshold=159.58247398035004 10.441851282850001 23.244945643200005 9.5425530862500008 8.8430989333000021 14.451165964200003 87.009258933850006 22.744946812400002 94.421337999450017 85.667718326750006 19.506002767000002 319.18044405035005 13.851117550450002 16.545386580300001 21.043187000650004 22.105125139000005 30.604459195950003 105.33378955095002 85.764502819450016 22.233191240750003 14.651182102100002 8.7431769115000026 22.721067571950005 12.971888692100002 23.109894804950002 195.94564826430005 188.19076296340003 23.195398057700004 15.255356438950001 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 7 -6 -7 9 -9 10 11 12 -2 -12 -15 16 17 18 -11 -17 -16 22 23 -21 25 26 -24 -28 29 -26
right_child=1 -3 -4 -5 5 6 -8 8 -10 15 13 -13 -14 14 20 19 -18 -19 -20 21 -22 -23 24 -25 28 -27 27 -29 -30 -31
leaf_value=-0.027599121468399889 0.013983579007937659 0.017739129181014772 -0.016396540364441711 0.015188343300299625 -0.00064994800877338297 -0.031269998631522439 0.00070227357469618485 0.024152220413093117 -0.00026540527645399709 0.030719983371353253 -0.031477874767013705 -0.027441705890107287 -0.019214605230422208 0.032049846414783575 -0.021308479165230657 0.019888884418786723 -0.044932303003140064 0.023452426470231359 -0.029679425501915012 -0.0080329720507455772 0.027334343658011469 0.011051241194390266 -0.021833805069999459 0.012128391303388622 1.2404534214521808e-05 -0.026315780327873739 0.0078714242497577407 -0.017691156812204845 0.0050899890726007089 -0.019194713171706634
leaf_weight=0.8151355953887095 5.3236859199823794 1.8638704824261356 2.5383706614375106 3.5956916331779203 6.2172528952360135 3.0879038432613015 1.7490162998437879 4.0221742019057256 4.7648721821606159 0.43572020530700672 3.3126089076977223 1.0205216067843137 1.2468603953020645 0.49958673119545016 2.6296559822512795 3.6669129072688511 1.2155843507498501 1.6530434787273405 1.8412231133843304 5.3157925643026855 0.40575349330902089 8.5495478212833387 3.8584665971575367 16.249907931196503 83.635887107811868 3.6458852831274262 11.542820459872017 3.3856003489345303 60.544340907363221 4.7951525193639091
leaf_count=262 121 17 29 43 50 45 12 19 38 1 155 36 54 1 195 26 13 18 126 29 2 46 36 139 1878 30 69 25 411 108
internal_value=0.000954778 0.00104692 0.00092284 0.00109996 0.000892869 -0.00898949 -0.0197089 0.00136059 0.0109115 0.000987217 -0.00766856 0.00296156 0.00768372 -0.0194528 -0.00818425 0.0015814 -0.0110993 -0.000634416 -0.0181213 0.00189939 -0.0148062 0.00157206 0.00115209 0.00715876 0.000396363 -0.00665215 -0.00283611 0.00207411 0.00145773 -0.0010291
internal_weight=253.429 252.614 250.75 248.211 244.616 11.0542 4.83692 233.562 8.78705 224.775 14.4387 7.59107 6.57055 6.84761 3.535 210.336 5.14557 3.92999 2.27694 205.19 3.03541 201.523 192.974 21.5657 171.408 22.4328 18.7869 14.9284 148.975 88.431
internal_count=4034 3772 3755 3726 3683 107 57 3576 57 3519 564 211 175 353 198 2955 158 145 127 2797 197 2771 2725 168 2557 160 130 94 2397 1986
is_linear=0
shrinkage=0.0253575


Tree=283
num_leaves=31
num_cat=0
split_feature=16 5 6 3 6 13 16 18 10 10 0 0 15 13 6 2 13 3 2 16 18 15 8 9 5 0 12 17 13 17
split_gain=4.9231 3.20231 3.57025 3.5236 2.45547 2.50634 2.97379 2.95269 3.13208 2.35332 6.38164 4.20691 2.78229 2.52578 2.53219 5.18027 4.48266 2.60379 3.42507 2.78913 3.50794 2.53837 2.32882 2.12771 2.91311 2.11936 2.03429 2.60758 2.01371 3.65613
threshold=18.594956516900002 23.626838821450004 16.405383309150004 93.281431752200021 15.51536251395 95.862351557400004 15.584963555600002 18.273715221050001 71.015621515800021 66.964115113200009 91.937202686950016 90.407470010750018 36.207782793200003 113.97180552410002 16.455384477450004 198.51835910855002 117.64961624655002 93.499196860750018 131.42729508740004 22.604947139800004 13.843998451900001 42.713473568600008 8.2435668022500028 38.295222230400007 19.234448447350001 102.70985441565001 151.46967002190004 236.15709471040003 117.55283175385001 199.03437346465003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 9 -3 -4 5 -1 25 8 23 11 -11 13 -12 -2 17 21 -17 18 -15 20 -20 -16 26 -8 -25 -7 -10 -28 29 -21
right_child=1 2 3 -5 -6 6 7 -9 22 10 12 -13 -14 14 15 16 -18 -19 19 28 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0018850544433604666 -0.00081745009417300853 -0.0020675378165472833 0.0019902808158630096 -0.00015817927554082685 -0.002119762278022937 0.00056001045368529148 -0.0030705197874229344 0.002772993035143279 7.3988616320694767e-05 -0.0024380358253247598 0.00068380631951328347 0.0023169760707025698 -0.0017060047995654003 0.0022587607493500549 0.00043939290443624772 -0.0036989871532623728 0.00097689331230680753 5.8389102760628775e-05 0.00094993695226731282 -0.00085926364553650736 -0.0015612151042859069 0.0021790630142975559 -0.0027792958289136862 0.0018350768059724929 -0.0018574568796792664 -0.0017115865293294669 -0.0028783797372829135 0.0011269022861287246 0.002421348070537844 0.001898622401068961
leaf_weight=4.828029465978033 6.877386547625064 5.2974801585078231 5.8067986071109763 33.506127912551165 4.1388506721705189 42.239404910709709 0.97696135612205193 1.5628203898668278 7.3306100289337355 5.4363288208842269 39.205497634597123 11.085169419646261 3.4351434921845785 17.841310277581215 50.833433791995049 3.5141365453600875 2.1379139646887779 12.650825290009378 10.682750687003137 4.9933999180793789 5.4448536187410346 6.0890381373465052 5.6051424238830796 5.6235403353348374 1.8378549807239322 2.8419398036785415 4.4880529011134058 1.3771826578304169 9.0107600912451726 8.2910551428794843
leaf_count=972 36 71 21 378 353 389 26 13 116 53 243 54 47 122 225 44 8 70 41 22 39 20 164 30 130 72 184 13 37 41
internal_value=0.000327588 0.000510903 -0.000105257 0.000159164 -0.000208167 -0.000107651 8.49645e-06 -0.000630596 -0.000825872 0.000650057 0.000160048 0.000807688 0.000491282 0.000686772 0.000765448 0.000394634 -0.00193031 0.00110215 0.00133683 0.000908743 0.000102145 0.000625487 -0.00140431 0.0004629 0.00092555 0.000416808 -0.000820257 -0.00193792 0.00149221 0.00086198
internal_weight=324.99 242.139 44.6104 39.3129 82.8504 78.7115 73.8835 28.8022 27.2393 197.529 48.077 149.452 42.6406 138.367 131.489 62.5745 5.65205 68.915 56.2641 38.4228 16.1276 56.9225 18.801 8.43836 7.4614 45.0813 13.1958 5.86524 22.2952 13.2845
internal_count=4034 1572 470 399 2462 2109 1137 676 663 1102 343 759 290 705 669 297 52 372 302 180 80 245 477 186 160 461 313 197 100 63
is_linear=0
shrinkage=0.00254622


Tree=284
num_leaves=31
num_cat=0
split_feature=9 9 0 5 0 3 16 18 2 8 10 4 6 2 10 3 7 2 7 17 2 15 16 18 7 18 0 2 7 13
split_gain=0.81982 1.84557 1.72102 2.91741 1.58945 1.91006 2.1439 1.7038 1.39078 1.59188 1.52223 1.28177 1.30052 1.07991 1.89893 1.78484 1.58443 1.79426 1.25565 1.03327 1.80067 2.06267 1.02278 2.56084 1.65116 1.30347 2.68912 2.12486 3.08001 3.29731
threshold=181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 85.624702996650015 94.972471916200007 22.664946999500003 11.097901831250002 56.478612905150008 7.943800736700001 71.365121072750014 377.6847677435 17.475408310100004 111.23922738415001 55.513971935650012 112.77544165605001 19.078733418100004 154.94328103605002 23.9417051038 192.94032447935004 121.36426933400001 36.124429763000009 22.654947022900004 13.531614672700002 23.085048345000001 13.843998451900001 86.692020874450009 132.99388411665004 22.977992916200005 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 19 3 4 5 6 -3 -7 -1 10 11 12 13 15 -15 -10 -16 -18 -19 20 21 -2 25 24 -24 27 -27 -4 29 -29
right_child=1 2 22 -5 -6 7 -8 -9 9 -11 -12 -13 -14 14 16 -17 17 18 -20 -21 -22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=0.015428289399284338 0.011412503930014218 -0.026742641134603912 0.0078069025262071448 0.013144542938041669 -0.028530045876889471 0.015816358650983863 0.0091487832486448588 -0.026702526210892016 -0.026199561983476203 -0.018296345378597173 -0.023652330155612192 -0.024651408634587535 -0.025672292904315927 -0.024841947403381387 0.022110265138090154 0.027794896946041498 0.0090533959979316337 -0.028354760998684326 0.024441070311365755 0.018119138860540847 0.015215848204227271 -0.010695005303015632 0.0082412935507472571 0.016741792610711737 -0.0099428189001567018 -0.030316429818301644 -0.00045082726098304556 -0.032419427955898035 0.0024858142109216237 0.00053795670733323075
leaf_weight=1.9216957893222595 3.9420071151107567 1.1286041159182767 29.696584984660149 3.0206760065630069 2.5014285515062502 0.59141366183757815 4.0542548748198897 3.2321723450440913 1.3327241055667443 3.9080046750605097 1.5602041917736631 1.0247153756790783 0.84644785674754608 0.95354628888890047 3.3839498274028283 0.42939504981040943 5.7339651451911777 1.2949386819673234 0.29304003930883471 4.253605861158575 5.8631842357572159 5.1815079674124718 5.2964892666786927 7.4899735711514941 5.2991162016987801 1.6237179599702347 106.3266351261409 3.025579002685844 33.403953734785318 3.4426483623683453
leaf_count=17 23 61 200 18 49 3 31 100 145 31 762 69 157 44 26 1 144 125 5 50 38 30 25 56 30 24 1569 29 156 16
internal_value=0.000859921 0.00127298 0.000647836 -0.00700028 -0.0122881 -0.00777704 0.00133317 -0.0201259 -0.0033171 -0.00505223 -0.00198106 0.000229896 0.00201685 0.0037631 0.00630292 -0.0130421 0.00907691 0.00305334 -0.018612 0.00810054 0.00525701 -0.00114299 0.0012159 0.00643371 -0.000853017 0.000684312 -0.000900046 0.00314277 -0.000331046 -0.0148782
internal_weight=252.056 229.374 210.133 14.5285 11.5079 9.00644 5.18286 3.82359 22.6826 20.7609 16.8529 15.2927 14.268 13.4216 11.6594 1.76212 10.7059 7.32194 1.58798 19.2403 14.9867 9.12352 195.605 18.0856 10.5956 177.519 107.95 69.5688 39.8722 6.46823
internal_count=4034 2508 2367 262 244 195 92 103 1526 1509 1478 716 647 490 344 146 300 274 130 141 91 53 2105 111 55 1994 1593 401 201 45
is_linear=0
shrinkage=0.0230319


Tree=285
num_leaves=31
num_cat=0
split_feature=16 15 5 5 13 4 6 10 18 12 4 5 6 6 5 6 16 9 2 17 17 9 17 9 0 16 17 9 2 5
split_gain=3.70075 2.68634 2.60794 2.33339 2.32562 2.24569 2.02695 1.81726 3.05427 2.557 2.8723 3.33791 4.02541 4.62532 2.39494 1.77368 1.77287 2.73945 1.75249 1.53877 1.50528 2.47074 2.17629 2.30439 3.37112 3.98458 2.30575 2.28533 3.09584 5.09925
threshold=18.594956516900002 46.074827201850006 24.367802910700004 24.458659404000002 117.56896250265002 393.99831167250005 15.51536251395 60.613977009100005 11.862896247150001 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 30.284449345300001 5.1651206822000004 18.404956961200003 189.78071820640002 258.06114663960005 162.13109061465002 179.56144807225004 179.18874144770004 183.49170501290004 188.63457064660003 85.732241321850012 22.744946812400002 188.19076296340003 192.39832633775004 146.27443143485002 20.120233242600005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 7 -3 -4 -5 6 15 8 -2 10 20 12 13 -12 -10 -1 19 -18 -6 -17 -9 -22 -23 26 25 -25 -24 28 29 -26
right_child=1 2 3 4 18 -7 -8 9 14 -11 11 -13 -14 -15 -16 16 17 -19 -20 -21 21 22 23 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0033170037536253772 0.00096437107345980833 -0.0041365299486345979 0.0034104785174337714 -0.0031854642644169621 -0.0018679551927185747 -0.0034328301027326071 -0.0025333882954080024 0.0022805468999595865 -0.0037548755492443852 0.0025208839297801732 -0.0034754254551207964 0.0014285553642687111 -0.0047754447450208057 0.0023218343675287891 0.00019870154102804847 -0.0034921921735635653 0.0037090380815045592 -0.0039539732263288727 0.0014014359060747 0.00021052853201589339 -0.00167984605167431 -0.0010441222538542841 0.00054476587244889417 -0.0040497408943120363 -0.0027298364065628427 0.0015649571024863498 0.0025382341421433473 0.00093520553923724236 -0.0028195042613497977 0.0020112994041697179
leaf_weight=1.6970084155909706 7.350100336596368 2.1093199341557911 1.6182273728772987 3.0230704266577941 2.7438449785113335 2.2576725255930787 3.5847963381092987 6.6940257735550395 3.8143068226054311 8.1147959493100625 2.6473759431391937 4.8275561034679404 3.3084717653691769 3.2211799398064613 2.8092701211571693 1.2056099581532169 0.61888372898101751 2.4133865148760378 4.690152601338923 69.477279943646863 4.4497703574597827 6.6924257576465598 10.189656823873522 3.3279560026712707 3.5257456284016353 2.227985680103302 15.362742934376 119.41936036944389 4.0925924293696871 7.4698498994112015
leaf_count=408 83 40 17 59 36 383 344 35 111 62 30 20 44 16 32 176 2 128 30 1021 35 36 46 48 36 8 74 623 23 28
internal_value=0.000359942 0.000567609 -0.000802887 -0.000220565 -0.000782467 -0.000237416 -0.000146093 0.000656156 -0.000477742 0.000733232 0.000659766 -0.000758659 -0.00190924 -0.000293379 -0.00207804 -3.26109e-05 4.29996e-05 -0.00238996 0.000194723 0.000147373 0.000768047 0.000710767 0.000772504 0.000845912 0.0006822 -0.00179819 0.00174329 0.000784655 -0.00040692 0.000491051
internal_weight=314.984 233.73 14.1846 12.0753 10.4571 81.2546 78.997 219.545 13.9737 205.571 197.457 14.0046 9.17703 5.86856 6.62358 75.4122 73.7152 3.03227 7.434 70.6829 183.452 176.758 172.308 165.616 140.063 5.55594 25.5524 134.508 15.0882 10.9956
internal_count=4034 1572 182 142 125 2462 2079 1390 226 1164 1102 110 90 46 143 1735 1327 130 66 1197 992 957 922 886 766 56 120 710 87 64
is_linear=0
shrinkage=0.00324939


Tree=286
num_leaves=31
num_cat=0
split_feature=0 17 3 13 15 10 5 7 7 5 2 12 18 2 10 16 7 7 2 7 17 6 10 9 2 7 8 5 0 5
split_gain=0.810217 1.56394 0.735837 1.1136 0.743186 1.02919 0.869746 1.69457 2.31576 1.59842 1.52623 1.21311 1.08063 1.05885 3.11473 1.85295 2.35433 2.55856 1.84563 1.67902 1.51538 1.31726 1.29959 3.06309 2.08902 2.00794 1.83741 1.54275 2.2078 1.49763
threshold=103.33357670195001 241.79519611995002 108.47659710545001 120.87576600310001 50.314162856800003 61.778079379550007 25.767562150000003 21.725272673150005 20.752538901500003 24.453399453300005 319.18044405035005 283.37952236595009 12.348791801350002 49.864842700850012 61.622148808000013 22.724946859200003 22.105125139000005 20.861906850000004 54.465024697200008 22.181995028450004 172.24349499320002 17.755414852450006 61.977025281250008 195.41812862360004 199.66651340635002 22.721067571950005 8.2435668022500028 12.290720980000001 85.764502819450016 24.279163357700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 6 -6 9 8 10 13 12 -11 -8 -1 -15 16 17 20 -18 -20 -16 22 23 26 -25 -24 -21 -27 -29 -30
right_child=1 -3 3 -5 5 -7 7 -9 -10 11 -12 -13 -14 14 15 -17 18 -19 19 21 -22 -23 25 24 -26 27 -28 28 29 -31
leaf_value=0.012480736222008192 -0.026612386050010622 0.009832729305303347 -0.027405077890172266 0.01709061644551213 0.010352570000696495 -0.029380289421134013 0.015931502872958796 0.022156764575438349 -0.033586665976018795 -0.022918897813255731 -0.027999964840837655 0.00010349214232888834 -0.013039869843028832 -0.02856632293408844 -0.027036289438558746 0.016436954807165682 -0.029755492822979426 -0.031187725760266877 0.020764311006356121 -0.00043403818287681789 0.023881623994834431 -0.018102848331039464 0.010115986652122074 0.012365131821618386 -0.010400357693028727 -0.02508613987393039 -0.025463114898251486 -0.030471073988699707 0.0015364598927878341 0.021222849990311841
leaf_weight=5.6790061909705392 1.9676294236560345 1.3416751795448361 1.369040356192271 0.52805629838258017 0.69422608613967796 1.2141399332322178 5.2375843151821737 3.9569226866587988 1.107784620427992 3.2674962278688318 0.75765282911015663 2.9511655981186777 1.0465652084676547 2.3723124646930946 0.58087860210798581 5.4285118803381911 1.2753494326025236 3.0923327176133171 3.0682015109341583 3.1093896776437777 1.2441838645609093 2.3279374353587619 19.801259276806377 7.434691518545149 4.3163190390914679 1.484150121512356 5.5056924149394035 1.4431502297520626 153.9184818409849 2.6633897498249999
leaf_count=35 864 69 172 14 5 45 72 31 36 119 28 29 120 55 70 28 13 165 20 14 13 19 163 30 28 134 41 52 1541 9
internal_value=0.000957103 -0.0118366 0.0011286 -0.0150197 0.00125365 -0.0149263 0.00138068 0.00818131 0.00139571 0.00102421 0.00689898 -0.0119933 0.0111066 0.0013844 0.00109674 0.00142149 0.00103566 -0.0167639 0.00145983 0.00165396 0.00767553 0.0013637 0.00159065 -0.00464016 0.00400303 0.00229835 -0.0164295 0.00132788 0.00157595 0.00187132
internal_weight=250.185 3.3093 246.876 1.8971 244.979 1.90837 243.07 12.1065 8.14959 230.964 7.0418 6.21866 6.28415 224.745 219.066 216.694 211.265 4.9174 206.348 205.073 1.82506 202.004 199.677 20.3661 11.751 179.31 8.61508 159.509 158.025 156.582
internal_count=4034 933 3101 186 2915 50 2865 287 256 2578 220 148 192 2430 2395 2340 2312 248 2064 2051 83 2031 2012 113 58 1899 55 1736 1602 1550
is_linear=0
shrinkage=0.0260289


Tree=287
num_leaves=31
num_cat=0
split_feature=16 15 16 0 6 16 13 9 18 4 14 6 13 16 6 4 6 4 15 3 2 5 16 0 15 16 3 0 13 13
split_gain=3.87429 2.47631 2.94114 3.81049 2.65329 2.21711 3.66022 3.53214 2.50281 2.02975 2.35315 1.96111 4.02304 4.61464 4.23089 2.85589 3.09817 2.72074 3.44844 2.62649 2.43578 2.63662 2.41561 3.691 2.35548 2.32898 2.17496 3.06642 2.49642 2.63092
threshold=18.594956516900002 45.169600924000008 22.824946625350005 85.791387400750025 16.415383542800004 15.584963555600002 98.050756475600011 209.21153814325001 18.273715221050001 290.29001804785008 171.16849715720005 16.455384477450004 112.64908412395 19.974953289850003 14.695343354350003 401.56478351400006 15.035351298550003 285.22127102665007 41.492094664050008 93.499196860750018 131.42729508740004 19.749058312400006 22.624947093000003 89.705782438650019 36.207782793200003 22.614947116400003 90.525762168450015 87.278104746850019 115.68166489510001 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=5 11 3 -3 -5 6 7 -1 9 10 -7 12 13 24 -15 16 -14 26 -19 20 21 -18 23 -22 -2 -21 -13 28 -28 -30
right_child=1 2 -4 4 -6 8 -8 -9 -10 -11 -12 17 15 14 -16 -17 19 18 -20 25 22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0035805513095290005 0.0008294750750076818 -0.0040065006522387783 0.0026846269508062934 -0.0022165677427743876 0.00075631513118111201 -0.0036110700060848974 0.00061602094140610888 0.00052415848182841142 0.0032636618123393821 -0.0034849324537445147 -0.00046097750012848355 -0.0023877414617603848 -0.0014942286018185633 0.001369204861281855 -0.0043732486627681075 0.0035918843077295502 0.00041982823205757532 -0.002713988187078833 0.00069488834511179304 0.0015210813738787078 -0.00044604199335887909 0.0030715254408530267 0.0022244680839466876 0.0026798662266854308 -0.0022494630107733906 -0.0013444792868083449 -0.0023144201188993285 0.0030120716051256148 0.0034462547337909088 0.00044870569184140901
leaf_weight=5.2282249165000376 37.920844200067222 3.7664603525772753 2.9204741530120364 5.1020153835415831 10.476549617946146 3.096148151438693 40.73019739985466 4.4227670477703214 1.5051583740860213 3.8727622551377854 21.744236226426437 2.7308167889714232 4.4987055473029605 2.2046157680451861 4.3789256401360035 6.3205711990594855 5.4758936539292362 7.0865661394782347 6.5047274734824896 6.1744887027889472 15.674716427922251 19.713852491229773 13.815187759697436 5.9581134468317023 3.0696241417899719 6.8241307493299246 3.4816700834780923 5.9272513538599005 3.5653973892331114 54.482694782782346
leaf_count=966 236 106 13 58 45 116 384 169 17 207 603 20 22 10 50 44 28 105 30 34 72 132 59 22 43 43 31 22 13 334
internal_value=0.000378865 0.000595753 -0.00047766 -0.000955063 -0.000217311 -0.000261776 0.000172464 -0.00169948 -0.00098576 -0.00120852 -0.00085361 0.000706499 0.000963214 0.000176942 -0.00245029 0.00140612 0.00122931 0.000301936 -0.00108252 0.0013957 0.00169131 0.00249508 0.00112014 0.000414896 0.000598905 1.66939e-05 0.000570024 0.000689761 0.00046605 0.000632819
internal_weight=318.674 238.074 22.2655 19.345 15.5786 80.5995 50.3812 9.65099 30.2183 28.7131 24.8404 215.809 132.03 47.574 6.58354 84.4557 78.1351 83.7791 13.5913 73.6364 60.6378 25.1897 35.448 21.6328 40.9905 12.9986 70.1878 67.457 61.5298 58.0481
internal_count=4034 1572 222 209 103 2462 1519 1135 943 926 719 1350 795 339 60 456 412 555 135 390 313 160 153 94 279 77 420 400 378 347
is_linear=0
shrinkage=0.00338066


Tree=288
num_leaves=31
num_cat=0
split_feature=16 16 2 5 6 2 13 15 16 16 17 3 13 0 13 2 16 2 13 17 5 5 0 3 6 15 7 0 5 2
split_gain=3.27366 4.09825 3.81716 2.84996 2.71743 3.94194 4.7581 2.45087 2.44337 2.78065 2.22968 1.94086 2.6187 2.48425 2.38539 2.98137 2.27361 2.5865 2.32417 3.15879 1.91438 3.9157 2.15189 3.3092 3.11861 2.43973 2.17779 1.95523 2.4169 2.21545
threshold=20.404952284350003 19.974953289850003 322.38159739250005 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 42.713473568600008 19.644954061550003 19.334954786500003 162.13109061465002 93.499196860750018 112.64908412395 90.297243227400017 114.02557468670001 131.42729508740004 22.604947139800004 222.71270326640004 117.55283175385001 199.03437346465003 26.429668882900003 20.769304081650002 94.047642319350018 83.538459487450012 14.745344522600002 26.912781836550003 24.620444916200004 97.878695155250014 14.050239455300002 200.74412770730004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 11 7 -7 -6 9 10 -1 12 -2 14 -14 -16 17 -17 19 -18 21 22 25 27 -25 -12 -26 -24 -29 -30
right_child=3 -3 -4 -5 5 6 -8 -9 -10 -11 20 -13 13 -15 15 16 18 -19 -20 -21 -22 -23 23 24 26 -27 -28 28 29 -31
leaf_value=-0.0041732290783491289 -0.0019182280581777531 -0.0037834265088439057 -0.0042116938456010543 -0.0002716814991790275 0.00041532379613808883 -0.0054359242513737412 0.0017850791029939219 0.0031494674053383753 0.0023324458024668805 -0.0038819517745544568 -0.0017998097792739827 -1.159854623211892e-05 -0.0010803116283209394 0.0034331533694666404 0.0031807543315220729 0.00091165668236281247 -0.0015150148030178723 -0.0028282547656189 0.0035400553017715048 0.0025373391963402583 0.0021712556512766545 -0.0035123207794824922 0.0010502946247705675 -0.0032879498315692922 0.0021703710662578347 0.0023789285006280696 -0.0023442818783637352 0.00063416624145264111 -0.0020729384526884157 0.0015076308513744068
leaf_weight=1.7537220806698304 2.8464720342308274 4.2322146734222761 3.0084569658501996 32.615545199718326 48.357352073304355 3.5243064388632765 2.1868840977549553 5.3888752833008757 7.2842095606029025 2.6192932128906241 2.5228864114615126 11.514711823314427 4.8310128077864638 11.988068591803311 15.018715962767599 10.854425221681593 4.8268409594893473 3.6559097915887824 8.2080451250076276 6.9274933561682701 6.8104685663711271 4.331352404667995 31.285868643550202 7.9915484116645512 3.8092803135514259 11.416273264214395 2.7002902468666434 19.88396458956413 12.981655343901368 3.1820106796221799
leaf_count=319 23 49 279 342 232 45 8 20 30 42 74 70 26 61 120 45 22 31 37 39 183 240 175 293 14 62 28 867 211 47
internal_value=0.000408508 -6.3347e-05 6.61481e-05 0.000752169 0.000990474 0.000366682 -0.00267091 0.000689463 0.000174686 3.34539e-05 0.000127828 0.00145023 0.00169362 0.00184867 0.001499 0.00175077 0.00112777 -3.0622e-05 0.00196979 0.000873266 0.000198378 6.41568e-05 0.000225902 -1.20029e-05 -0.00167839 0.00162261 0.00029761 0.000346874 -0.000263627 -0.00136806
internal_weight=298.558 125.813 121.581 172.745 140.129 59.4574 5.71119 53.7462 118.573 111.289 108.669 80.6717 69.157 66.3105 54.3224 49.4914 34.4727 14.5103 19.9624 11.7543 106.916 100.105 95.7738 81.8346 14.5011 13.9392 6.50957 67.3335 36.0476 16.1637
internal_count=4034 2913 2864 1121 779 305 53 252 2585 2555 2513 474 404 381 320 294 174 76 98 61 2194 2011 1771 1635 335 136 42 1300 1125 258
is_linear=0
shrinkage=0.00384563


Tree=289
num_leaves=31
num_cat=0
split_feature=6 3 16 13 0 13 16 5 4 16 16 0 13 3 19 17 3 7 13 8 15 4 17 18 18 2 9 18 13 10
split_gain=0.928586 0.687307 1.02502 0.722075 3.7663 3.6576 2.63149 3.50982 1.49161 1.41275 2.99566 1.91186 2.10165 2.00022 2.35164 1.93721 1.40038 1.37236 1.30142 1.38976 1.25759 1.17189 2.40652 3.10834 4.83772 3.89893 3.10636 2.03351 2.03278 2.34679
threshold=5.1651206822000004 108.47659710545001 21.094950670800003 112.64908412395 90.407470010750018 113.82394032690001 19.974953289850003 17.679107616400003 413.23545157840005 19.644954061550003 19.199955102150003 94.047642319350018 105.33378955095002 84.812788641250009 12.851036860900001 173.37301781405003 85.63276837105002 24.991601945450004 108.08408221840001 8.4434108459500017 26.583493790300004 244.52697497700004 188.64489188380003 13.043896815850003 13.192618516750001 147.36057300110005 195.30595290385003 12.993189857450002 116.19247193985002 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 6 5 -5 8 -8 9 10 11 12 -2 -13 -15 18 -12 -17 -14 -20 -16 22 23 27 25 -25 -24 -7 29 -23
right_child=1 2 -4 4 -6 21 7 -9 -10 -11 16 13 15 14 20 17 -18 -19 19 -21 -22 28 26 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.023106089442452838 -0.014317528699716612 -0.023708059269417658 0.014545452771584344 -0.028959861846539918 0.017152259678848938 -0.00073234593022556988 0.0092940440855064227 -0.028224770560645093 -0.024468366319890317 0.011418527684838531 -0.0063625983618226965 0.00055883053888277127 0.012832197268031314 0.019834911425950896 0.014962685536369964 0.022701332060564836 -0.029992356045137353 0.0023976492812257037 -0.037390901585045988 0.0035399895220923822 -0.029565859240368517 6.0596859769310793e-05 0.013016302877563699 -0.043178312714037034 0.025103789354531825 0.0039097032502036014 -0.00014920856459092792 0.015260689857298329 0.00059740118377564304 -0.032006063528684951
leaf_weight=0.83607076574116845 1.7845687948574767 1.3054711289005343 0.50581999868154515 2.0602248337818301 8.1658859178423864 22.135523216566074 1.9732080027461041 3.7905677128583193 1.2293198907864269 6.1234702263027421 3.0456880619749418 63.766236922994722 1.4386699261376628 0.77055793214822088 0.37268464267253909 6.7874151283176598 2.2842890024185181 2.3264949396252632 0.84761830850038655 0.87994221597909927 2.8888901099562645 2.55400609812932 22.535471697337925 2.8521339083090416 1.1301729306578634 1.347593806684017 15.91427631722763 5.0890780810732386 61.759961413335986 2.220561197027564
leaf_count=659 108 183 3 30 56 215 8 51 118 27 22 1135 91 21 4 77 26 25 62 6 160 22 182 81 5 7 86 29 516 19
internal_value=0.000896382 0.000976689 -0.0130254 0.00107892 0.00209302 0.00121212 -0.000414922 -0.0153803 0.000497411 0.000826301 8.24212e-05 0.00116141 0.00881596 -0.000426525 -0.0160094 0.0121778 -0.0164897 0.0175184 -0.00319526 -0.0165425 -0.0244778 0.00166407 0.00370254 -0.000861879 -0.0167939 -0.0280689 0.00756712 0.00225722 -0.000511331 -0.014853
internal_weight=250.722 249.886 1.81129 248.075 147.765 139.599 100.31 5.76378 94.5458 93.3165 87.1931 81.8631 14.0647 67.7984 4.03213 12.2801 5.32998 9.11391 3.16623 1.72756 3.26157 137.539 71.0042 32.5545 5.3299 4.19973 38.4497 27.2246 66.5345 4.77457
internal_count=4034 3375 186 3189 1248 1192 1941 59 1882 1764 1737 1689 369 1320 185 261 48 102 159 68 164 1162 605 337 93 88 268 244 557 41
is_linear=0
shrinkage=0.0228135


Tree=290
num_leaves=31
num_cat=0
split_feature=0 17 15 2 10 2 16 18 7 16 8 17 5 19 4 19 5 15 15 6 5 17 16 5 9 13 18 5 0 4
split_gain=0.733508 1.46055 0.663746 1.51217 1.12432 1.81052 0.827302 2.47523 3.1644 1.91497 3.18525 1.5908 1.57284 3.00124 1.54588 2.16311 2.02386 3.54478 2.71064 2.36171 2.31813 3.01267 2.8205 4.17272 1.96552 1.98341 1.91913 2.2224 2.99715 2.24611
threshold=103.33357670195001 241.79519611995002 46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 22.624947093000003 13.820816557100002 23.626037400350004 22.614947116400003 8.4434108459500017 187.51563899930002 21.566902724800006 14.451165964200003 240.69197607740003 14.651182102100002 20.305669781650003 31.385732506450001 31.025894238900005 16.325381439950004 20.911722254300006 197.20536406400001 20.784951395750003 22.127107789600004 199.17419511990002 114.05514772615001 15.504699510200002 23.195398057700004 86.20003303655001 305.06590732205007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 -4 -5 -6 9 8 11 14 -11 -8 13 -13 16 26 17 18 19 -1 -18 22 23 -22 25 -19 27 28 -16 -30
right_child=1 -3 3 4 5 -7 7 -9 -10 10 -12 12 -14 -15 15 -17 20 24 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0027304913036927713 -0.025009267345620534 0.0084611048610397817 -0.020468335060144775 0.01267155502222782 0.014024464154348498 -0.027533012690679624 -0.0024063695927999929 0.01726952853191777 -0.019722437842402463 0.0029648338523382578 -0.028983117634408348 -0.019248922872356054 0.010996363646572419 0.0083930268680816496 -0.037608888953415021 0.017075045431556805 0.020375638229269851 -0.034356068685163041 0.025947001357198178 -0.02231268198096531 -0.061512954951630533 -0.022504074997874001 0.01157829296784125 0.0003604571142962875 -0.0018948194151241257 -0.0028618305188442051 0.0035296981315138831 0.0031656344676738481 -0.0037011887559288601 -0.02001907001360247
leaf_weight=52.336956680577714 1.8382901256263715 1.3609101790934799 2.7878455887548608 2.7532899044454098 1.0946420729160311 1.4775519642280412 16.944119481369853 7.172786306589841 3.7587263518944374 4.0946647645905605 3.4480410367250443 3.4979654699563998 20.005767215043306 7.2163402810692787 2.0506140263169064 3.44000544771552 7.0302032670006147 3.3910851227119547 2.9000043310225001 2.3605431951582423 0.77165813767351821 2.2594790682196608 18.320085124112666 4.278800503409002 5.1269880435429513 1.8557239323854444 19.75171476486139 12.562333554495124 24.730037816916596 6.3608814405743024
leaf_count=602 864 69 67 18 6 45 124 63 36 32 33 22 108 48 20 17 52 56 18 25 17 15 142 430 88 13 277 214 286 227
internal_value=0.000879454 -0.0107713 0.00103235 -0.00585503 0.00179491 -0.0098475 0.00126947 0.00379194 0.001912 0.000434733 -0.0116397 0.00361806 0.00694092 -0.000631411 0.000971957 -0.0018545 0.00290704 0.000499507 0.00287308 0.00164972 0.00791752 0.00450032 0.00711112 -0.00909316 -0.012679 -0.023217 -0.00284934 -0.00560616 -0.00893111 -0.00703966
internal_weight=246.978 3.1992 243.779 8.11333 5.32548 2.57219 235.666 58.5957 51.4229 177.07 7.54271 47.6642 30.7201 10.7143 169.527 68.8956 100.632 67.9713 57.5975 54.6975 32.6602 25.63 23.3705 5.05046 10.3738 5.24681 65.4556 45.7039 33.1415 31.0909
internal_count=4034 933 3101 136 69 51 2965 401 338 2564 65 302 178 70 2499 1041 1458 802 645 627 656 604 589 447 157 69 1024 747 533 513
is_linear=0
shrinkage=0.0244908


Tree=291
num_leaves=31
num_cat=0
split_feature=16 3 10 16 0 5 10 8 7 7 18 16 5 15 4 15 2 3 17 16 6 9 5 6 5 3 0 8 6 13
split_gain=4.17618 3.00354 2.50532 4.64189 4.26921 4.1325 3.23736 2.54881 2.72871 2.30587 3.48541 3.16337 2.80481 2.86308 2.2071 2.1823 4.50995 2.36836 3.03687 2.07815 1.97158 2.91504 1.90049 1.89975 1.83459 1.79248 3.08271 3.30404 1.77448 1.76506
threshold=18.634956423400002 93.499196860750018 66.964115113200009 19.974953289850003 90.407470010750018 17.719454526200003 65.611820673600008 8.8430989333000021 22.721067571950005 23.109894804950002 13.314799198000001 22.454947490600002 21.850554661550003 45.169600924000008 393.99831167250005 30.046989284200006 90.745765132650021 86.589859465500012 197.91512403570002 22.604947139800004 16.375382608200002 193.42660545270004 22.649179082500002 15.51536251395 20.482113285800001 92.703413254150021 88.606203063300015 8.3434888241000014 16.435384010100005 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=14 2 4 15 6 -5 7 8 -2 10 -10 -11 24 19 23 -4 -17 18 -18 22 21 -3 -14 -1 -13 26 27 -26 -15 -22
right_child=1 20 3 5 -6 -7 -8 -9 9 11 -12 12 13 28 -16 16 17 -19 -20 -21 29 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-5.1143741086681037e-05 0.0025564212590196192 -0.0038644951419657915 0.001356429721944032 0.0012938548147730211 0.002902365001600436 -0.0041942282307441464 -0.0013520836278410368 -0.00085063705111786006 0.001047197377428626 0.0029269734990103836 -0.0023120159924471173 0.001397464725049189 -0.00016452413544066599 -0.0023327184756169249 -0.0034587643690374304 -0.0042784863158231816 -0.0035646018319040848 0.0026029552187986174 0.0004922685481170161 0.0028453955790275006 0.0013571525816252069 0.0012182506383565529 0.0025059837301655927 -0.0025428039842114013 -0.00087837603496336374 0.0005250660166112841 0.0011013816810443696 -0.0061536433870926655 0.0011866288604588735 -4.8320540664810738e-05
leaf_weight=76.370430484996177 13.119709759950636 3.1144788865931323 20.998346645385027 2.197801772505044 12.515826776623724 4.3006464652717113 6.4080083295702925 7.0398216694593421 8.4367686063051206 9.6718866527080518 5.3510576635599127 7.0968035757541683 6.5820927396416717 2.8792174346745005 2.2055232834536573 2.4566247239708927 2.3794877901673344 4.0850286707282057 10.992575814016162 14.093959644436834 11.480607937555758 1.9420140092261133 4.9491332471370697 3.3877333051059386 2.8786126151680929 7.5917592868208885 2.7270289584994316 2.2365080714225769 3.214212603867054 54.148128815926611
leaf_count=1749 65 34 104 11 56 49 35 37 37 78 29 31 31 36 383 44 40 15 72 61 103 20 16 345 22 29 14 23 14 451
internal_value=0.000386955 0.000607762 0.000849325 0.000218104 0.00110556 -0.00233814 0.0008899 0.0010367 0.00118298 0.000951095 -0.000256514 0.00121158 0.000905746 0.0015297 -0.000245823 0.000624135 -0.000148044 0.000433206 -0.00022963 0.00200671 4.66072e-05 -0.0019124 0.000981642 -0.000156977 2.73418e-05 -0.000602667 -0.00169439 -0.00318491 -0.000476304 0.000197543
internal_weight=316.852 234.888 164.203 47.4105 116.792 6.49845 104.277 97.8686 90.8288 77.709 13.7878 63.9212 54.2493 31.7186 81.9637 40.9121 19.9137 17.4571 13.3721 25.6252 70.6852 5.05649 11.5312 79.7582 22.5307 15.4339 7.84215 5.11512 6.09343 65.6287
internal_count=4034 1557 949 335 614 60 558 523 486 421 66 355 277 158 2477 275 171 127 112 108 608 54 47 2094 119 88 59 45 50 554
is_linear=0
shrinkage=0.0032559


Tree=292
num_leaves=31
num_cat=0
split_feature=16 15 3 6 10 4 17 7 19 9 18 18 17 9 9 18 18 5 4 8 4 19 2 16 2 9 9 4 6 15
split_gain=0.762822 1.70942 0.987536 1.89473 1.91016 1.60345 1.67309 2.62112 1.84334 2.33928 1.49753 1.24139 2.57665 1.54514 1.72643 2.29623 1.66064 1.387 1.33472 1.51604 1.52068 2.46064 2.20569 2.18786 1.65673 1.41859 1.26823 1.23531 1.22091 1.21669
threshold=18.684956306450005 34.040719645900005 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 188.64489188380003 23.127267687200003 14.351157895250003 196.26893085885004 13.222029912150001 13.276755824150003 188.01568060980003 192.98754432855 194.45262321395003 13.376114027300002 13.4793103924 16.351273197450002 372.47712237630009 7.943800736700001 310.49012963040008 14.351157895250003 200.74412770730004 22.624947093000003 185.01730422545003 197.02865361825005 191.03141765810003 313.22340827140005 16.515385879350003 45.169600924000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 11 4 -4 -5 10 -8 -9 -10 27 12 -2 26 -15 -16 -17 -18 19 -19 22 -22 24 -23 25 -21 -13 -7 -11 -20
right_child=2 -3 3 5 -6 6 7 8 9 28 -12 13 -14 14 15 16 17 18 29 20 21 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00088300670345452074 -0.0011975516926901008 -0.031765798112149614 -0.032421381072911905 0.0025400315026944957 0.0025358070872373477 -0.02913787450921243 -0.036631925497584969 -0.029695115431646813 0.019352416828706916 0.0060283117022810993 0.021623658883063272 0.00036999460517288236 0.021003941241177847 0.016154162377008639 -0.018001418066097015 0.019431169324414799 0.020729681054120128 0.016050422047846596 0.017522599060065296 -0.013467211783252183 0.0089533827380772219 -0.039692173714409217 0.016173242720110191 -0.0025841518513941486 -0.018887162501460594 0.0020414833171226712 -0.017300560022213904 0.0036047368523794573 -0.034587014855897227 -0.0039161516627232206
leaf_weight=64.062920778625994 6.5610228627920133 1.2097557355882589 2.3921409061877048 53.331670591840521 1.8259098036214707 1.0844306827057146 2.484072422841562 1.53196719661355 2.5442087044939399 0.83763841632753644 1.9952565282583234 6.7371183424256724 7.3337958157062531 6.5667838621884576 3.4870933070778838 4.0327043011784545 2.6439557373523703 3.8072362896054974 6.0088054649531824 4.3965433454141012 2.3392756190150967 2.4647053554654121 5.5084960386157027 1.8370530307292936 3.2190111074596635 35.1021887678653 4.4797080401331186 2.5777993062511086 1.1824034061282871 2.4763149507343769
leaf_count=2426 37 90 49 441 15 22 38 27 10 17 7 67 40 91 19 16 10 14 64 34 12 41 26 14 24 241 35 47 29 31
internal_value=0.000929614 -0.00145538 0.0017907 -0.000553316 -0.0172891 0.000491423 -0.00718223 -0.0143466 -0.00526582 0.00293374 0.00368344 0.00333445 0.0105206 0.00228458 0.00348418 0.00240816 0.00337205 0.00244428 0.00172442 0.000344597 -0.000745229 -0.0122921 0.000844843 -0.0238453 -0.00113177 0.000315234 -0.00668716 -0.00609075 -0.0177453 0.0112659
internal_weight=246.062 65.2727 180.789 71.7875 4.21805 67.5694 14.2378 8.58029 6.09622 4.56425 5.65749 109.002 13.8948 95.107 83.8902 77.3234 73.8363 69.8036 67.1596 58.6745 54.8673 6.64103 48.2262 4.30176 42.7177 39.4987 11.2168 3.66223 2.02004 8.48512
internal_count=4034 2516 1518 702 64 638 197 121 83 56 76 816 77 739 637 546 527 511 501 406 392 67 325 55 299 275 102 69 46 95
is_linear=0
shrinkage=0.0257382


Tree=293
num_leaves=31
num_cat=0
split_feature=16 15 3 6 10 4 10 16 16 10 6 15 16 18 8 17 7 5 18 16 6 0 17 16 9 13 15 7 18 5
split_gain=2.61862 2.87216 1.84594 3.18431 2.70223 2.35838 2.08818 6.34012 3.06147 2.28277 2.49434 2.25779 2.178 2.77144 2.03948 1.98465 1.96098 2.95113 2.93545 2.90042 1.8991 2.46026 3.75655 2.61413 3.24294 2.13705 3.65688 2.5262 3.66504 2.05845
threshold=18.684956306450005 34.040719645900005 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 15.155354102400002 37.050691080100002 22.604947139800004 13.820816557100002 8.543332867800002 196.16836764490003 23.051546669900002 31.312564341900003 13.3584252364 22.634947069650003 16.235379337050002 96.163458868000006 205.83789591070004 18.734956189500004 202.86075815500001 109.49014582065001 27.437241680050004 23.822419043000004 13.581061237400002 17.826488594350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 -4 -5 8 20 -2 10 -10 15 13 -13 -14 -12 17 -7 -18 -20 21 22 23 -8 25 26 -25 28 -27 -30
right_child=2 -3 3 5 -6 16 7 -9 9 -11 11 12 14 -15 -16 -17 18 -19 19 -21 -22 -23 -24 24 -26 27 -28 -29 29 -31
leaf_value=-0.00013003721019905521 0.0031844742183194975 -0.0051313515522247973 -0.0055037646054192559 0.00071278897585803761 0.00048100489384634643 -0.0057745988476084337 0.0040680787735522849 -0.0042389684700656453 -0.00260603936025191 0.0034791791462360478 0.001073332808204553 0.0015476851596539862 0.0033367330736928133 -0.0020869893303657378 7.1960252299164751e-05 -0.0024279778073731375 0.0021803051114635957 0.00029377531102807523 -0.0061534697323171314 3.0211602905717107e-05 0.0024578900152878681 0.0019841511729258689 -0.0044173124006634465 0.0023315380508703203 -0.0036009907898642323 0.0016921741715158316 -0.004425413773587376 0.0031040928996091317 0.00021506693672170485 -0.0050522930134294366
leaf_weight=79.509258532954846 13.282329671084879 1.9775724918581534 2.9966248378623268 61.245416082441807 2.197505097836256 2.9987049628980484 2.8090578634291878 4.6243903376162043 3.5538292080163947 5.5338594391942015 5.4952288642525655 11.443152353167536 12.777943477034571 5.0948931053280822 4.29658119380474 5.3877461142838001 5.2252576285973173 2.4444649375509471 1.9342252667993305 3.737920144572854 9.1938322819769365 12.58110444806516 3.1248597353696814 2.2114640399813714 3.8091648649424306 8.4649218544363993 3.4390656454488635 6.8142828159034243 2.237701140344142 2.8152949009090662
leaf_count=2426 99 90 49 441 15 54 14 32 24 41 28 44 60 33 24 47 20 44 45 34 49 45 39 10 40 41 78 26 11 31
internal_value=0.000373059 -0.000251412 0.000613348 0.000135595 -0.00297176 0.000343622 0.000919947 0.00037884 0.00142269 0.000985979 0.000698836 0.000962794 0.00148823 0.000427947 0.0025152 -0.000660033 -0.00104004 -0.00304936 -3.63951e-05 -0.00207845 0.000750219 0.000425213 -0.000123779 0.000287764 -6.86795e-05 0.00044917 -0.00178093 0.00106894 4.30305e-05 -0.00271966
internal_weight=293.258 81.4868 211.771 82.7801 5.19413 77.586 128.991 62.1251 66.8656 53.5832 48.0494 44.4955 33.6126 16.538 17.0745 10.883 16.3406 5.44317 10.8974 5.67215 57.5007 48.3069 35.7258 32.601 29.7919 25.9827 5.65053 20.3322 13.5179 5.053
internal_count=4034 2516 1518 702 64 638 816 416 400 301 260 236 161 77 84 75 197 98 99 79 384 335 290 251 237 197 88 109 83 42
is_linear=0
shrinkage=0.00409931


Tree=294
num_leaves=31
num_cat=0
split_feature=16 16 5 17 17 16 18 9 14 14 10 18 16 15 3 3 15 19 10 16 3 6 10 16 0 10 17 16 5 7
split_gain=3.95711 2.59702 3.74522 2.95408 2.89366 2.36763 3.34297 2.74313 2.33934 2.65156 2.63409 3.55557 2.54661 2.20658 2.49551 2.16531 2.07552 4.28305 2.67917 4.50313 2.70668 4.17407 2.36014 3.36009 4.83751 2.6013 2.23921 2.1814 2.77482 2.63073
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 205.10400128480003 15.404963976500001 15.981927061500002 219.96883426190004 171.16849715720005 234.57881148155005 70.389210771400016 13.919698996450002 18.404956961200003 25.621990087700002 82.081315180750025 93.499196860750018 45.169600924000008 14.451165964200003 64.407391431150018 20.894951138500005 91.017750006350013 16.585387514950003 66.964115113200009 19.974953289850003 96.531777631850005 66.351146659450009 200.11066131620001 22.454947490600002 22.649179082500002 22.814487719050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 8 6 -4 -8 -3 12 11 -11 13 14 -10 16 18 -18 20 22 -2 27 25 -24 -25 -20 -21 -22 29 -29
right_child=15 3 5 -5 -6 -7 7 -9 9 10 -12 -13 -14 -15 -16 -17 17 -19 19 26 21 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0034343844310449536 0.0027229661066619434 -0.0035860636981424271 -0.0010144448218342701 0.0016915639451159268 -0.0036181574715812735 0.0017531955410471979 0.0013219617094317785 -0.0025984910275671032 0.0012711914575404912 -0.0047955238974750443 -0.0037651876215050841 0.0028871649459553299 -0.003705598911098079 0.0026475440204752347 -0.0026510344262497885 0.00010550321042330191 -0.0040311443117187033 0.0011838328954534658 0.00053120655445364987 -0.00031559391544961924 0.0034081105021854029 -0.0021412761639472734 0.00063150842710966559 -0.0041116365709795866 0.0022169938363825028 0.0032061536701256613 -0.0043247181457762946 0.002026471090187722 0.0022408697513931217 0.00015221175822605448
leaf_weight=2.9253877371083936 12.277795501053332 3.016522294143221 18.066634360933676 3.9836817998439065 5.0523246750235549 11.211447212845085 19.049766291049313 2.1732295211404553 4.6097717089578527 0.99220225168392007 4.2430780015420169 1.957135932985693 1.485517466906457 4.7260320822242647 2.8811368988826871 71.446174332406372 2.9075329173356286 4.2191611565649509 8.5920438542962057 3.0657975226640692 4.7286518067121497 4.2366481944918624 41.919885937124491 3.9946393072605124 1.9717414937913416 7.3921052217483512 3.0252039805054665 11.017615549266337 16.181823194026947 31.839366476982832
leaf_count=798 72 110 438 38 160 47 188 48 34 50 194 14 89 35 219 609 35 28 43 14 61 23 286 51 7 32 26 59 59 167
internal_value=0.000355215 -0.000247709 0.000202471 -0.000977706 -0.00134484 0.000413144 3.07547e-05 0.000920508 -0.000864501 -0.000471598 -0.00209715 0.000302591 0.000381651 0.00087864 -0.000237366 0.000582807 0.000799504 -0.000943762 0.000882194 0.000409272 0.00129432 0.00103639 0.00066829 0.000301122 -0.00202018 0.00176828 -0.0023068 0.00124751 0.00107446 0.000634044
internal_weight=315.19 86.3739 53.4265 32.9474 28.9637 50.5011 39.2896 21.223 23.9114 20.8949 7.19242 2.94934 13.7025 12.2169 7.49091 228.816 157.37 7.12669 150.243 69.9614 80.2819 68.0041 63.8704 47.8863 5.96638 15.9841 6.091 63.7675 59.0388 42.857
internal_count=4034 2462 1519 943 905 721 674 236 745 635 258 64 377 288 253 1572 963 63 900 459 441 369 419 344 58 75 40 346 285 226
is_linear=0
shrinkage=0.00330603


Tree=295
num_leaves=31
num_cat=0
split_feature=16 16 13 17 9 10 5 3 10 16 0 5 13 9 6 15 15 19 10 9 2 3 5 5 9 2 7 16 19 5
split_gain=6.43487 3.10356 4.63655 3.50864 3.49014 2.74884 3.09866 2.58185 2.90465 3.5644 3.43566 3.0911 2.65453 2.8157 4.09403 3.79724 4.22044 3.59672 2.33973 2.32265 2.30172 2.29511 4.42741 4.31809 3.66981 2.90498 2.36492 4.55461 2.22234 2.38455
threshold=18.594956516900002 15.629963450350003 98.050756475600011 236.15709471040003 209.21153814325001 71.015621515800021 19.234448447350001 93.499196860750018 66.590419433100024 19.974953289850003 90.407470010750018 17.719454526200003 113.97180552410002 195.30595290385003 16.455384477450004 45.169600924000008 41.195083317300011 14.451165964200003 62.030794443850006 191.72037998490001 182.48209946165005 92.216802332500023 22.213482503200002 21.089169479000002 201.7576686733 132.99388411665004 23.699538637550003 22.644947046300004 12.851036860900001 13.264960807550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 5 -1 6 -3 8 10 -10 12 -11 -2 14 20 16 21 -17 -16 -7 -14 24 23 25 -15 -23 -26 -28 29 -4
right_child=7 3 28 -5 -6 19 -8 -9 9 11 -12 -13 13 15 18 17 -18 -19 -20 -21 -22 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0027520149036778649 -0.00075305609650991496 0.000955890547808907 0.0022419252471565275 0.0014292000318492923 0.00026328812456422192 9.0729314016347909e-05 -0.0019260785527706666 0.00018300770987021307 0.00053283413877909319 0.001123537653348167 0.0024418281910941245 -0.0025234580290223788 0.0024645654895124563 -0.00080900563726126449 0.0013724522854954065 -0.0037545189085634143 0.0019160947896445886 0.00039015692396007453 -0.00077108706006406131 -0.0023233462068627613 0.0004054473249533866 0.00019830957520551435 -0.002804355943999518 0.0010682352160215883 0.0029757070472947503 -0.0038337828819895998 -0.0011133924870712639 0.0027861783747981312 -0.0020102987800534101 0.00040376251150874866
leaf_weight=5.8279522758675721 6.5053002759814254 6.4750718527939224 5.4647372001782051 3.8965186327695838 4.6632097971159965 3.3462535308208343 4.1192815054673702 72.081262208055705 43.568160915747285 2.2527119554579249 10.069939780980347 5.1623693779110909 21.40756713598967 5.3153268843889263 7.268135227262972 2.4766365177929393 16.849824890494347 3.2897509150207043 6.518129475414753 13.704274155199526 4.4197527989745131 2.4434993192553582 3.666617475450038 13.634833686053751 5.9088674783706656 2.3805550113320351 4.0901975557208043 3.9957854896783829 2.2479982057120642 37.060385586461052
leaf_count=969 35 56 28 38 169 131 372 609 289 11 50 55 130 25 25 29 62 23 31 332 19 9 25 49 19 33 21 23 32 335
internal_value=0.000378807 -0.000228404 0.00014268 -0.000878587 -0.00141174 -0.00120387 -0.000164673 0.000595446 0.000769073 0.000249466 0.000989391 -0.0014155 0.000856634 0.000957647 0.00150205 0.000620957 0.000819904 -0.00138996 0.000358989 -0.00184957 0.00211219 0.000374138 -0.000197024 0.000320889 0.00102857 -0.00179143 0.00172649 0.000813627 0.000506911 0.000639978
internal_weight=330.111 86.8057 55.2643 31.5414 10.4912 27.6449 10.5944 243.305 171.224 50.9832 120.241 7.41508 110.171 103.665 39.6136 64.0519 58.2855 5.76639 13.7863 17.0505 25.8273 41.4357 22.1255 18.4589 19.3102 4.82405 13.9949 8.08598 44.7731 42.5251
internal_count=4034 2462 1533 929 1138 891 428 1572 963 355 608 66 558 523 205 318 266 52 56 463 149 204 116 91 88 42 63 44 395 363
is_linear=0
shrinkage=0.00259775


Tree=296
num_leaves=31
num_cat=0
split_feature=17 10 18 6 8 8 18 16 16 4 14 16 3 6 19 9 15 15 16 6 6 7 0 15 18 7 17 19 16 8
split_gain=1.04947 0.744106 1.70864 1.15939 1.3713 0.853052 0.661771 0.926366 3.14215 0.843687 1.78896 1.96664 2.04149 2.05191 1.75655 1.64031 1.65068 2.42353 1.42769 3.99554 1.10183 3.48675 1.08734 1.64655 2.1726 1.62864 2.55632 1.55069 3.02087 2.84453
threshold=159.58247398035004 81.479100559500012 17.323446153950005 13.200308423050002 7.1444245619500011 6.6448144527000013 17.138111898250003 14.544965987550002 17.684958644900004 244.52697497700004 245.89181903565003 22.674946976100003 93.870204082750021 16.8053926553 14.651182102100002 219.21617201485003 43.890399822900008 42.841315546000011 22.674946976100003 16.545386580300001 16.585387514950003 20.873561687950005 85.705356740550016 19.926260352100005 13.565177112500001 19.506002767000002 188.83172615260003 14.351157895250003 22.604947139800004 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 6 -3 4 5 -4 9 -8 -9 15 -11 14 -13 -14 -12 16 17 18 22 -20 -21 -22 25 -24 27 -2 -27 28 -25 -29
right_child=1 2 3 -5 -6 -7 7 8 -10 10 11 12 13 -15 -16 -17 -18 -19 19 20 21 -23 23 24 -26 26 -28 29 -30 -31
leaf_value=-0.033234532459201396 0.0085562888320447287 -0.033365300224410588 -0.030576983193622748 0.023413144969560526 -0.033188696393210954 0.033005802417372214 0.034210414197377498 -0.033905601226182747 0.032025361315595566 -0.027058869589427048 -0.0026994117100139887 0.023795493735164978 -0.030581197834767867 0.012332387480753956 0.016500868601404556 -0.017368278695882099 -0.02473130833483253 0.023793754151197888 -0.037559024158848896 0.017435347443109206 0.026119880859241034 -0.024640491891050557 0.019561554407279733 0.011226230865630217 0.00021147488810092688 -0.038946668580197165 0.0084884307575489766 -0.014094887593321852 -0.014420197393033563 0.018227697859565319
leaf_weight=0.80851915149832976 3.4424416082911184 1.8533854701381631 0.26870915998006317 1.4501951802521942 1.2037230459973214 0.69687018112745136 1.3547400127281424 1.170931301545352 1.5356092527508733 2.3213260212796731 80.162705619586632 6.0128092393279058 1.6138574853539465 2.8019915870390832 4.6322722961194804 3.575400640256702 1.8865337227471162 5.3639416582882395 2.9592659920454016 3.1888831816613656 2.0188526809215546 3.2392806503921747 6.4952779990853733 12.645034441724421 61.999589665560052 2.5351204692851752 1.775405805557966 2.847086668014529 6.3362681269645682 20.666166581213474
leaf_count=262 128 346 297 14 147 34 9 41 17 28 1145 52 23 37 27 40 23 22 22 12 10 45 70 83 656 223 13 19 32 157
internal_value=0.00124875 0.00136114 -0.00969337 0.00242798 -0.0116008 0.0153115 0.00161055 0.0137453 0.00350163 0.00140393 -0.000763635 -0.00012262 0.0123007 -0.00335121 -0.00165052 0.00290374 0.00343125 0.00382332 0.00300026 -0.00724453 0.00337563 -0.00515112 0.00398436 0.0047511 0.0038305 -0.0069921 -0.0194093 0.00911065 0.00266504 0.0143139
internal_weight=248.862 248.054 5.47288 3.6195 2.1693 0.965579 242.581 4.06128 2.70654 238.52 97.545 95.2236 10.4287 4.41585 84.795 140.975 137.399 135.513 130.149 11.4063 8.44702 5.25813 118.742 110.989 104.494 7.75297 4.31053 42.4946 18.9813 23.5133
internal_count=4034 3772 838 492 478 331 2934 67 58 2867 1312 1284 112 60 1172 1555 1515 1492 1470 89 67 55 1381 1017 947 364 236 291 115 176
is_linear=0
shrinkage=0.0303162


Tree=297
num_leaves=31
num_cat=0
split_feature=16 3 16 5 17 10 5 9 10 0 16 3 8 15 19 10 16 16 15 17 19 6 2 19 13 16 15 0 7 6
split_gain=4.42632 2.56197 2.38012 3.60015 2.80346 2.90256 3.14551 2.32545 2.07612 3.53105 3.17024 3.78114 2.12068 2.21843 6.00779 2.12178 4.3487 3.26533 2.39795 2.66072 4.0256 2.77082 2.11716 2.04353 1.98588 2.49029 3.64592 1.86725 4.29699 2.30064
threshold=18.594956516900002 93.499196860750018 15.584963555600002 11.270433591700002 236.15709471040003 71.015621515800021 19.234448447350001 191.72037998490001 66.590419433100024 90.407470010750018 19.974953289850003 84.995603794150014 9.1428649988500013 45.169600924000008 14.451165964200003 64.407391431150018 20.894951138500005 22.454947490600002 41.195083317300011 204.12988953870004 14.551174033150001 16.455384477450004 62.922191810850009 12.551012654050002 116.60649449195002 22.574947209950004 46.327654127900004 94.047642319350018 24.876210878000006 14.845346859150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 8 3 -1 5 6 -4 -7 9 12 22 -12 13 15 -15 17 -17 -2 19 21 -21 -19 -10 -9 -3 26 -26 29 -29 -24
right_child=1 24 4 -5 -6 7 -8 23 10 -11 11 -13 -14 14 -16 16 -18 18 -20 20 -22 -23 27 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0034107656687146037 0.0033462243261376647 0.0017611813320934921 0.0014564364245788859 0.00039700721963625477 0.001787676073634634 0.00032211283259930173 -0.0023225971593670274 0.00026336429131615456 0.0025860120351140557 0.0030349288295362571 0.0022284487730808884 -0.0031298226921630439 -0.0013057516214110344 -0.0047834545883062608 0.0015248024683912325 0.0012266918158468489 -0.0029396417019407744 0.0016476848974041076 0.0021386593102920891 -0.0039664798339176513 0.0022218221829448451 -2.3133985837819649e-05 -0.00068390674253542298 -0.0032712879437808203 -0.0033820919318309473 0.00014707985420372221 0.0022876136435088018 -0.0029751598275344435 0.00062652681529416646 0.0018798433499257251
leaf_weight=2.8436711608665055 8.1225984841585142 7.0701951757073394 6.4214774076826924 47.167229121027049 3.5068131461739531 3.3060429091565338 3.779209531028755 2.0763845182955256 5.3007631525397292 9.4163214676082116 1.9378255549818266 5.3490327410399914 4.3805973380804053 2.5429238714277735 4.5457136444747448 8.6193625107407552 3.9442967027425757 28.220423087477684 18.990773759782314 2.9251531027257434 1.8557974100112913 17.288631357252598 5.4189688563346889 11.845639498904346 4.9749476457945994 56.70181802357547 1.625305858440697 5.0121136577799943 12.503750091418622 12.505714166909454
leaf_count=798 77 63 56 721 38 136 374 19 25 50 7 59 25 31 27 39 29 134 75 40 10 71 49 320 127 410 9 85 69 61
internal_value=0.000397947 0.000631229 -0.000262744 0.000180493 -0.000979287 -0.00133305 5.63582e-05 -0.00215571 0.000862453 0.00110974 0.000291693 -0.00170487 0.000931026 0.00103198 -0.000738174 0.00117146 -8.13073e-05 0.0013748 0.00114366 0.000767928 -0.0015644 0.00101295 0.000648792 -0.00274412 0.00010919 -7.53208e-05 -0.00198593 0.000359047 -0.000404085 0.00110477
internal_weight=310.199 229.253 80.9465 50.0109 30.9356 27.4288 10.2007 17.2281 158.881 110.853 48.0282 7.28686 101.436 97.0557 7.08864 89.967 12.5637 77.4034 69.2808 50.29 4.78095 45.5091 40.7413 13.922 70.3723 63.3021 6.60025 35.4405 17.5159 17.9247
internal_count=4034 1572 2462 1519 943 905 430 475 963 608 355 66 558 533 58 475 68 407 330 255 50 205 289 339 609 546 136 264 154 110
is_linear=0
shrinkage=0.00328654


Tree=298
num_leaves=31
num_cat=0
split_feature=3 5 7 16 4 19 13 19 10 4 18 8 10 18 18 17 10 9 9 17 9 5 5 8 2 16 0 7 3 2
split_gain=0.864147 1.81842 2.07085 2.33531 1.25002 1.21115 0.999019 0.891574 0.929899 1.10464 2.00136 1.95115 0.866638 3.61385 1.7779 0.889223 1.5153 0.975869 1.34349 1.97076 1.7546 1.42649 1.2763 1.07156 3.0947 1.12271 1.90429 2.29462 1.49065 1.34209
threshold=81.105404879350019 14.050239455300002 25.987500066900001 14.464966174600002 342.39448800975009 10.350835137000002 108.49810477050001 10.550851274900003 81.320481529800006 207.90319581710003 17.551307094650003 7.7439566930000003 76.279622535200005 15.981927061500002 15.868316629550002 212.37354083175003 65.687097501250022 226.28914430085004 219.59809404590001 208.33805927010005 215.54845996915003 18.946524085150003 24.922858152300005 8.8430989333000021 112.15964652650003 22.744946812400002 85.667718326750006 19.506002767000002 94.421337999450017 319.18044405035005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 6 -4 5 -1 -3 -7 9 -9 11 -11 14 -14 15 17 -17 18 19 20 23 -20 -23 25 -25 26 27 29 -27 -2
right_child=12 2 3 -5 -6 7 -8 8 -10 10 -12 -13 13 -15 -16 16 -18 -19 21 -21 -22 22 -24 24 -26 28 -28 -29 -30 -31
leaf_value=-0.025572287961007981 0.0059290343095042197 -0.02759222564505031 -0.024022133867601624 0.0068453467213449339 -0.019692672125664886 0.024008159295267527 0.0061335750060910726 0.017329149065239587 -0.0069802770848881807 0.0045421099244941478 0.020955072717884753 -0.03124192425322685 -0.031560789653769669 0.021273381888860163 -0.021598689206174897 0.023864411528608964 -0.00061894467533493247 0.016590965142745016 0.0075627900011318661 -0.015054291888111341 0.016218421906906557 -0.033023597437723866 -0.0039180278980423628 0.00090573819501164692 -0.031449039477096097 0.022327213645756089 0.0020999076994896145 -0.018265268998444318 0.0013361001625590448 -0.025910531280497782
leaf_weight=0.76781627026503585 6.2147459830157441 3.9412533279100881 2.0323225383181125 4.9562327968887985 1.4169011468184169 1.4092481300176576 0.59438577294349659 4.0110180883202684 3.507740387285593 2.2694291908410382 1.9014369025826452 1.4806461664848027 0.93507724098162626 4.0964296023594216 1.980165114160626 2.7656639218330374 3.2140449406579137 2.4002405367791644 1.6465210914611805 4.2116879946552208 4.7828331373166284 1.9385084377136084 1.6317025753669439 7.6953452439047378 2.2457561260089278 3.5662104934453946 158.29380377184134 6.1796987573325168 4.4992717672139406 0.88999399775639165
leaf_count=283 232 153 60 61 369 38 2 23 293 72 23 38 92 36 45 30 25 18 8 59 43 27 14 76 41 19 1368 414 36 36
internal_value=0.000991683 -0.00299708 -0.0104125 -0.00213114 0.00210049 0.00411248 -0.0231725 0.0056758 0.0037142 0.00759657 0.000689109 -0.00958654 0.00150647 0.0114544 0.00127275 0.0014862 0.0107048 0.00121886 0.00103781 0.00135694 0.00171255 -0.0111099 -0.0197214 0.00134659 -0.00640341 0.00177546 0.00135982 -0.00745885 0.0106175 0.00194057
internal_weight=247.476 28.2884 11.5242 6.98856 16.7642 15.3473 4.53564 14.5795 13.1703 9.66253 5.65151 3.75008 219.188 5.03151 214.156 212.176 5.97971 206.196 203.796 198.579 194.368 5.21673 3.57021 189.585 9.9411 179.644 171.578 13.2844 8.06548 7.10474
internal_count=4034 1415 276 121 1139 770 155 487 449 156 133 110 2619 128 2491 2446 55 2391 2373 2324 2265 49 41 2222 117 2105 2050 682 55 268
is_linear=0
shrinkage=0.0242498


Tree=299
num_leaves=31
num_cat=0
split_feature=10 6 6 3 9 2 3 5 3 15 5 17 13 2 8 6 5 15 15 2 6 6 18 18 6 17 17 13 18 16
split_gain=0.779305 0.868062 0.64853 1.80825 2.6694 2.14894 1.31234 1.43418 1.67188 1.36638 3.40873 1.89992 2.07778 1.60846 1.51391 1.47153 1.48152 3.36179 4.79162 1.28238 2.29096 3.06132 1.3785 1.23482 1.23322 1.90084 1.63637 1.21413 1.20543 1.59681
threshold=54.879495816850003 5.1651206822000004 14.825346391850003 83.538459487450012 201.61239113610003 358.29672450355002 93.281431752200021 20.305669781650003 93.337889372900023 36.535628266450011 20.911722254300006 204.64886559710001 112.64908412395 113.66940188285001 8.6432548896500023 16.455384477450004 20.016397659050003 31.385732506450001 33.423812040500003 229.44804549725004 16.355382140900002 16.100376182700003 13.975517741000003 13.376114027300002 16.405383309150004 186.26099832155003 190.25644477395002 117.50981642375002 13.3584252364 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 -5 -6 9 -8 -9 10 11 15 -13 -11 -14 16 17 -4 -19 20 21 23 -21 -15 25 27 -27 -10 -22 -30
right_child=1 2 6 4 5 -7 7 8 24 13 -12 12 14 19 -16 -17 -18 18 -20 22 28 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.023514360020464687 -0.022725536653628021 0.0013158140487047464 0.0094875802623736235 -0.0001892463967387849 -0.020485555707389077 0.022211453738557367 0.012846727663606275 -0.021887094480113667 -0.0061782401811577691 0.022981524545237268 -0.017879970072076232 -0.027632232082665194 -0.015096235231180987 -0.0075777261184178241 0.011586680266802133 -0.0059881482714221846 0.016169892992883086 -0.034786010041850272 0.0063193402469697057 0.0019517615244566899 0.01529369807379162 -0.021068450618234418 0.018497301871453545 0.0098357122442933615 0.00049742632746885848 -0.028954107415254129 -0.0042667903393885749 0.025841174159507957 0.010158565847116633 -0.0057716383803511195
leaf_weight=0.65945698000723396 0.77980675181606685 59.119013024843298 15.963126100599771 12.962518468877535 7.0255869688699013 0.64772443566471327 3.8577885031700125 1.9122820049524296 1.3968160987133154 2.7368236556649199 4.4295221348293117 1.9574968945235003 1.8692731894552705 3.3867790102958661 2.501228541135788 5.2204371746629468 6.7242120876908293 2.3948700353503218 3.5293680429458618 4.1661739200353605 6.9325503408908871 3.8743709772825232 6.4642268540337682 5.1859442554414272 58.857837861694861 2.6533525294507854 2.751671131583862 1.0389576554298399 7.852271191775797 5.3040989525616169
leaf_count=125 659 1066 104 307 253 11 31 13 52 56 35 34 32 21 16 35 48 27 23 34 29 29 52 33 766 40 43 3 30 27
internal_value=0.000835896 0.000901843 0.000977754 -0.000679578 -0.00639612 -0.0168814 0.00178887 -0.000460408 -0.00120863 0.00359014 0.000793639 0.00285328 -0.00842732 0.00630661 0.000174339 0.00496322 0.0069614 0.00413237 -0.0102975 0.00524939 0.00303956 -0.00452183 0.0120129 0.00295628 -0.000615767 -0.00897208 -0.0163859 0.00747936 0.0077246 0.00373617
internal_weight=244.156 243.496 242.716 79.7548 20.6358 7.67331 162.961 72.4687 68.6109 90.4928 44.5895 40.16 6.328 45.9032 4.3705 33.832 28.6116 21.8874 5.92424 43.1664 32.536 12.4471 10.6304 8.57272 66.6986 7.8408 5.40502 2.43577 20.0889 13.1564
internal_count=4034 3909 3250 1637 571 264 1613 948 917 665 354 319 82 311 48 237 202 154 50 255 169 83 86 54 904 138 83 55 86 57
is_linear=0
shrinkage=0.0224301


Tree=300
num_leaves=31
num_cat=0
split_feature=16 15 3 19 3 7 6 17 9 16 15 15 2 6 10 6 0 18 18 8 13 10 9 13 5 10 10 16 7 18
split_gain=0.730612 1.57439 0.974734 0.897668 2.54639 2.78419 1.99609 2.62797 2.63384 2.43426 1.56813 1.12087 1.97767 1.33677 2.58137 1.85556 1.6067 1.67711 3.9823 1.60566 1.33976 1.62782 1.18365 1.24186 1.01796 0.9829 0.963904 0.836398 0.850303 2.35214
threshold=18.684956306450005 34.040719645900005 103.00289635185001 12.851036860900001 85.63276837105002 22.775216856700002 11.630271739450002 192.00947391610003 201.32298960505003 18.404956961200003 23.292710050100002 28.504445985850001 122.61368745920002 13.65531905435 78.10777406390001 13.78532209185 97.674372337300014 15.343833331950004 14.937945183950001 1.3489472949000001 101.12097566055002 80.468240302450013 201.97224908750002 98.050756475600011 25.642804662200003 70.206395618550019 78.527173532250018 18.734956189500004 25.297859295400006 14.493864790000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 11 6 24 10 8 -8 -10 25 13 -13 14 19 -15 17 18 -17 -1 21 26 23 -23 -6 -5 -16 -2 29 -29
right_child=27 -3 -4 4 5 -7 7 -9 9 -11 -12 12 -14 15 20 16 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.021403122594561556 0.016887961267352272 -0.035917145841239416 -0.029957913783380107 0.018136184817367559 -0.046023856314777983 0.028445519798201362 -0.047186070392298565 -0.03544822609267697 0.023077553647998277 -0.034007328171528753 0.014074464821450632 0.018718928954967802 -0.042356247697997021 0.024829023692971349 0.0076507714337591039 0.010674076357417534 -0.013124141609961259 0.032158099436923306 -0.040833360406288662 -0.032293756322473659 0.02147370689397583 -0.031337733840726627 0.010069854969068927 0.0017913395228134324 0.015008654608161901 -0.027627575587782303 -0.037010598877547221 0.0020369492344612947 0.0088772829595013553 -0.01245553827938449
leaf_weight=0.55684172885958405 3.1478399913758031 1.1245190547779191 0.97983674437273194 0.51934459805488886 0.72244213812518754 3.0673730672569945 0.92981103155761768 4.6584688718430698 2.4775555636733775 0.85769411362707604 3.4856748830643483 0.71410538256168266 1.2329190747695973 4.3535811472684172 0.56387423072010578 9.524840840429535 3.8528879210352889 2.1129478050861499 1.4790560826659191 3.2300260166812222 2.6245507998391977 1.4376929399586496 7.3891205248364713 2.9356059469282627 0.34409892745316029 1.7460404438315889 1.5319456243014427 150.26437618862838 13.015095107257364 10.200037164613603
leaf_count=15 29 90 279 2 54 36 18 130 12 77 77 6 41 20 11 170 30 12 14 228 34 671 297 21 9 82 80 1263 82 144
internal_value=0.000997546 -0.00166392 -0.00105569 -0.000601477 -0.00593314 0.0143128 -0.0116365 -0.0202835 -0.00372002 0.00839758 0.00178038 0.00170171 -0.0199559 0.00271553 -0.00265445 0.00782016 0.00345654 0.00832688 0.00375086 -0.0243979 0.00234103 -0.00128242 0.00294259 -0.00909962 -0.0263329 -0.0171361 -0.0249946 0.00196874 0.00169803 0.00111572
internal_weight=241.08 64.4529 63.3283 62.3485 18.8085 4.13391 14.6746 8.92353 4.26506 3.33525 5.75106 43.54 1.94702 41.593 20.2697 21.3233 16.9697 13.1168 11.0039 3.78687 16.4828 13.8582 11.7624 4.3733 1.06654 2.26539 2.09582 176.627 173.48 160.464
internal_count=4034 2516 2426 2147 497 99 398 237 107 89 161 1650 47 1603 1357 246 226 196 184 243 1114 1080 989 692 63 84 91 1518 1489 1407
is_linear=0
shrinkage=0.0292046


Tree=301
num_leaves=31
num_cat=0
split_feature=3 3 10 0 9 7 7 7 5 10 17 19 15 5 8 2 12 10 12 0 5 16 19 6 16 14 5 5 16 18
split_gain=0.691292 0.918939 0.766049 1.32053 1.82051 1.64244 1.40996 2.1171 1.77121 1.90414 1.38776 0.91766 0.819403 2.59673 1.83104 1.36165 1.33189 3.60675 1.31782 1.82861 2.66074 2.62694 2.91874 1.00982 1.07387 0.990761 1.12752 1.23554 1.97454 1.35257
threshold=108.47659710545001 112.77544165605001 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 21.147833206800005 29.996566321350006 60.613977009100005 172.24349499320002 14.651182102100002 45.169600924000008 24.107645372150007 8.4434108459500017 206.07223625840001 333.82192118495004 67.300172379550006 248.60872946435003 86.329079026800017 23.195398057700004 22.654947022900004 14.251149826300002 16.8053926553 22.744946812400002 304.52511696755005 23.545618314050007 22.862610686750006 22.674946976100003 13.893471991850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 4 -4 -5 7 10 9 -8 -7 12 16 -14 -15 -16 18 -18 23 -20 21 22 -21 24 25 26 27 28 29 -11
right_child=1 -3 3 5 -6 6 8 -9 -10 11 -12 -13 13 14 15 -17 17 -19 19 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.015151141276569755 -0.024549715940240101 0.013398553261379845 0.012275832212956701 0.017478115340935352 -0.028353322394748252 -0.024723600572841342 -0.028003181497072267 -0.023593310904961161 0.024794211047254818 0.0038389302732593023 0.008623564197653916 0.0084051536672688845 -0.031553992137901089 0.0061740143815649032 -0.033418498403447905 -0.0048527644480611584 0.02430307685246532 -0.025170169855603941 -0.038025170839696316 -0.00068149059180497957 0.020321639766798457 0.025263992796335472 -0.03011646998185516 -0.010647340140692097 0.016298195915811983 0.010917195846652858 -0.013332732282069607 0.0099222190265335197 -0.012755937540978826 -0.00068523818049042329
leaf_weight=2.0466285042930386 1.2642814252467349 0.48846575431525696 0.89597697556018774 3.2558346903824704 1.9007577843731267 0.87035382218891655 1.2579948483034957 3.2577002808975521 1.7152770962566126 64.141669192526024 3.3079193989397027 8.8395314789377135 1.7540597945917387 7.5581399250077066 1.2586771855130789 3.4380248154047877 3.6870676800608626 1.0440272369596639 0.95901049196254362 3.8986321499687602 1.9910323861986388 1.0326652005314825 3.5571999624371529 3.8479034854099146 2.67416863515973 5.708842764623113 2.9920633304864159 8.5436688810586912 5.7602709978818885 84.627051774528809
leaf_count=52 177 9 12 53 185 156 46 85 13 423 48 58 27 87 36 47 46 225 10 289 10 6 51 32 15 206 24 42 38 1526
internal_value=0.000728425 -0.0139741 0.000837701 0.000712392 -0.0153371 0.000906723 0.000669796 -0.00939382 0.0010095 0.000822847 0.00167719 0.000989716 0.000675294 -0.00481341 -0.000985974 -0.0125081 0.00107069 0.0133856 0.000763611 -0.00696797 -0.00412584 -0.00986016 -0.014725 0.00125963 0.00152227 0.00129224 0.000961359 0.00122363 0.000742696 0.00126536
internal_weight=237.575 1.75275 235.822 233.776 2.79673 230.979 227.723 7.43597 220.287 218.572 4.17827 217.314 208.474 14.0089 12.2548 4.6967 194.465 4.73109 189.734 11.4385 10.4795 8.4885 7.45583 178.296 174.448 171.774 166.065 163.073 154.529 148.769
internal_count=4034 186 3848 3796 197 3599 3546 289 3257 3244 204 3198 3140 197 170 83 2943 271 2672 366 356 346 340 2306 2274 2259 2053 2029 1987 1949
is_linear=0
shrinkage=0.0234978


Tree=302
num_leaves=31
num_cat=0
split_feature=16 16 9 4 15 5 5 3 16 16 17 10 18 12 4 5 6 6 9 5 3 19 17 9 9 19 9 5 5 6
split_gain=2.44721 1.99784 1.95884 1.80463 1.69011 2.52971 2.14752 2.28679 2.08388 2.34772 1.58463 1.5069 2.87704 1.86199 2.10726 2.8521 3.29296 4.68442 1.59264 1.30793 1.3398 1.24097 1.26145 1.76718 2.2688 2.58956 2.42605 2.66581 2.19713 1.80183
threshold=18.594956516900002 18.404956961200003 189.78071820640002 393.99831167250005 46.074827201850006 24.367802910700004 24.458659404000002 92.913112988300014 23.044946110900003 22.584947186600004 162.13109061465002 60.613977009100005 11.928667296000002 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 228.88999534805001 8.0404050433500025 103.00289635185001 14.651182102100002 179.56144807225004 179.18874144770004 186.68586460755003 14.551174033150001 185.90443620030001 21.566902724800006 21.072048321250005 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 -3 10 11 -6 -7 -8 9 -9 -1 12 -2 14 21 16 17 -16 -14 -12 -21 22 -13 -24 26 -26 27 28 -25 -27
right_child=4 2 -4 -5 5 6 7 8 -10 -11 19 13 18 -15 15 -17 -18 -19 -20 20 -22 -23 23 24 25 29 -28 -29 -30 -31
leaf_value=-0.0042036722509460646 0.00096703763015935256 0.002862064164800828 -0.0046388946189594984 -0.0041002362132268435 -0.0048732079258498161 0.004012677361241378 0.0033375425073880944 0.00031994162194535629 0.0020817135412504271 -0.0046121056626471845 -0.004139750700294596 0.0025110908072672276 -0.0039251578867559641 0.0028640563607402916 -0.0042893620230778935 0.0016993706767784256 -0.0055715229225942403 0.0028129712799091987 0.0016681830150769813 0.00020441318501834726 -0.0040332060774101609 0.0021990556386692543 -0.0019272605174574268 0.0013630193915635299 0.00067781501188404758 -0.0026777350656151128 0.0040047923412083386 0.0026436596381555909 -0.0031036250860770856 0.00075795247089608254
leaf_weight=1.3584900438436296 6.9151004534214717 0.66159286210313384 2.7430094596929848 1.6982055333792221 1.9716838365420688 1.6794154010713089 1.7044567465782154 2.3995588095858675 1.7802281603217123 3.8461684370413423 1.1152037983993057 5.7246626559644929 4.2162454188801348 6.1204185038804999 2.6252881046384555 4.4478282071650019 2.8810435757040977 3.1015167646110058 0.95614770054817189 67.056258057593368 1.1621013327967364 9.0163715034723264 3.9970434848219147 3.5867976732552069 120.81774115376174 6.2601957516744715 6.0340895652770987 7.5630580708384514 3.1817695833742619 3.7293120957911015
leaf_count=281 97 42 156 381 40 17 5 20 10 90 359 35 124 62 30 20 44 16 5 1073 170 44 35 21 711 45 34 27 23 17
internal_value=0.000352378 -0.000252012 -0.00318129 -0.000114244 0.000565887 -0.000780634 -7.34141e-05 -0.000778651 -0.0016528 -0.00271725 -1.84904e-05 0.000655453 -0.00068395 0.000741075 0.000670059 -0.000844815 -0.00215944 -0.000442888 -0.0028912 6.35121e-05 0.000132225 0.00078646 0.000707299 0.000640752 0.000708651 0.000519509 0.00192349 0.00104719 -0.000736662 -0.00139511
internal_weight=290.351 75.7949 3.4046 72.3903 214.556 13.3815 11.4098 9.73041 8.02596 6.24573 70.6921 201.175 12.0875 189.087 182.967 13.0557 8.60785 5.7268 5.17239 69.3336 68.2184 169.911 160.895 155.17 151.173 130.807 20.3657 14.3316 6.76857 9.98951
internal_count=4034 2462 198 2264 1572 182 142 125 120 110 1883 1390 226 1164 1102 110 90 46 129 1602 1243 992 948 913 878 773 105 71 44 62
is_linear=0
shrinkage=0.00391285


Tree=303
num_leaves=31
num_cat=0
split_feature=16 19 15 6 19 3 18 10 15 9 2 9 19 5 0 15 17 16 10 10 16 17 16 13 17 0 0 10 0 15
split_gain=0.680636 1.35353 1.08213 1.2664 0.896911 1.6614 1.8347 1.58101 1.4145 1.15099 1.06224 1.07209 0.953933 0.892964 1.62641 1.52988 2.25328 2.01727 1.63269 1.41256 1.69349 1.17802 1.14822 1.85873 1.70618 1.9633 1.62617 3.77054 3.05985 2.8099
threshold=13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 11.850956171350001 81.105404879350019 18.273715221050001 72.752365468100024 23.292710050100002 211.30488836970002 81.787075821300007 214.65508306360002 11.950964240300001 16.569990495050003 95.469836670350006 24.392685421400003 184.94410812320004 16.859960574100004 70.206395618550019 70.727956495850009 17.809958352600002 168.59667799010003 19.199955102150003 109.72404167800001 172.24349499320002 94.047642319350018 93.399723909900004 66.964115113200009 90.407470010750018 35.517387705950007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 9 6 7 -6 12 -2 -10 -12 -9 14 -7 16 21 -17 22 -20 -21 -15 24 -24 -19 -26 27 28 -25 -29
right_child=4 -3 -4 -5 5 13 -8 8 10 -11 11 -13 -14 15 -16 17 -18 18 19 20 -22 -23 23 26 25 -27 -28 29 -30 -31
leaf_value=-0.024802454838567065 0.013665716510911113 -0.027170332749077205 -0.027180958238838381 0.010725894317966262 0.012372419198778305 -0.012490093703994036 0.018226959547814156 0.0009793265912662638 0.011313802210217173 -0.0098597951658162212 -0.026214319250506258 -0.0012251125457268721 -0.028007306459867508 -0.026413838660805249 0.0099460954163073795 0.017726164653866148 -0.034733712225858256 -0.021286470656984323 -0.028501587695587402 -0.029729865875318045 -0.0015157028825022749 0.0012370700532604261 -0.020386138291095326 0.00093030089352161283 0.018159299635001805 -0.0097345974181095255 0.015680439616563607 -0.028129104605595298 0.017318115857486542 0.0080151339207895651
leaf_weight=0.73825957001827092 6.4174723978794637 1.5424673069937851 0.78472108754795034 3.3428947603679262 1.5801474573090661 2.2660218153614577 1.4920358881936397 0.81487978610675593 1.6111654057167468 1.5577598214149473 1.835837247141171 2.371532529592514 4.2705501731834374 1.1033328372868689 13.850820172578095 4.3728649016702539 1.6907431096769867 0.98726373200770368 1.58452333591413 1.4138773391023267 13.774178277701138 5.8662080219364725 2.3977304864674798 131.28943262423854 7.6520559570053575 1.8981539607048032 4.6580541282892218 4.4677982069551936 7.2463155388832083 1.8263474479317663
leaf_count=559 138 343 70 73 27 116 43 16 12 9 92 45 185 183 105 33 27 117 80 33 245 85 24 1099 120 11 21 56 55 12
internal_value=0.000761645 -0.00713038 -0.000777781 0.004299 0.000981252 0.000691067 -0.00750316 -0.0105783 -0.0139042 0.0090706 -0.00563754 -0.0121289 -0.0233625 0.00124075 0.00679158 0.000775356 -0.00930825 0.00125107 0.000849037 -0.00644346 -0.0041422 -0.00314029 0.00160209 0.00105839 0.00943897 0.0126152 0.00140235 0.000943137 0.00178749 -0.0176413
internal_weight=236.705 6.40834 4.86588 4.08115 230.297 222.322 13.9761 12.4841 10.904 7.97523 5.81854 4.20737 5.08543 208.346 16.1168 192.229 8.66028 183.569 179.196 16.7726 15.1881 6.96954 162.423 151.886 10.5375 9.55021 149.488 144.83 138.536 6.29415
internal_count=4034 1045 702 632 2989 2842 420 377 350 147 149 137 201 2422 221 2201 295 1906 1873 358 278 268 1515 1267 248 131 1243 1222 1154 68
is_linear=0
shrinkage=0.0245507


Tree=304
num_leaves=31
num_cat=0
split_feature=15 10 13 7 15 10 7 9 18 16 16 0 6 16 15 2 18 15 15 5 5 5 7 17 17 7 18 14 17 17
split_gain=0.635502 0.841015 0.63875 0.870926 0.796157 1.5104 0.728496 0.630521 0.547908 0.747503 2.45462 0.694755 2.12537 2.37846 2.08115 1.57926 1.0642 1.02465 0.931118 0.785242 1.83557 1.16326 1.11403 0.839393 0.812097 0.63788 2.38487 2.58898 2.51305 2.22429
threshold=50.314162856800003 61.778079379550007 95.862351557400004 29.575580426850003 13.699258176050002 81.479100559500012 29.767756780500005 183.49441567960005 17.138111898250003 17.684958644900004 14.544965987550002 97.878695155250014 12.26528657645 14.934965075550002 21.092276343250003 200.74412770730004 15.788786379500001 23.568428995700003 24.273602154900001 16.569990495050003 14.711207928400002 16.787983692950004 22.575645983950004 183.19621122360005 199.72613295375004 23.109894804950002 13.314799198000001 226.88570021265005 191.58460912770002 191.08747234645003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 -4 8 -5 -7 11 10 -10 19 14 -14 16 17 -13 -15 -16 20 22 23 -6 -21 -22 26 28 -28 29 -23
right_child=1 -3 4 6 5 7 -8 -9 9 -11 -12 12 13 15 18 -17 -18 -19 -20 21 24 25 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.028434780404861398 0.0092544430729385157 -0.030361473984957001 0.022070875970195556 0.030490622969338164 0.0010643396455751865 0.021170803402920234 -0.027423969663485627 -0.030252547109051307 0.030484811536479355 0.028533762305715055 -0.029831865392930604 0.0012412303751083847 -0.03482662007319242 -0.0034273690913884883 -0.024360287111923288 0.022276717334063008 0.022835078066799394 -0.030913829727023216 -0.00098638213787408916 -0.0016408370581741274 0.0076059739163593246 0.00074589782748813219 -0.032314691480284652 -0.026743584639397459 0.024410132519720025 0.0026132620035228416 -0.0023353538645303549 -0.028788529543580108 0.018199434188532371 -0.028141699885799575
leaf_weight=1.2336185126041517 0.6278216689825048 1.0779399076709522 1.3224914550664824 0.44595807758742001 2.8622545897960658 0.19938525359611858 0.25148698521661572 1.5402744591701774 1.0508543625473974 1.2644315771758554 0.95211846195161332 2.9700924616772699 2.7719705491326732 3.3727582804858685 1.8816856521880252 1.2921408968977628 3.919558325316757 1.4297915617935357 3.8302351461607032 2.0672727152705188 4.8402738901786488 54.839167569385609 0.9985422994068357 1.88590382784605 3.8015103517100215 110.56750111363363 7.6575315326917899 4.2647197585902177 6.0157282482832661 2.0470772292464963
leaf_count=707 5 45 20 13 48 9 252 127 6 17 41 25 70 45 58 15 26 43 61 8 29 894 89 33 20 1086 76 98 48 20
internal_value=0.000766936 -0.0157805 0.000888822 -0.014695 0.00101986 0.000897933 0.00960759 -0.0243588 0.00109185 0.0121536 0.00181312 0.000930001 -0.00372365 -0.0139301 0.00345778 -0.00442604 0.0135261 -0.0116105 -0.00868648 0.00142496 0.00802948 0.000988857 -0.00756869 -0.0136164 0.0149981 0.00130029 -0.000639887 -0.0117979 0.00147498 -0.000293635
internal_weight=233.282 1.70576 231.576 1.93106 229.645 228.323 0.697445 1.73966 226.583 3.2674 2.00297 223.316 21.4682 8.86666 12.6016 6.09469 6.88965 4.80255 5.71192 201.847 12.5026 189.345 3.8608 3.95318 8.64178 185.392 74.8242 11.9223 62.902 56.8862
internal_count=4034 50 3984 972 3012 2992 265 136 2856 64 47 2792 343 173 170 103 51 88 119 2449 186 2263 137 41 49 2222 1136 174 962 914
is_linear=0
shrinkage=0.0272097


Tree=305
num_leaves=31
num_cat=0
split_feature=16 19 15 4 5 6 9 6 19 13 3 10 16 3 6 16 6 17 19 10 18 13 15 18 0 7 13 16 6 7
split_gain=3.06301 2.14309 2.68631 2.85012 3.16929 2.45002 2.3402 2.14009 2.06698 2.12567 1.89949 1.9589 6.03203 3.53932 3.00102 3.20072 2.80439 2.62056 4.04204 2.91523 3.1243 3.11579 2.25641 2.16652 4.16134 2.10523 1.89088 2.62487 1.83705 1.82066
threshold=18.594956516900002 12.851036860900001 26.135540888150004 195.50296729855003 18.613387752550004 11.075258771650001 187.11236276785004 15.51536251395 12.551012654050002 96.244112611900007 93.499196860750018 64.407391431150018 20.959950986500004 91.017750006350013 16.585387514950003 22.454947490600002 16.235379337050002 204.49254535040004 14.551174033150001 62.041548276350007 13.303774303900001 117.49368567500001 28.343014915050002 13.581061237400002 91.937202686950016 23.729953793150003 116.60649449195002 21.094950670800003 15.785368822600002 20.873561687950005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 -4 -5 8 -3 -7 -1 -10 11 13 16 28 15 -15 22 19 -19 -17 -21 25 -13 -24 -25 -22 -12 -28 -2 -29
right_child=10 2 3 4 -6 7 -8 -9 9 -11 26 12 -14 14 -16 17 -18 18 -20 20 21 -23 23 24 -26 -27 27 29 -30 -31
leaf_value=-0.0029376227788185808 0.0010497180664809462 -0.00020642095740367798 -0.0028280874950420247 0.0017772517788496622 -0.002980197561437832 0.00041302819798231686 -0.0027218500900387664 -0.0029313156321444187 0.0027407799333701824 -0.0030606045196366091 0.0014124579744992046 0.0012641732525089607 -0.0028168812085209516 0.0029321864066195556 -0.0016784871944065976 0.0013890423627780299 0.0018699597625568794 -0.0028988504184094652 0.0021563874846966379 0.0015551862304759806 -0.0011169979235033467 -0.0026140886062947758 0.0011584599674374972 -0.002868901634296454 4.0535304915445837e-06 0.0010731847168890317 -0.0030357244638223183 0.0017650437624709713 0.0031239971321852982 -0.00011730547917255964
leaf_weight=3.6496599753154433 6.0767481848597509 4.7298298442037803 2.0117884520441276 6.5006870897486806 1.3611652042018247 48.840537526761182 8.0023301923647505 1.5879459792049591 1.3502057007281112 0.81351262633688737 7.5168196465820065 13.513298153877257 4.721014577895402 5.2537605315446845 4.1460016369819632 31.953534912317991 10.168478552252052 3.7913658805191508 1.9126386567950246 8.4668466225266474 6.2526978254318264 4.3767474330961695 9.1859140619635564 4.7026733942329875 29.303388335742056 8.0935992598533613 2.3442185502499333 4.4604074954986563 7.8843536376953125 55.77103063208051
leaf_count=894 39 210 103 81 100 648 172 185 21 48 63 66 32 61 24 136 49 52 11 46 31 30 43 50 226 31 103 20 36 423
internal_value=0.000292666 -0.000189517 -0.000926761 0.000183043 0.000953569 0.00010681 -0.0017874 0.000307718 -0.00163598 0.000559581 0.000458041 0.000628713 0.0002803 0.000911503 0.000665245 0.000803861 0.000498949 0.00063143 -0.00120375 0.000808421 0.000126076 -0.000520189 0.000253097 -6.32342e-05 -0.000393245 0.000118614 6.89283e-05 -9.24614e-05 0.00222114 2.20909e-05
internal_weight=308.743 78.8477 22.6058 9.87364 7.86185 56.2419 12.7322 50.4285 5.81338 2.16372 229.896 159.803 71.5948 88.2083 74.2472 70.1012 66.8738 64.8474 5.704 59.1434 27.1899 18.723 56.7053 43.192 34.0061 14.3463 70.0925 62.5757 13.9611 60.2314
internal_count=4034 2462 666 284 181 1796 382 833 963 69 1572 963 466 497 422 398 434 337 63 274 138 92 385 319 276 62 609 546 75 443
is_linear=0
shrinkage=0.00283508


Tree=306
num_leaves=31
num_cat=0
split_feature=13 15 5 7 16 18 6 16 8 18 17 5 15 7 12 5 4 5 15 15 18 9 9 9 16 13 19 19 18 17
split_gain=0.649868 0.608619 1.47746 1.01207 0.693424 2.02983 4.32373 1.37397 2.48236 1.27264 1.8619 1.36808 1.33785 1.32486 1.62043 2.50514 1.15834 1.51129 3.28756 2.01707 1.90909 2.90856 1.68198 2.96895 1.5454 1.49154 1.49888 1.46458 1.44123 1.39429
threshold=92.38617519475001 46.683480308100009 25.322158499750007 23.203497038450006 22.624947093000003 13.531614672700002 16.305380972600002 22.614947116400003 8.4434108459500017 13.390703749000002 187.51563899930002 21.566902724800006 41.195083317300011 20.873561687950005 135.71835115270002 20.769304081650002 240.69197607740003 19.925387549600003 31.385732506450001 31.025894238900005 13.142272494650003 200.17144541975003 190.16588783940003 194.56033515110002 20.664951676350004 116.72209819155002 14.551174033150001 14.651182102100002 17.138111898250003 186.26099832155003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 -3 -4 7 6 -6 16 -9 10 13 -12 -13 -8 15 -15 17 18 19 24 -20 -22 25 -24 -2 -19 29 28 -18 -27
right_child=1 2 3 -5 5 -7 9 8 -10 -11 11 12 -14 14 -16 -17 27 22 20 -21 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.024137964713974426 0.0022174770358938658 -0.021753073521521171 -0.015303813958815301 0.0078243804956660418 -0.030979717780255281 0.011721731068937086 0.012903324735944546 0.0031937685463297272 -0.024534222283013024 -0.011229475986333809 3.9896349261510825e-05 0.020407271194013268 0.0056662635049337861 0.0041042423948312225 0.0026533372885750427 -0.026319960602395383 -0.0037137387202679241 0.0067399459845019858 0.015318025992435456 0.024938888502277344 -0.033939058419075754 -0.0035677811973988845 0.021400616129096058 0.0036757322172348708 -0.019017546633720215 -0.0045384781043258885 0.013006483107250562 0.014420297753245923 0.0089695673038982411 -0.03633121259633823
leaf_weight=0.60422577508143049 49.820672696165275 2.3423562794923773 1.5300704065011812 3.743979612365365 2.3238898748531929 12.653182784095405 2.7600562646985081 3.9353487379848948 3.5038492847234011 3.4877865444868794 7.1858561374247101 6.9201152790337783 7.2243667733855546 2.6123778223991376 7.0099172564223409 3.833905166015029 57.034750935534248 4.8033714714401849 1.1186689585447291 2.173564985394477 3.5180151341482997 3.728915945161134 8.3038589246571082 15.649154423968865 2.0483699925243846 1.5407082843594255 0.9813595339655875 3.054562058299779 5.6530821114720302 1.6293875500559805
leaf_count=797 677 57 43 36 21 101 17 32 33 27 55 32 46 13 42 47 952 272 7 14 60 82 97 116 21 164 4 17 137 15
internal_value=0.000678266 0.000742863 -0.00591815 0.00111459 0.000968836 0.00327839 0.000814383 0.000201101 -0.00986607 0.00261497 0.00390101 0.00855319 0.0128782 -0.00221832 -0.00531998 -0.0139905 0.000666098 0.00235364 0.000162819 0.00232645 -0.0138145 -0.0183115 0.00650842 0.00982047 0.00137888 -0.00235087 -0.0128692 -0.00178057 -0.00256998 -0.0208795
internal_weight=232.73 232.126 7.61641 5.27405 224.509 56.0115 43.3583 168.498 7.4392 41.0344 37.5466 21.3303 14.1445 16.2163 13.4562 6.44628 161.058 95.316 62.4082 54.0426 8.3656 7.24693 32.9078 23.953 51.869 8.95483 4.15146 65.7424 62.6878 3.1701
internal_count=4034 3237 136 79 3101 401 300 2700 65 279 252 133 78 119 102 60 2635 1529 861 712 149 142 668 213 698 455 183 1106 1089 179
is_linear=0
shrinkage=0.02396


Tree=307
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 15 3 13 5 17 6 19 16 15 17 7 18 19 18 7 9 7 9 9 5 0 19 13 6
split_gain=2.83199 2.44071 2.66492 2.4313 2.86337 2.19299 2.23088 1.97945 1.94907 1.84507 1.98784 1.78644 1.8704 1.74665 3.26124 1.72995 1.72482 1.61358 1.95458 1.90378 1.90153 2.25998 2.93035 2.19381 1.86084 1.65331 1.58997 2.32722 1.58965 1.57459
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 24.273602154900001 93.499196860750018 116.60649449195002 17.438757606550002 174.23065882520004 11.075258771650001 12.551012654050002 22.574947209950004 46.327654127900004 200.37850214585004 22.575645983950004 13.276755824150003 14.351157895250003 13.065205089100003 23.203497038450006 192.57902085675002 23.445318439400001 191.29995577870002 194.31002311890003 20.911722254300006 85.812895065800021 14.351157895250003 96.244112611900007 14.935348962050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 11 6 16 17 -9 -7 -11 12 -1 14 -10 -4 -6 18 19 -2 24 23 -23 -22 -19 -26 -15 -28 -14 -17
right_child=7 2 15 -5 5 9 -8 8 13 10 -12 -13 28 26 -16 29 -18 20 -20 -21 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0032218928547718129 0.0017359403329907234 0.0016941840735904992 -0.0038211210218399927 0.001994478347529631 0.0014141519725095698 -0.0036785880171919974 0.0021239165993397198 0.0016966134414111501 -0.0031581691786362292 -0.0050658620260411475 0.00061774380532291298 0.00034951241236617453 0.0029339348957883229 0.00037318258729971939 0.0021268105835195511 -0.0022135549323554523 -0.0030121860156106708 0.00040800407933276974 0.0023593090997287474 -0.00052649669464032789 0.0002551940622782664 0.0020955013778415923 0.00056923530492307233 -0.0038559098760336716 -8.735082712569077e-05 -0.0030711042402465786 -0.0027670809172023031 -4.9813078690856205e-05 -0.0033089024469182132 0.0033694143479567691
leaf_weight=2.8978635655948883 7.3800003379583377 1.6931237219832818 4.4455041675828397 5.334741848986595 1.2734300480224185 4.9357721908017975 2.7043070336803794 6.0436933916062108 4.3474687226116648 0.77774815441807765 2.6080487133003771 45.453481536009349 1.1842564913677049 36.042227022582665 1.5391670633107422 1.5929832123219969 2.6212876988574862 10.850228041410448 11.250310499221085 7.1089051887392998 3.4020513920113435 14.437962830066679 80.690413178876042 2.0104840360581875 3.4870103541761628 3.7547111287713051 4.3240685313940039 10.568107527680693 0.59742259047925461 0.71146170422434796
leaf_count=887 32 27 183 39 17 128 43 59 127 82 86 792 21 321 9 58 109 55 65 37 41 107 507 18 26 25 27 62 40 4
internal_value=0.000282677 -0.000220678 -0.00180589 -3.0532e-05 -0.000196594 -0.00139651 -5.32291e-05 0.00047415 1.20281e-05 -0.00246174 -0.000687832 0.000160526 -0.00167514 -0.000167151 -0.00177632 -0.00268384 -0.00156494 0.000675374 0.00138355 0.000625888 0.000521725 0.000689297 0.000800882 -0.00127187 -0.000409506 -0.00163438 1.88253e-05 -0.000838795 0.000840622 -0.0004899
internal_weight=286.068 78.8314 8.44307 70.3884 65.0536 14.9206 6.59902 207.237 62.8647 8.32157 3.3858 50.133 4.67954 56.821 5.88664 6.74995 3.89472 144.372 25.7392 14.4889 118.633 100.541 95.1284 5.41254 18.0919 7.24172 50.9344 14.8922 1.78168 2.30444
internal_count=4034 2516 272 2244 2205 465 169 1518 605 296 168 1740 948 546 136 245 126 913 134 69 779 673 614 59 106 51 410 89 61 62
is_linear=0
shrinkage=0.00312018


Tree=308
num_leaves=31
num_cat=0
split_feature=9 7 3 16 10 0 9 7 7 7 5 10 17 19 15 16 0 7 7 6 7 3 10 7 6 5 8 8 6 16
split_gain=0.665096 0.624055 0.587895 0.895683 0.618912 1.22789 1.69373 1.36302 1.09804 1.66709 1.6263 1.65673 1.24403 0.959628 0.721794 0.707843 1.99011 0.905597 1.5123 1.14745 0.869203 2.75613 1.90167 1.48305 1.23656 1.14688 0.964302 1.16044 1.08693 3.33191
threshold=233.77854820110002 28.8637720374 108.47659710545001 21.094950670800003 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 21.147833206800005 29.996566321350006 60.613977009100005 172.24349499320002 14.651182102100002 43.216642080150002 22.744946812400002 85.495657006400009 22.105125139000005 22.181995028450004 17.755414852450006 22.721067571950005 93.846007959550022 61.977025281250008 22.747724408400003 7.835183067800001 14.943099738200003 8.7431769115000026 8.8430989333000021 16.525386113000007 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 6 -6 -7 9 12 11 -10 -9 15 -11 16 -13 -18 -19 20 22 23 -20 -22 25 -25 28 -28 -26 -30
right_child=1 -3 3 -5 5 7 -8 8 10 14 -12 13 -14 -15 -16 -17 17 18 19 -21 21 -23 -24 24 26 -27 27 -29 29 -31
leaf_value=0.015513239215831908 -0.031477104364432677 0.0050947806136788301 -0.027208885965746551 0.015626244375793141 0.012721356817799314 0.018260713215943948 -0.031369785583080928 -0.027609301614456561 -0.030984091570584776 -0.033437922359512554 0.027613446294619162 -0.022998572672217353 0.0091846508907625427 0.0098539263458850834 -0.007879738770543052 0.011333531256771071 -0.018121157554721146 0.022114189471703287 -0.0097583042129781635 -0.021466022285696051 -0.022656850023686788 -0.031247639769741417 0.0093496921289527388 -0.029218546614378251 0.0011994569726877236 0.029244626110565889 0.014569762315030346 -0.0026345058382038142 0.01231698568757366 -0.017891900783057198
leaf_weight=2.0070809778408139 0.84758958849124499 0.52201514234184287 1.1689721565926436 0.47545515000820149 0.90293979644775335 3.1414488906011675 1.8174087969237005 0.79113656870322202 1.1190291210077692 1.9519028357026402 1.5955476406961668 2.4585537186358115 3.2496857518272009 8.3602828858420235 1.2582456320524213 4.2884258944541207 1.7315872700419266 2.3190562957897773 4.4612953886389759 1.5981357917189587 1.8732970999553789 1.9004467133199785 18.814711619445006 1.5678873215365445 138.34388038048928 0.27274048328399647 7.5460121911019069 4.2396673187613487 3.8831787537783367 7.2434353716671467
leaf_count=52 20 57 183 3 12 53 185 156 45 79 13 60 48 56 6 28 39 20 26 12 14 67 174 733 1755 1 41 33 21 42
internal_value=0.000744272 -0.017538 0.000852959 -0.0148239 0.000965663 0.000836883 -0.016735 0.00105027 0.000805488 -0.00926465 0.00114731 0.000948138 0.00198091 0.00111757 -0.0234202 0.000756959 0.000528177 0.000823597 0.000992637 0.000737182 0.000923795 0.000259358 0.00568728 0.000622317 0.000889697 -0.0205556 0.00113448 0.00838086 0.000563106 -0.00734903
internal_weight=231.751 1.3696 230.381 1.64443 228.737 226.73 2.72035 224.01 220.868 7.25097 213.617 212.022 4.04082 210.903 3.21015 202.542 198.254 195.795 194.064 191.745 190.147 166.871 23.276 164.97 163.097 1.84063 161.256 11.7857 149.47 11.1266
internal_count=4034 77 3957 186 3771 3719 197 3522 3469 289 3180 3167 204 3122 85 3066 3038 2978 2939 2919 2907 2707 200 2640 2626 734 1892 74 1818 63
is_linear=0
shrinkage=0.0263131


Tree=309
num_leaves=31
num_cat=0
split_feature=16 15 6 0 16 6 18 18 7 4 19 13 2 4 9 18 15 15 6 5 9 9 15 3 4 9 19 14 16 3
split_gain=0.588289 1.481 0.846945 0.995737 2.2876 1.84602 1.17892 1.0696 1.67356 0.825101 2.0108 1.61377 1.31644 1.89102 1.43235 3.36725 2.0679 1.40223 1.36205 2.34921 0.964781 1.06765 0.941012 1.02797 1.12442 0.87491 0.852783 0.757196 0.720502 0.729488
threshold=18.684956306450005 34.040719645900005 15.51536251395 93.953546284800012 18.404956961200003 13.835323260100003 14.080666281050002 12.909082926650003 19.078733418100004 169.14490639835003 12.651020723000002 108.49810477050001 82.82761181390002 191.03149642590003 206.08934059370003 15.625782642300001 24.006097767650004 20.313914079200003 13.65531905435 14.250977471750002 209.21153814325001 219.59809404590001 23.378903124350003 78.908934586800015 264.30477453730003 219.21617201485003 10.550851274900003 254.98525786880001 18.734956189500004 84.643415779050017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 9 -1 -6 8 -7 10 -5 12 -11 -14 18 -16 17 20 19 22 -17 -22 23 24 27 -19 -23 -15 -2 -30
right_child=28 -3 -4 4 6 7 -8 -9 -10 11 -12 -13 13 14 15 16 -18 25 -20 -21 21 26 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.027536594769618648 0.014574068271249432 -0.032152467482917779 -0.019910850109613906 0.0021661093844758594 0.0067595484579534883 0.022674370237953261 -0.032800811346800039 0.02181867330448551 -0.046059090393239903 0.010141046209433176 -0.029372555522397845 0.02557231321950312 -0.029821056174938607 -0.0017021384962072476 -0.033786873249775147 -0.034550184333310016 0.013766466996532618 -0.035191481680909201 0.014448143824837927 -0.028641741448657426 0.012342171035576374 0.023532870590110541 -0.027432472476351256 0.018262491968405185 -0.028309769724594935 -0.0075389016726638081 -0.030892777178347163 0.027652052477480003 0.0073956908044473567 0.00074725856795235712
leaf_weight=0.79399475058016733 2.8714716564863911 1.0841895615449164 1.6072294743789814 3.8599549478967665 0.67604866996407453 0.5397748015820979 2.3438429688103497 4.0294673597090878 0.45452638773713261 7.2438109174254341 2.2167583948466927 1.7920100279152382 1.6508827321231354 2.481946099753261 2.6345207225531331 0.49575477675534596 4.3297779441345483 1.7206780465785416 6.1132455980405203 1.8028416719607765 3.0895536911557429 0.26340969357988775 0.58850614019320335 3.2876751445874106 0.86268446072062932 1.4845940900559069 0.84005864232312888 0.81246242961788073 12.417348479852079 154.85319060081383
leaf_count=113 29 90 354 46 23 4 103 58 66 117 32 9 85 147 61 13 69 46 39 154 73 27 85 62 499 38 70 33 66 1423
internal_value=0.000677856 -0.00159062 -0.00101949 -0.000481226 -0.00167032 0.00985906 -0.0239446 0.0157694 -0.00874586 -0.000256309 -0.00933906 0.00107383 -3.19372e-05 -0.00230225 -0.000827609 -0.00672359 -0.000890822 -0.00893014 0.00466506 -0.00141523 0.000266684 0.0043832 0.004695 0.00723466 -0.0014868 -0.0223836 -0.0179008 0.00553715 0.00146583 0.00124081
internal_weight=229.242 59.1002 58.016 56.4088 50.591 5.81776 3.01989 5.02377 0.994301 47.5711 6.07671 41.4944 39.7024 32.4586 30.8077 14.8583 12.2238 7.89405 15.9494 9.83612 4.68878 4.19302 8.03327 7.44477 4.15709 3.20527 1.10347 3.29441 170.142 167.271
internal_count=4034 2516 2426 2072 1831 241 126 128 70 1705 78 1627 1618 1501 1416 397 336 267 1019 980 183 170 826 741 679 84 97 180 1518 1489
is_linear=0
shrinkage=0.0263922


Tree=310
num_leaves=31
num_cat=0
split_feature=15 10 6 15 17 0 3 2 17 10 10 4 9 9 8 0 16 7 7 15 2 5 6 9 6 10 2 6 10 10
split_gain=0.586753 0.719767 0.581654 1.81117 1.94496 1.10141 2.33332 2.12141 3.00561 2.57904 3.10702 1.6439 1.59307 1.48943 3.79715 2.30255 2.22965 1.79154 1.52919 1.42635 1.41824 1.37187 1.10357 2.30076 1.4453 1.16462 2.24248 2.4765 1.94862 4.66335
threshold=50.314162856800003 61.778079379550007 14.825346391850003 38.62622401090001 209.55094140555002 87.170566421650008 92.703413254150021 253.13454704850002 204.49254535040004 64.307918480350011 67.074341896550024 377.6847677435 206.57490536735003 201.32298960505003 8.543332867800002 89.705782438650019 19.974953289850003 23.699538637550003 23.478650568600006 30.046989284200006 99.475185412350015 32.00428233840001 16.375382608200002 194.04304600165003 16.465384711100004 62.025417527550012 154.31016903475003 16.525386113000007 61.977025281250008 61.950140699950005
decision_type=2 2 2 2 2 2 2 2 2 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 13 -10 -11 21 -13 14 15 18 19 -15 -7 -17 -18 22 23 -8 -24 28 -27 -28 29 -26
right_child=1 -3 5 4 -6 7 11 -9 9 10 -12 12 -14 17 -16 16 20 -19 -20 -21 -22 -23 24 -25 25 26 27 -29 -30 -31
leaf_value=-0.00045458019497137591 0.0084687700639683103 -0.031740332017929945 -0.025276285727396076 -0.043838234917947888 0.0080083726712430053 0.026772332693921885 -0.030319292123013663 0.022430167921709598 -0.043089957835428933 0.01038892695991683 -0.034252768713270647 -0.036581389815275735 0.010285451994772274 0.027713234884595546 -0.025445335260489838 0.020194034416364436 -0.0020076840234361224 0.0067641170271467155 0.0038105898114617672 -0.0049062393651495249 -0.030648243661044926 0.027526830474607047 0.0074677026973580165 0.0045896112114449904 0.0012633845623979153 -6.5686306988612707e-05 -0.043964863061272973 -0.0030776217899808169 0.010730727241564285 -0.038384416576771552
leaf_weight=70.166454607184278 0.58354569971561321 0.98825938388472423 2.9303713627159587 1.6381508350605138 0.93761673290282477 5.571418201318016 2.759898320073261 5.2274388018995515 1.8257049955427636 3.9788527451455593 1.8977224435657261 1.8291642977856093 0.88786763325333584 4.8481302801519623 3.5805876199156037 4.1238532960414869 3.1671646479517221 10.992552153766153 4.1864302232861519 3.4075826816260815 2.5903138443827629 1.6260558822541487 25.635239364171866 3.566943941405043 25.67268319736468 10.676912666764109 2.4452413553372017 2.4382230646442622 13.51992210454773 2.702260569902136
leaf_count=2238 5 45 39 43 15 38 73 61 20 26 35 65 11 27 25 28 33 83 19 25 22 46 219 34 457 101 25 17 133 26
internal_value=0.000666664 -0.0168124 0.000788861 -0.00132249 -0.0249653 0.0017987 -5.04961e-05 0.00502627 0.00321289 -0.0132864 -0.00402722 0.000737906 -0.0212663 0.00620531 0.0020586 0.00633166 -0.00144394 0.0131757 0.016921 0.00883747 -0.0148932 0.00139458 0.000919369 -0.0106384 0.00179942 -0.000729639 -0.00743619 -0.0235506 0.00176127 -0.00251244
internal_weight=226.403 1.57181 224.831 72.7422 2.57577 152.089 96.6908 55.3978 50.1703 7.70228 5.87658 93.7604 2.71703 42.468 26.6274 23.0468 13.2889 15.8407 9.75785 7.53144 5.75748 91.0434 89.4173 6.32684 83.0905 57.4552 15.5604 4.88346 41.8949 28.3749
internal_count=4034 50 3984 2296 58 1688 1246 442 381 81 61 1207 76 300 190 165 108 110 57 53 55 1131 1085 107 978 759 143 42 616 483
is_linear=0
shrinkage=0.0287079


Tree=311
num_leaves=31
num_cat=0
split_feature=16 16 2 0 6 13 17 7 10 16 16 17 15 2 6 6 4 19 7 16 18 5 16 10 3 18 16 13 17 16
split_gain=2.74963 4.07099 3.81408 3.21849 3.02265 3.53093 2.49263 2.15928 3.10053 2.37462 4.10917 2.13146 3.31194 1.91111 2.98959 2.82533 4.17098 2.48946 2.80727 2.43327 2.74508 1.74302 1.63849 1.61967 3.55722 2.8183 2.00007 1.82424 1.72082 1.57587
threshold=20.404952284350003 19.974953289850003 322.38159739250005 86.643628628100018 16.375382608200002 117.38883580790001 162.13109061465002 19.078733418100004 64.730006406800015 19.644954061550003 19.284954903400003 198.49975298390004 44.521563843850011 323.54008319340005 15.035351298550003 16.435384010100005 270.14719820550005 14.451165964200003 23.032902590750002 22.644947046300004 13.843998451900001 20.374719724350005 22.534947303500005 70.206395618550019 84.643415779050017 14.118140587000001 19.199955102150003 105.33378955095002 182.96786557845004 18.684956306450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -2 -1 -8 -9 10 23 21 -13 14 -5 17 -17 18 -16 20 -19 -6 -20 26 -25 -26 27 28 -10 -29
right_child=3 -3 -4 13 11 -7 7 8 9 -11 -12 12 -14 -15 15 16 -18 19 22 -21 -22 -23 -24 24 25 -27 -28 29 -30 -31
leaf_value=-0.00283008454355315 0.0010019367024125974 -0.0026387018559409343 -0.0028454411927175808 -0.00098249099923130418 0.0018184149338474327 -0.0030197978219126636 0.0017743759137663526 -0.0028666736317354401 0.00075967458579520749 0.0016334437615732294 -0.0029062384855514899 -0.0033100490174906481 0.00058477209132704044 0.0021669489979671912 3.0143926910151273e-05 0.00066468843650905381 -0.0023656283994511725 0.0010982928987188327 0.0024805974194315105 0.0018056415158054678 -0.0018181844319351871 0.00028035695461093842 0.0010182479646616129 0.00014624219266279987 0.0010581229552462787 -0.0028903291583156536 -0.0015105611571384356 0.00062094814619721511 -0.0037142801533944967 0.0023382753072810469
leaf_weight=1.9043920408585098 2.2998833432793608 3.957334814593195 3.0107668267446561 6.2547911219298831 5.2956798896193495 4.1001539630815387 5.3718932144111013 2.3470418023644006 1.5250070285983448 6.8306361390277734 3.0756726730614892 2.7687282077968112 3.1500995103269815 6.87544260919094 5.7002106457948711 15.921249516308309 3.7967229671776286 4.030330263078211 17.605209387838844 4.9139467477798453 4.7399203777313232 81.617240813560784 7.3221277073025695 68.584135708922986 1.6404118807986368 4.7618300849571824 2.1972147300839415 7.2336623985320312 0.93662632163614024 7.1921328902244568
leaf_count=319 12 49 279 39 32 60 83 239 44 27 28 30 26 52 29 68 42 18 111 22 36 510 34 1414 30 251 16 80 25 29
internal_value=0.000255058 -4.73132e-05 4.06283e-05 0.000461737 0.000152289 -0.00157457 0.000117118 0.000167367 8.61752e-05 0.000152829 4.87228e-05 0.000271342 -0.00123716 0.000859705 0.000731826 0.00089929 8.11967e-05 0.00126333 0.00167493 0.000342092 -0.00047793 0.000374072 0.00205105 0.000145336 -2.66396e-05 -0.00187864 0.000821053 0.00112442 -0.000942619 0.00147714
internal_weight=296.96 120.569 116.611 176.392 99.2318 6.40004 113.601 111.696 106.324 103.977 97.1467 92.8317 5.91883 77.16 70.2845 64.0297 19.718 44.3117 30.6275 13.6842 8.77025 86.9129 24.9273 94.071 74.9864 6.40224 19.0846 16.8874 2.46163 14.4258
internal_count=4034 2913 2864 1121 670 72 2585 2266 2183 1944 1917 598 56 451 399 360 110 250 174 76 54 542 145 1889 1695 281 194 178 69 109
is_linear=0
shrinkage=0.00259795


Tree=312
num_leaves=31
num_cat=0
split_feature=16 15 6 13 16 6 10 17 12 8 19 12 16 5 15 5 5 5 10 10 12 16 18 0 13 18 7 6 18 7
split_gain=3.4326 3.01379 1.95496 2.27323 2.31295 3.10138 2.79624 2.93222 1.9971 3.04841 1.82825 3.05535 1.71051 1.98947 1.63683 2.43263 1.90959 1.76578 1.36634 2.17956 1.96448 1.56675 1.93743 2.73242 4.16108 2.82647 2.64815 4.41765 2.45402 1.88941
threshold=18.684956306450005 34.040719645900005 15.51536251395 109.72404167800001 15.584963555600002 11.075258771650001 71.015621515800021 236.15709471040003 151.46967002190004 8.2435668022500028 12.551012654050002 145.97209859650005 15.404963976500001 13.154029769200003 46.074827201850006 24.367802910700004 24.458659404000002 25.322158499750007 60.613977009100005 58.167480110400007 335.9827356823501 18.734956189500004 13.946975448150001 96.163458868000006 109.49014582065001 14.118140587000001 24.385896469550001 15.885371159150003 15.042884401850001 23.851446749400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -6 8 9 10 -8 -12 13 -7 18 -16 -17 -18 19 -2 21 -20 -23 24 28 -26 29 -28 -24 -27
right_child=14 -3 -4 -5 6 12 7 -9 -10 -11 11 -13 -14 -15 15 16 17 -19 20 -21 -22 22 23 -25 25 26 27 -29 -30 -31
leaf_value=-0.0023323173860496389 0.0003087992264066938 -0.0038661947732071054 -0.0024323700147974546 0.0023593362458630609 0.00060375279526485445 0.002419527634319775 0.0024980689453787202 0.0015448948463765845 -0.0034222834919487581 -0.0035766870829237528 -0.0023748928997215308 0.002870111504326445 0.001645441442693539 -8.2289060866977986e-05 -0.0038174971948256673 0.0031122204447210353 -0.0026297809711720659 0.00034774396792899452 0.0024988876295912164 -0.0028929354655791448 0.0023352184582820104 0.00077870914768794536 -0.003761380951393748 0.0014403792061423765 -0.0013023307562625435 -0.00040100579559390072 -0.0033899490170893804 0.0012174887201986538 -8.3492229679160354e-05 0.0021283990996722449
leaf_weight=3.7756838768837033 8.9529362390749139 2.0413134554401031 3.2221244366373858 3.6645476184785357 8.979045702377336 3.3645394267514375 1.9340849965810827 2.6079619191586962 5.677735998062416 3.380364278331399 3.9196707215160131 1.4211312653496859 10.358512595295904 26.457006030657794 1.8020047955214966 1.6056288285180915 2.6303047304972988 6.4741080370731652 4.0856583118438712 2.5697871013544491 6.5148199535906306 128.26552764512599 4.5878531606867901 10.67796211875975 8.8402471952140349 3.6847068509086993 3.3186035454273206 4.7534750998020172 2.710062438622117 11.212335232645271
leaf_count=908 140 90 354 20 146 33 13 36 221 111 101 11 41 431 40 17 45 80 24 83 62 664 78 39 61 27 29 36 38 55
internal_value=0.000347693 -0.000189986 -9.47087e-05 5.00283e-06 -0.000115032 0.000323091 -0.000804789 -0.00147251 -0.00195432 -0.0011721 -5.47796e-05 -0.000979252 0.000572617 0.000199972 0.000551968 -0.000523325 3.09315e-05 -0.000512476 0.00061918 -0.000405249 0.000681751 0.000622609 0.000579555 6.64574e-05 -0.000308682 0.000170114 0.000736821 -0.000676727 -0.00239561 0.00150276
internal_weight=293.49 80.8037 78.7624 75.5403 71.8757 43.9557 27.92 18.9409 16.333 10.6553 7.27489 5.3408 40.1801 29.8215 212.686 12.512 10.71 9.10441 200.174 11.5227 188.651 182.136 178.051 49.7852 39.1073 31.8094 22.9691 8.07208 7.29792 14.897
internal_count=4034 2516 2426 2072 2052 1413 639 493 457 236 125 112 505 464 1518 182 142 125 1336 223 1113 1051 1027 363 324 208 147 65 116 82
is_linear=0
shrinkage=0.00306446


Tree=313
num_leaves=31
num_cat=0
split_feature=9 7 0 15 5 13 16 15 18 15 19 5 5 17 6 16 12 12 13 18 17 9 16 17 10 3 18 10 8 5
split_gain=0.590339 0.553443 0.561109 0.546195 1.25978 0.950343 0.630131 1.6357 2.19187 1.86376 2.08541 1.49805 1.44808 1.26731 1.10715 1.03271 1.00091 1.42593 1.04204 1.42622 0.973996 1.00428 1.07304 0.952093 1.30987 0.926279 1.01391 1.5514 2.44336 0.857544
threshold=233.77854820110002 28.8637720374 104.60521739760001 46.683480308100009 25.322158499750007 117.56896250265002 18.684956306450005 28.626568391100005 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 174.23065882520004 14.935348962050002 16.484961451000004 206.61091615435004 194.21446734015004 102.94912718925001 17.399600107550004 162.57770630285003 210.65484416470002 15.164964537700001 212.37354083175003 67.074341896550024 76.172084209950015 15.946034773700001 75.634392583900009 7.7439566930000003 12.451585980350002
decision_type=2 2 2 2 2 2 2 2 2 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 -6 7 9 -9 10 16 15 -13 -14 -10 -12 17 20 19 29 -1 25 -23 -8 -25 -22 27 -27 -29 -18
right_child=1 2 -4 4 5 -7 23 8 14 -11 11 12 13 -15 -16 -17 18 -19 -20 -21 21 22 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.03004489180270694 -0.033004038294936713 0.029511541768581066 -0.029681293011869031 -0.024182652367106372 -0.021305829578620247 0.0075977443375929623 0.0015889447759669122 0.01122406730181021 -0.032274228756132846 0.021985686953477978 -0.030095375080383784 -0.032632625441333996 -0.043250008660509903 0.0051147235427027793 0.0027207180466827232 0.0070066235369904816 0.016194374211237355 -0.027386214378293486 0.024797907251360839 0.018927834118237948 -0.028372001073216684 -0.0024261000053869388 -0.032621519714697893 0.029006034870142118 0.0013030173727828047 0.0072275243297982303 0.014898284047409652 0.0050950846043273067 -0.037351888527750156 -0.031598617350426884
leaf_weight=0.75413550391386408 0.77386167761869618 0.29427237808704376 0.21645695608458482 2.2225777336861929 1.1462796592386437 3.9005903960205615 156.32628271298017 1.7838346890639503 3.576638747821562 2.8919524472439653 0.70405676541849782 3.5344410962425172 0.53389772927039336 2.0120442479965277 0.87664357572793949 3.4337246315553784 0.40169500574120265 1.4165580116678018 2.8116688222798984 1.6949482440977588 0.64009744579380523 4.9378548717359072 1.1254458408802746 2.3771943673491469 3.0151473432779312 11.531034409941642 6.5666702002054071 2.57646966271568 1.7897759317420421 1.0744106318597912
leaf_count=249 20 2 55 57 40 39 1324 32 238 27 60 127 82 85 8 102 156 99 39 263 285 76 21 29 24 229 60 82 28 96
internal_value=0.000741384 -0.0181232 0.00442448 0.000848774 -0.00667651 0.00103297 0.00109927 -0.00143308 -0.0149149 0.000234306 -0.0010889 -0.0122594 -0.021074 -0.00502762 -0.0253854 0.0006936 0.00196949 -2.73674e-05 0.0124292 0.00146229 0.00126787 0.00207748 -0.00803085 0.00198663 0.0135158 0.00473025 0.00567348 0.001863 -0.0123044 -0.0185926
internal_weight=226.941 1.28459 0.510729 225.656 7.26945 5.04687 218.387 56.668 6.23712 50.4309 47.5389 10.2182 6.08038 2.54594 4.45328 4.13778 37.3208 31.338 5.98272 3.17105 29.9215 29.1673 6.0633 161.719 5.39234 23.104 22.464 15.8973 4.36625 1.47611
internal_count=4034 77 57 3957 136 79 3821 2444 278 2166 2139 456 294 167 246 162 1683 1129 554 515 1030 781 97 1377 53 684 399 339 110 252
is_linear=0
shrinkage=0.0279068


Tree=314
num_leaves=31
num_cat=0
split_feature=10 9 15 10 5 7 7 2 5 12 2 10 2 16 7 7 7 17 6 18 2 15 17 6 10 10 9 17 16 5
split_gain=0.618524 0.52792 0.521651 0.64647 0.551486 1.53325 1.61488 1.33486 1.16836 1.05322 1.01111 2.50435 2.49902 1.79091 1.68138 2.29545 1.29128 1.08427 1.03185 0.976423 0.952922 0.892119 0.910614 1.06161 0.736057 1.87366 3.41131 2.9337 1.60296 1.57756
threshold=54.879495816850003 233.77854820110002 50.314162856800003 61.778079379550007 25.767562150000003 21.725272673150005 20.752538901500003 319.18044405035005 24.453399453300005 69.826413229550027 49.864842700850012 61.622148808000013 54.465024697200008 22.724946859200003 22.105125139000005 20.861906850000004 22.181995028450004 172.24349499320002 17.755414852450006 12.348791801350002 122.61368745920002 45.858046225550005 187.77231677760003 16.425383776450001 61.901748453550006 61.977025281250008 195.41812862360004 191.86029796145002 22.654947022900004 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 2 4 -4 8 6 7 9 10 -6 -2 20 -13 14 15 17 -16 -14 24 -11 -12 -10 -23 -24 -18 26 -26 -28 29 -27
right_child=1 -3 3 -5 5 -7 -8 -9 21 19 11 12 13 -15 16 -17 18 -19 -20 -21 -22 22 23 -25 25 28 27 -29 -30 -31
leaf_value=-0.028301108069232181 0.012717313322063335 -0.017359052561103604 0.0071496397415497116 -0.029595067025549048 -0.032864762126976206 0.0219316642464625 -0.03281412349061099 -0.028770807020874638 -0.034148642388256385 0.016332721306297059 -0.0079045628408834796 -0.030356503671649302 -0.027798145687974299 0.017898338992586516 0.020041872403460437 -0.033101148476089512 0.011034658223134102 0.023783099236633153 -0.01773695422553051 -0.014334730671251796 -0.044480933427152515 0.011145800691833924 0.0007262300443152751 -0.030957143677085935 -0.023960916430425062 0.0006427780563550325 0.018880436944768604 -0.013720760384881471 0.010985380396830471 0.030425012365989112
leaf_weight=0.53824121016077597 5.1929707472445434 1.1747901720227663 0.57453195750713237 0.8958446501637809 0.41464396659284641 3.3974852252285919 0.9509598915465175 0.77612515864893783 1.042067740287165 5.0345350437564775 0.9202932429616334 1.8469228716567148 0.41108503853320089 4.608509548008441 2.6237702718935898 2.4027306555362884 5.3542374260723582 1.0823612360691184 2.1376694440841666 0.8937386784236877 1.199386927866726 1.4645821461454032 1.5845971039962026 1.5097946436144409 6.0391247160732737 148.21166564979649 4.1181439459323865 3.9568279646337032 12.493924663052892 1.3117669541388739
leaf_count=125 37 77 5 45 10 31 36 37 85 95 19 34 79 27 21 167 22 17 17 136 35 10 18 38 46 2622 15 30 83 15
internal_value=0.000648818 0.000718498 0.000813968 -0.0152375 0.000920773 0.0066943 0.000279345 0.00469996 0.000604763 0.00879548 0.000939402 0.000631618 0.000946794 0.00124366 0.000839998 -0.0167391 0.00120774 0.00958488 0.000938625 0.0117093 -0.0286007 -0.0115781 -0.00641903 -0.0147325 0.0011586 0.000858376 -0.00859009 0.00290548 0.00168148 0.000904057
internal_weight=224.163 223.625 222.45 1.47038 220.98 11.4675 8.07 7.11904 209.512 6.34292 203.911 198.718 196.599 194.752 190.143 3.89618 186.247 1.49345 183.623 5.92827 2.11968 5.60104 4.55897 3.09439 181.486 176.131 14.1141 8.07497 162.017 149.523
internal_count=4034 3909 3832 50 3782 345 314 278 3437 241 3286 3249 3195 3161 3134 263 2871 96 2850 231 54 151 66 56 2833 2811 91 45 2720 2637
is_linear=0
shrinkage=0.0270383


Tree=315
num_leaves=31
num_cat=0
split_feature=10 13 18 13 13 18 3 15 2 10 2 2 16 18 6 19 7 18 15 7 9 16 8 18 7 9 18 10 8 4
split_gain=0.555012 0.516174 0.738068 0.696655 1.46144 0.585728 0.503255 0.441807 1.06619 0.843843 1.26823 0.728637 0.46273 1.68831 2.93922 1.36958 2.07492 2.86782 2.07398 1.35917 1.27702 1.25117 2.04139 1.268 2.17074 2.00927 1.91867 1.88228 2.42304 1.66263
threshold=54.879495816850003 95.862351557400004 19.424700258350004 96.526400715600019 98.050756475600011 19.470168882350006 74.386948011350015 46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 184.38272419390003 22.624947093000003 13.531614672700002 16.375382608200002 14.351157895250003 22.516377366000004 13.3584252364 41.29990759910001 20.873561687950005 192.39832633775004 22.614947116400003 8.4434108459500017 13.552878921100001 23.433599577300004 196.26893085885004 13.4793103924 68.34060567600001 8.2435668022500028 165.86037890555002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -4 -5 12 11 -10 -11 -9 21 14 -14 18 19 20 -16 -17 -18 23 -23 24 26 27 -6 28 -25 -29
right_child=1 3 5 4 7 -7 -8 8 9 10 -12 -13 13 -15 15 16 17 -19 -20 -21 -22 22 -24 25 -26 -27 -28 29 -30 -31
leaf_value=-0.022478201984170981 -0.022316064767401434 0.014639198845365424 0.023471032600114249 0.014470277362914084 0.0033339124108969893 -0.021666238402299396 -0.024012126300696053 -0.002241508342175087 0.0098517893382101436 0.0094570674097342339 -0.023706193478419523 -0.027343092254301656 -0.020703009372285697 0.0097451444080701236 -0.014161980539917459 0.012941330399131038 0.02205970176888564 -0.0078083586008975822 0.0045654896069765296 -0.0052507663000663628 0.007837514863321255 0.0023658308737277939 -0.020471703525842037 -0.034349372715760482 0.019616098763753906 0.00082208414014181162 -0.019269915860003987 -0.01876766958507891 -0.0067738847464961912 0.001402721851069242
leaf_weight=0.48889536337810469 1.0547181053261727 1.6337512903264713 0.38506922149099398 0.1772676930995648 38.232807834545383 0.20472978026373312 1.4535532761656211 0.91362818994093631 2.4458775469101965 0.98264924064278636 1.1798704668763091 1.3064932312117887 2.8276381064206353 11.856556647457181 5.2478751018643361 2.3505337759852436 5.9326100349426252 3.2702552941627792 5.7748855110257864 10.174255091696976 5.8099336447194219 3.834263762459158 3.4636579086072743 2.2547967587597695 3.6753810718655577 85.444562690798193 1.8294793445384119 2.3008444025181225 4.3198812939226627 10.906451011105672
leaf_count=125 712 46 17 8 672 243 157 26 18 6 45 41 27 101 32 15 36 25 33 92 40 32 33 38 59 1024 18 26 36 251
internal_value=0.000470551 0.000521262 -0.011514 0.000611391 0.000506246 0.00780308 -0.0198291 0.000659542 -0.00473784 0.0011759 -0.0086368 -0.0170132 0.000835461 0.00257146 0.000516391 0.00207241 0.0046434 0.0100495 -0.00435055 -0.00183665 0.0150229 0.000243939 -0.00847306 0.000670995 0.00375666 -0.00061157 0.00230169 -0.00680397 -0.0162309 -0.00211116
internal_weight=221.733 221.244 1.64452 219.6 217.966 0.589799 1.63082 216.335 6.82852 4.6084 2.16252 2.22012 209.507 53.2445 41.388 38.5603 27.5376 15.0128 11.0228 12.5248 11.7425 156.262 7.29792 148.964 43.7377 105.227 40.0623 19.782 6.57468 13.2073
internal_count=4034 3909 972 2937 2891 260 165 2726 136 69 51 67 2590 401 300 273 208 101 65 107 76 2189 65 2124 749 1375 690 351 74 277
is_linear=0
shrinkage=0.0215623


Tree=316
num_leaves=31
num_cat=0
split_feature=16 16 2 3 8 17 13 0 0 16 16 15 19 2 17 16 13 16 5 5 2 19 5 2 10 5 2 13 15 3
split_gain=2.36221 3.38749 3.30346 2.56863 2.20189 1.83904 1.85469 3.44072 5.32431 1.94299 1.78292 1.69218 4.11961 2.08006 2.03493 1.75415 3.48548 1.80067 2.00887 2.07847 1.64615 1.56916 1.44936 1.97201 1.43691 1.41165 2.18425 1.80331 1.35305 2.30207
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.499196860750018 8.9430209551500024 162.13109061465002 109.72404167800001 93.399723909900004 92.805574663100018 19.284954903400003 18.554956610400005 45.169600924000008 14.451165964200003 309.00014058725003 208.52245219595002 20.664951676350004 113.97180552410002 22.494947397000004 22.649179082500002 20.482113285800001 91.751571794600025 14.551174033150001 21.072048321250005 105.22786026870001 61.966271448700006 22.246947245750004 189.95856246190002 117.55283175385001 33.593648142250011 103.48681881535002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 9 8 10 -7 -8 13 -13 14 15 -2 -17 20 19 -19 -18 -16 23 -21 -20 26 27 -24 29 -5
right_child=3 -3 -4 28 -6 6 7 -9 -10 -11 -12 12 -14 -15 21 16 17 18 24 22 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0032142740306742184 0.0025047536874966375 -0.0028617336013319092 -0.0032628818049763144 0.0024939204209212611 -0.00091794296619701339 8.6963331729350858e-05 -0.0031203173674871788 0.0030588898796422475 -0.0056820659309691031 -0.0028356499768720585 0.0012754053748744592 -0.003365377565826058 0.0013687858622060502 0.0029240594691728574 -0.0032976582644810778 -0.0013392339456057395 2.2913225938545107e-05 0.0017347343441720753 0.0029532257865632272 0.00081039624611972932 0.0025047885561841773 0.00061230331018517748 -0.00085467321233125622 -0.0020151717495532806 0.00099812219152959659 -0.0009583053281625219 0.0023781804988074959 0.0013692379389302679 -0.00013415278448855966 -0.0016416365878663382
leaf_weight=1.4491363693377923 6.5747325383126727 3.6867671078070989 2.6264632790698661 4.4292680043727151 6.2495959214866152 87.107138580933679 0.91353929671459155 5.4793089851737014 1.2502480894327153 2.1000997759401789 9.3007430485449714 2.7501375302672377 4.1690076030790806 4.9301050975918761 1.7728345282375806 5.8484441190958014 3.0231278613209716 9.5949431732296926 5.8355163708329192 3.7589523382484895 11.863704875111578 1.9355474971234796 6.8905226513743454 5.4625972621142864 8.0828176736831647 4.5905845090746871 6.1095315590500823 6.2852791324257851 51.706149740377441 1.671296678483486
leaf_count=319 32 49 279 23 39 1950 162 20 10 24 100 32 27 47 28 34 16 50 20 20 94 13 32 38 34 29 25 25 420 43
internal_value=0.000301309 -3.06376e-05 6.40545e-05 0.000532534 0.000810776 0.000145263 0.000191126 0.00110177 0.0001664 1.81597e-05 0.000882263 0.00091938 -0.000512892 0.00102645 0.000919686 0.00101587 0.000889306 0.0010716 0.000827252 0.000504308 0.00200078 -0.0012569 0.000147608 -0.000863394 0.00181784 0.000538085 0.000894279 0.000206204 2.36314e-05 0.00136095
internal_weight=277.448 113.913 110.227 163.535 105.728 107.6 106.151 16.9438 11.4645 89.2072 10.2143 99.4784 6.91915 92.5592 87.6291 83.9208 77.346 71.4976 56.6107 42.6924 14.8868 3.70838 33.0975 9.22155 13.9183 23.8759 19.2853 13.1758 57.8067 6.10056
internal_count=4034 2913 2864 1121 635 2585 2266 292 272 1974 262 596 59 537 490 449 417 383 273 219 110 41 169 58 54 111 82 57 486 66
is_linear=0
shrinkage=0.0030025


Tree=317
num_leaves=31
num_cat=0
split_feature=3 16 10 0 9 7 7 5 7 15 19 17 3 2 13 8 3 17 13 10 6 8 0 6 5 6 18 7 17 15
split_gain=0.505746 0.818895 0.518704 1.09354 1.44981 1.25501 0.88181 1.34977 1.28671 1.17966 1.01994 0.924873 0.874817 0.917977 0.829102 1.57932 1.23888 1.61226 1.18667 1.06721 0.968902 1.49903 2.59346 1.0574 0.637761 1.55331 1.99994 2.39085 2.24374 1.55896
threshold=108.47659710545001 21.094950670800003 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 29.996566321350006 21.147833206800005 27.201366220250005 11.550931964450003 177.64087306825002 95.346167596350014 101.78954948125002 117.69263157665002 8.6432548896500023 93.980430866100008 184.67080164680002 117.67650082785001 61.923256118600001 18.195425133200001 8.8430989333000021 87.278104746850019 16.625388449550005 21.850554661550003 16.455384477450004 13.043896815850003 22.996658327800002 197.20536406400001 39.883592142850006
decision_type=2 2 2 2 2 2 2 2 2 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 -5 8 12 9 10 -7 -11 14 -14 16 -16 18 -18 19 -8 21 23 -23 24 25 29 -27 -28 -29 -21
right_child=1 -3 3 5 -6 6 7 -9 -10 11 -12 -13 13 -15 15 -17 17 -19 -20 20 -22 22 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.014061505866754864 -0.025912526647455084 0.014737829224631935 0.011386136255305129 0.017465001679006845 -0.029691043343467356 0.016062578387601913 0.026775742485762231 0.026007269056824725 -0.020850008402934064 -0.0054079608677208846 -0.030706673338188651 0.026822064178166443 0.006054351306928581 -0.032533769171949986 0.013171737006974119 -0.0074404295878344896 0.0072109565381819609 -0.029607652957345267 -0.01572356729872524 0.0012267486523914674 0.02081740157131768 -0.029075280802979317 0.0014157389361781393 0.016017066557121415 0.0033822156123013156 0.0066400857851447639 -0.034829240228732565 0.0020726720267308461 -0.02680853363562535 -0.026389057522010779
leaf_weight=1.8007192712393578 1.0569318291381922 0.4410816654562949 0.80560804717242662 2.7828718728123922 1.63406481911079 0.41793775436235525 0.99620143524953064 1.3270287681370962 2.9362113955357927 1.0020405990071597 0.97813940909691155 1.2649691104888914 0.6310769347473969 1.0015937108546493 8.2429282329976541 3.2566932509653261 1.2263253186829381 1.9103772343951275 2.7337781265377989 111.82238707739452 1.5014094654470671 2.8712965417653313 4.4930937346071005 2.9220542320981613 44.97116162974271 4.3020804002881041 2.537040635943411 5.4562733769416809 2.4467532057315111 1.2986295432783652
leaf_count=52 183 3 12 53 185 40 7 13 85 39 118 7 11 33 44 31 11 77 22 2436 9 30 39 19 354 16 20 22 39 24
internal_value=0.00056808 -0.0139433 0.000667083 0.000556326 -0.0161269 0.000745345 0.000526435 0.000815373 -0.00849063 0.00141625 -0.0167056 0.0125761 0.000651997 -0.0176183 0.000798948 0.00733437 0.000406471 -0.015213 0.000666589 0.000907982 0.000768403 0.000604021 -0.0104724 0.00106813 0.000815398 -8.73861e-05 -0.00773848 -0.0136635 -0.00686886 0.000909719
internal_weight=221.069 1.49801 219.571 217.77 2.43967 215.33 212.547 205.948 6.5993 3.66309 1.39608 2.26701 204.621 1.63267 202.988 11.4996 191.489 3.1367 188.352 185.618 184.622 183.121 7.36439 175.756 172.834 127.863 14.7421 10.4401 7.90303 113.121
internal_count=4034 186 3848 3796 197 3599 3546 3257 289 204 158 46 3244 44 3200 75 3125 88 3037 3015 3008 2999 69 2930 2911 2557 97 81 61 2460
is_linear=0
shrinkage=0.0250597


Tree=318
num_leaves=31
num_cat=0
split_feature=16 15 3 6 6 5 3 6 0 19 13 16 15 7 10 6 5 3 16 19 0 19 7 0 6 6 8 8 5 9
split_gain=3.19645 2.25529 2.00127 1.84985 1.79778 4.03491 2.75699 2.90972 2.80212 4.5556 1.76062 2.27598 3.36354 1.75497 1.68282 2.35052 1.7885 2.54213 1.84307 1.79627 1.61284 2.49946 1.78026 1.5689 2.74405 3.17719 2.37571 2.19779 1.94033 1.96076
threshold=18.684956306450005 34.040719645900005 93.499196860750018 15.51536251395 13.65531905435 15.363313533450002 80.215525238150022 13.78532209185 93.953546284800012 13.051052998800001 116.60649449195002 22.574947209950004 46.327654127900004 22.356277907050004 71.464594023550021 7.835183067800001 14.050239455300002 77.981416531800008 14.464966174600002 10.350835137000002 85.812895065800021 14.351157895250003 22.907491544400003 85.732241321850012 16.525386113000007 16.455384477450004 8.2435668022500028 8.4434108459500017 30.284449345300001 207.04102956050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 4 5 13 -6 -8 -9 -10 -4 12 -12 -1 -15 -16 19 18 -18 -17 23 -22 -23 24 25 26 -13 -26 29 -29
right_child=2 -3 10 -5 6 -7 7 8 9 -11 11 20 -14 14 15 16 17 -19 -20 -21 21 22 -24 -25 27 -27 -28 28 -30 -31
leaf_value=-0.0034413148293563015 0.00070890860664151053 -0.0037370731360150066 0.0015477251491148958 -0.0024958140919723003 -0.0036649538549607835 -0.0033719442378926656 0.0026896410820947199 0.0018936487153748418 0.00025557058518223844 -0.0036079825148868944 -0.0030977340580621796 0.0024824722284267674 0.0021126022739139392 0.0025662423280661904 -0.0031414824045633517 -0.0031961470905920936 -0.0028049364918889849 -0.0034209840251323313 0.001286089655386095 0.00081214984385967394 -0.0026461134305078757 -0.0010749388777650023 0.0013881041913497095 0.0015051108841487046 0.0018862813154948129 -0.0040370121154053897 -0.0018441546899710824 -0.00010235430922125792 0.0018965052230788973 -0.0034611670463074698
leaf_weight=1.4511560871615063 145.72053064033389 1.6468045529909421 6.7479192791506639 2.9609390131663522 1.4791831113398064 4.1058267980697556 5.2225677277892819 7.3227067543193689 21.579483455047015 3.2661257605068377 4.7463611236307761 2.0827155774459269 1.5205920147709546 2.1887567434459951 2.3315066471695927 1.1052449705312088 1.4182787309400717 2.9176824321039021 3.6782539188861847 17.393467140034772 4.4669073000550261 5.9253977946937066 5.0543633326888084 9.6739944480359537 8.2011205088347214 2.8375391340814531 2.7205150350928307 7.4092377219349128 3.2460917234420767 2.0659462250769138
leaf_count=71 913 90 59 354 29 208 20 130 125 134 127 15 9 13 761 164 48 82 26 261 27 39 23 42 36 73 37 54 16 48
internal_value=0.000313024 -0.000206104 0.000508701 -0.000131955 -3.92009e-05 -0.000524223 0.000417372 0.000578869 0.000236182 -0.00025232 7.1296e-05 -9.48874e-05 -0.00183352 -0.000164288 -1.10492e-05 -0.000206618 5.14697e-05 -0.00115157 0.000147626 0.000572666 0.000108077 -0.000723353 5.88849e-05 0.00044395 8.45477e-05 -0.00147916 3.19021e-05 0.000655608 -0.000137779 -0.000834702
internal_weight=292.487 80.068 212.419 78.4212 75.4602 36.5902 38.8701 37.3909 32.1683 24.8456 66.6987 59.9508 6.26695 32.4843 31.0332 28.8444 26.5129 8.01422 5.09653 18.4987 53.6838 15.4467 10.9798 38.2372 28.5632 7.64077 4.80323 20.9224 12.7213 9.47518
internal_count=4034 2516 1518 2426 2072 1634 438 409 389 259 605 546 136 1426 1355 1342 581 156 74 425 410 89 62 321 279 125 52 154 118 102
is_linear=0
shrinkage=0.00304878


Tree=319
num_leaves=31
num_cat=0
split_feature=16 16 6 3 10 0 16 10 5 18 14 16 5 17 18 7 5 2 5 5 15 15 10 2 18 2 18 17 13 13
split_gain=2.93837 1.98248 2.26079 1.8641 1.90998 3.7973 3.07786 2.97256 2.60257 1.86715 1.80423 1.79403 2.46397 1.7907 1.96076 3.70811 2.45829 1.89541 3.07341 2.16247 3.62687 2.03319 2.36699 1.73818 1.72893 1.70671 1.90812 3.48161 1.90506 2.26038
threshold=18.594956516900002 15.584963555600002 11.075258771650001 93.499196860750018 66.590419433100024 90.407470010750018 19.974953289850003 65.611820673600008 17.679107616400003 13.065205089100003 171.16849715720005 15.404963976500001 13.154029769200003 188.95754880325003 13.314799198000001 23.109894804950002 21.454033346250004 129.61088881085001 21.850554661550003 20.204934414350003 36.346245650200011 46.074827201850006 62.030794443850006 62.922191810850009 13.632440008000001 72.843776848050013 14.85568425095 236.15709471040003 110.06278740240002 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 2 -1 4 5 7 23 9 -8 -2 -3 12 -4 -11 -15 16 -16 -17 19 -19 -21 -20 -23 -6 -5 -12 28 -28 29 -27
right_child=3 10 11 24 6 -7 8 -9 -10 13 25 -13 -14 14 15 17 -18 18 21 20 -22 22 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0023915223569581975 0.0025392530237337316 -0.0035418766214070515 0.0025928251810692338 0.00017600877156971113 0.002354742433438499 0.002999609553681142 0.0014611931502384347 -0.0014220320823074316 -0.0031004982757629712 -0.0012480993888915807 0.0046108878584833765 0.0016545128125365521 -0.00032000299430442493 0.0020824301818768987 0.00028017755160539227 0.0025965827363239316 -0.0035052376850447146 0.0013212674969535461 0.0018065371523791028 -0.0040504022328202837 -4.9707955264711141e-05 0.0013061134529771417 -0.0039205405054863352 0.00027405614649134386 -0.0026325922623382995 -0.00041003477903284966 -0.002795968350198492 0.0014796853951155879 -0.0041549186133653269 0.0029840472210444745
leaf_weight=3.2993084960617116 7.1137774512171736 2.5615810796152827 3.4714294241275665 59.493689424474724 4.8528024516999713 9.0232411324977857 1.8158385362476099 5.9928391799330702 4.8413962759077549 4.2595703601837149 0.62926012277603405 9.3088975641876441 26.271338785532862 12.673276409506796 3.851045034825801 6.6428764387965193 3.4200101122260094 6.5572694391012218 23.713816694915298 3.0835001505911341 10.677626423537729 2.3340536318719383 1.5045967455953357 33.527497314382344 2.4078621398657551 7.3685982609167695 8.4138249286916089 2.6423410875722757 0.9997395076206893 2.8820909431669861
leaf_count=908 29 116 33 555 25 50 9 35 57 23 1 41 537 74 19 73 24 32 114 40 51 20 24 264 54 270 320 38 175 23
internal_value=0.000347526 -0.000239593 0.000191382 0.000539238 0.000739719 0.000988184 0.00018336 0.000790528 -0.00185624 0.000945011 -0.000955439 0.000409601 1.9968e-05 0.000800938 0.000918159 0.000679344 -0.00150033 0.000970069 0.000744364 -0.0002144 -0.000946156 0.0014514 -0.000742525 0.000537138 6.67591e-05 -0.000666573 -0.000815448 -0.00177412 0.000126669 0.000544248
internal_weight=275.635 67.8484 42.351 207.787 145.885 100.847 45.0375 91.8243 6.65723 85.8314 25.4974 39.0517 29.7428 78.7176 74.4581 61.7848 7.27106 54.5137 47.8709 20.3184 13.7611 27.5525 3.83865 38.3803 61.9016 22.9359 22.3066 11.0562 11.2504 10.2507
internal_count=4034 2462 1519 1572 963 608 355 558 66 523 943 611 570 494 471 397 43 354 281 123 91 158 44 289 609 827 826 358 468 293
is_linear=0
shrinkage=0.00324939


Tree=320
num_leaves=31
num_cat=0
split_feature=16 4 16 5 6 2 13 16 16 15 17 6 6 0 17 7 10 3 2 5 16 16 0 13 17 0 6 0 16 0
split_gain=4.30735 3.85668 3.36509 3.07576 2.68829 3.28155 3.94362 2.60121 2.55719 2.52782 2.30868 2.17748 2.14327 2.61009 2.13894 2.07218 2.6833 1.85724 2.60206 2.14506 2.08671 1.97611 2.20608 2.0603 4.24663 1.94932 1.80733 1.67653 1.52298 3.02451
threshold=20.404952284350003 393.99831167250005 19.974953289850003 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 19.644954061550003 19.334954786500003 42.713473568600008 162.13109061465002 16.515385879350003 16.405383309150004 86.329079026800017 203.72643944000004 19.078733418100004 64.730006406800015 93.499196860750018 131.42729508740004 19.749058312400006 22.614947116400003 22.614947116400003 89.705782438650019 117.55283175385001 199.03437346465003 87.278104746850019 5.1651206822000004 90.767723400200012 19.199955102150003 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 4 17 9 -7 8 10 11 -1 -6 14 -14 -5 -12 -17 18 19 -2 -19 22 25 24 -23 -20 -18 -24 29 -28
right_child=3 -3 -4 12 5 6 -8 -9 -10 -11 15 -13 13 -15 -16 16 26 20 21 -21 -22 23 27 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0026707573866383816 0.00045143801304428329 -0.0024411539895427617 -0.0022739116476892256 -0.0029723355026755457 -0.00057457917997057011 -0.0033415761586935168 0.0010739621588969326 0.0015272678812837108 -0.0023978597512798374 0.0020553068713744689 0.0016436344335899343 0.00061432470994630711 -0.00021950487182710324 0.0018624682033214794 0.00060684278377642756 -0.0027400151162185844 -0.0025414187324298036 0.0011977815943741751 0.00054453977252498986 0.0022258098554445937 -0.00086309235395643836 -0.0012905109406510234 0.0021645183007209245 0.0023361276640572813 0.001790322761994772 -0.0012367037858329879 0.0011875607274009956 9.2338789414956373e-05 -0.0013905880269477816 3.9959186696723934e-06
leaf_weight=1.8840934025356535 5.4735447578132179 4.0424621539423233 3.8246572967618695 2.9744607834145418 12.983541920781134 3.1433747783303252 2.0795070715248585 7.3828051304444662 2.6767526497133067 5.6527575887739649 5.1750075930031008 35.85472659394145 23.499165318440649 4.4278873950242987 1.5829123035073278 2.1174493756843722 1.5948119914391998 5.7049269936978799 8.5162461847066897 18.344414830207825 6.507963658310473 4.221642047166827 5.526058688759802 8.2734620943665487 8.042031064629553 6.8666242733597747 15.754353384254498 4.2924502715468407 3.9459698628634206 87.882377259200439
leaf_count=304 34 430 49 53 64 45 8 30 42 20 79 168 260 16 13 212 375 28 34 132 42 20 27 37 45 48 178 27 30 1184
internal_value=0.000283338 -4.78132e-05 2.53501e-05 0.000542751 0.000701236 0.000299997 -0.00158352 9.3831e-05 6.39227e-06 0.000480529 6.0768e-05 0.000298257 -0.000147514 0.000110596 -0.00172918 0.000104955 3.34092e-05 0.000994249 0.00115134 0.00181805 9.95901e-05 0.000804151 0.000337405 0.0013769 0.000729778 -0.000250574 8.71985e-05 0.0012586 0.000126165 0.000183916
internal_weight=310.248 136.281 132.238 173.968 141.483 59.7139 5.22288 128.414 121.031 54.491 118.354 48.8383 32.4844 27.9271 4.55737 116.47 111.295 81.7694 69.5565 23.818 12.2129 45.7385 25.2014 20.5371 12.2637 15.3829 109.178 9.81851 107.583 103.637
internal_count=4034 2913 2483 1121 779 305 53 2434 2404 252 2362 232 342 276 66 2058 1979 474 404 166 70 238 136 102 65 82 1767 54 1392 1362
is_linear=0
shrinkage=0.00248748


Tree=321
num_leaves=31
num_cat=0
split_feature=8 3 19 16 9 10 16 6 5 4 14 8 5 4 5 10 8 8 19 7 3 2 10 16 0 10 16 3 15 10
split_gain=3.89686 2.78251 3.04255 4.06993 2.67399 2.50529 2.31266 2.17203 1.91142 1.88282 3.23571 2.09996 1.84132 1.7408 1.6854 2.0054 1.56387 2.90081 2.61369 2.28981 2.1335 1.86438 1.77268 4.36912 4.06829 2.33308 3.5166 2.58665 2.46848 2.26799
threshold=5.9453602998000008 81.105404879350019 11.850956171350001 17.684958644900004 72.82855515350002 72.378669787950017 13.564968279200002 11.755274660100001 13.8160216159 182.86807653835004 171.16849715720005 7.1444245619500011 15.237417718750002 377.6847677435 29.026000224750003 64.307918480350011 8.8430989333000021 9.5425530862500008 14.451165964200003 21.725272673150005 101.90062851840001 80.683647763550013 66.590419433100024 19.974953289850003 90.407470010750018 65.611820673600008 22.494947397000004 90.525762168450015 34.139075990150012 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 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 6 9 5 13 7 -2 -9 10 -4 -11 -3 14 15 -1 22 18 -18 20 -19 -20 24 29 25 26 27 -14 -28 -24
right_child=1 12 3 -5 -6 -7 -8 8 -10 11 -12 -13 16 -15 -16 -17 17 19 21 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.0021524067221094022 -0.0026324232064768673 0.0021757966573794328 -0.002962557258585363 0.0012129305505221811 -0.0026444170205631727 -0.0025753485556616138 0.0014462647287829895 0.001491969394017498 -0.0014927830418917701 0.00099351726306354422 0.0016992260410358144 -0.0025543618492667422 0.0003585060499061862 -0.0027593276889165764 0.0016027738068488621 0.00040147910307275172 7.0114221351354509e-05 -0.0024104019739248613 -8.182358917902182e-05 0.0019395379763926526 0.0011567086064556381 -0.0031387906077326019 0.0012857426621008449 -0.0019459572917497109 0.0022922205213514514 -0.0010829045680887863 0.0016743457406554422 0.0023582116896785146 0.00035000328328831613 0.00011593656889429621
leaf_weight=2.6045567891560548 2.1118805375881484 3.876081943511962 1.5337444115430146 4.1171596888452759 3.7631037375540464 2.65555683185812 8.0925898887217027 3.4890277432277799 2.1882411316037178 1.1769600689876814 2.3834656961262226 9.3736906149424595 6.2665527835488346 1.266252927831373 4.3557607922703019 7.4099074129480869 6.9057254903018492 1.9929547868669013 1.8037758097052572 5.3324044570326805 2.223420262336731 4.0764885200187564 13.072840653359888 5.6236498653888694 8.9297624453902227 5.2805887609720221 9.5999892391264421 11.48519393801689 108.80133339972235 50.581716700922698
leaf_count=65 333 18 45 43 486 702 36 17 36 35 11 233 33 54 32 121 48 47 15 29 11 47 67 58 47 29 51 90 668 527
internal_value=0.000290785 0.000370506 -0.00029567 -0.000983286 -0.000722464 -0.000327073 0.000508988 -0.000464802 0.000341529 -0.00160827 -0.000126049 -0.00215858 0.000463899 5.47534e-05 0.00030272 -0.000262734 0.000436477 -0.000194684 -0.000974398 0.000849368 -0.000529358 -0.00220106 0.000500659 0.000169306 0.000653325 0.00054985 0.000613175 0.00165229 0.000457381 0.000356182
internal_weight=302.374 280.319 34.4668 18.585 22.0551 18.292 15.8817 7.78915 5.67727 14.4679 3.91721 10.5507 245.852 15.6365 14.3702 10.0145 241.976 22.3348 12.786 9.54878 4.21638 5.88026 219.642 69.2782 150.363 141.434 136.153 17.7517 118.401 63.6546
internal_count=4034 2574 789 367 1460 974 422 386 53 324 56 268 1785 272 218 186 1767 197 110 87 58 62 1570 652 918 871 842 123 719 594
is_linear=0
shrinkage=0.00250357


Tree=322
num_leaves=31
num_cat=0
split_feature=16 16 2 5 6 3 17 6 16 16 2 13 16 16 6 17 10 5 15 14 0 0 9 19 13 4 16 5 16 18
split_gain=4.58909 4.30814 3.60184 3.53715 2.89178 2.56797 2.54842 2.38472 2.23711 2.2276 2.09939 3.86272 1.96635 2.6311 2.90468 2.79222 2.84937 2.23495 2.22576 2.36275 2.26692 1.95425 1.90696 1.94725 1.81871 1.80014 1.74097 2.38811 2.62573 2.25796
threshold=20.404952284350003 19.974953289850003 322.38159739250005 23.730745871350006 16.455384477450004 93.499196860750018 162.13109061465002 16.405383309150004 19.644954061550003 19.334954786500003 198.51835910855002 117.64961624655002 18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 19.234448447350001 29.037712645600003 216.04581652670001 93.953546284800012 86.329079026800017 191.72037998490001 12.551012654050002 108.45777789855002 195.50296729855003 15.404963976500001 13.812766882300002 14.464966174600002 17.138111898250003
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 -1 -5 9 12 -6 -12 13 14 -8 16 17 -15 -14 20 -20 -9 -18 -24 -19 -2 27 -16 29 -29
right_child=3 -3 -4 7 10 -7 8 21 -10 -11 11 -13 18 15 26 -17 22 24 19 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0026306316136393325 0.0019084967599634912 -0.0024966048179566182 -0.0026338091529183255 -0.0017695376606027752 0.00048629622899156409 -2.5921254887922453e-05 -0.0017957310069262734 -0.00017968955010073389 0.0014909832447756208 -0.0021846597629828846 -0.0026751501978031227 0.0012897764547751412 0.0012671640672289599 0.0010063501861321223 0.0012104662545207622 0.001620720984435609 0.00014406254750235666 0.0013098911684323029 0.0006605196815645532 0.00070471067265167979 -0.0021918635058823261 0.0016642519855936454 0.00021336025655330158 -0.0023862108253591566 -0.0028531526587521343 0.00099428348888764726 0.0013125963268440471 -0.0020005693938910402 0.00033518611063009635 0.0013573624777545015
leaf_weight=1.964804722694679 16.722730230540037 4.052157647907733 2.8841067480971097 4.7049383388366577 54.718404840677977 11.522078693844376 3.739511309657245 21.217014114372436 7.0299284541979423 2.5157861984334877 3.5009578689932814 2.4814573191106319 16.139276444911957 5.9804035199340486 9.2192927114665491 2.7834227140992871 3.1146449006628236 0.8916876295115802 2.6846730532124665 11.573675224557517 4.2591032963246107 4.0444029569625846 2.0215612985193721 10.806823008693753 2.0370944964233786 53.3053362891078 10.242681775242088 6.4816879477002685 15.358146945945917 1.4478631783276794
leaf_count=319 128 49 279 66 262 71 644 248 30 42 46 9 98 54 61 28 115 15 16 84 70 15 17 305 226 276 41 274 131 15
internal_value=0.000319979 -3.01655e-05 5.09735e-05 0.000578655 0.000738565 0.00103761 0.000115344 -0.00018044 0.00016094 7.69298e-05 0.000336804 -0.00103053 0.000129233 -9.42584e-05 0.000258878 -0.000688312 -0.000946921 0.000154251 0.000607245 3.20778e-05 -0.00108905 0.000115529 -0.00156227 -0.00197656 -0.00158569 0.0012126 0.000438604 0.000163217 -0.000251375 -0.00138744
internal_weight=299.446 127.228 123.176 172.217 142.251 81.5501 120.292 29.9664 118.327 111.297 60.7008 5.98242 108.782 74.1248 46.4892 27.6356 24.8522 8.90919 34.6567 18.5175 6.94378 25.2614 15.943 12.8284 2.92878 70.0281 42.7497 32.507 23.2877 7.92955
internal_count=4034 2913 2864 1121 792 475 2585 329 2266 2236 317 55 2194 1926 1166 760 732 295 268 170 86 263 437 322 241 404 522 481 420 289
is_linear=0
shrinkage=0.00243107


Tree=323
num_leaves=31
num_cat=0
split_feature=16 15 5 10 18 9 12 4 5 6 6 4 3 19 16 9 19 17 6 18 16 17 2 3 0 9 14 12 2 15
split_gain=3.75512 2.25536 2.45064 2.04202 3.07882 2.29836 2.00374 2.21279 2.90539 3.91962 4.86982 1.91167 1.89338 2.00209 1.87321 2.02269 1.70276 1.6495 1.64154 1.53843 2.87644 3.00888 1.94486 1.60484 1.50739 1.73111 2.33977 2.34997 2.25325 2.13904
threshold=18.594956516900002 46.074827201850006 24.367802910700004 60.613977009100005 11.928667296000002 228.88999534805001 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 393.99831167250005 92.913112988300014 14.251149826300002 18.404956961200003 189.78071820640002 14.651182102100002 162.13109061465002 5.1651206822000004 17.138111898250003 12.604970524100002 206.50651863080003 157.39400167590003 76.825379535700009 76.451683855550016 206.57490536735003 169.55500150975004 69.826413229550027 79.265746973750012 23.908355817750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 3 -3 4 -2 -6 7 16 9 10 -9 14 -4 -14 17 -16 -5 -1 -19 20 -20 24 -21 -24 -22 26 27 -26 -27 -30
right_child=1 2 12 6 5 -7 -8 8 -10 -11 -12 -13 13 -15 15 -17 -18 18 19 22 21 -23 23 -25 25 28 -28 -29 29 -31
leaf_value=-0.0032948419817725233 0.00072835756742110663 -0.0037742142624038306 0.0026791863695148905 0.00066922949948166341 -0.0031671533844371842 0.001731393047414696 0.0023159541083202762 -0.0033446615429624463 0.0013878451644136925 -0.0044549608137769243 0.0023486958189130355 -0.003201267444827318 0.001560986670665289 -0.0015808242931510182 0.002277251203706841 -0.0036437267524876103 0.0019859750721158281 -0.0031330608468620163 -0.0032566919438296277 -0.002324818540210953 -0.0031422334555019685 -0.0021640123678943993 -0.00022782871784857097 0.0026183094321805826 0.0018981142952191352 0.0015929807778988772 0.0011063890099488165 -0.002247316191762314 -0.0025478448679599683 0.00015024885568637073
leaf_weight=1.4388528998824757 7.8836589558050019 2.025148832704871 1.8952670171856869 168.49377622734755 4.6429990530014038 1.1149400025606153 7.0329771116375914 2.4892516341060382 4.7187836375087491 2.969240564852953 3.253088153898716 1.9827558001270507 2.6687901429831964 6.6418444137088954 0.68364347796887104 2.6056485590524971 9.7517717089503986 1.516606872784904 2.5901488754316224 1.2767316079698492 1.1814282946288575 5.2330202413722864 2.7085734700085577 5.9329169057309628 1.8426333293318737 3.5671204691752783 28.265227551106364 4.2306698558386415 5.5545004154555482 5.4782884789165109
leaf_count=281 97 40 6 948 124 5 62 30 20 44 16 383 18 118 42 154 44 378 230 75 160 112 122 38 7 21 253 53 61 92
internal_value=0.000356135 0.000554655 -0.000672601 0.000631122 -0.000515524 -0.00221862 0.000709841 0.00065091 -0.000548317 -0.00159707 -0.000119322 -0.00023242 -0.000112072 -0.000680259 -0.000152986 -0.00241312 0.000741268 -4.80078e-05 1.93295e-05 8.97811e-05 -0.00010107 4.65924e-05 0.00120475 0.00172622 0.000277402 0.000359956 0.000735681 -0.000989597 -0.000523739 -0.00120812
internal_weight=301.67 225.582 13.2311 212.35 13.6416 5.75794 198.709 191.676 13.4304 8.71158 5.74234 76.0888 11.2059 9.31063 74.106 3.28929 178.246 70.8167 69.3779 67.8613 57.943 55.3529 9.91822 8.64149 50.1199 48.9384 34.3385 6.0733 14.5999 11.0328
internal_count=4034 1572 182 1390 226 129 1164 1102 110 90 46 2462 142 136 2079 196 992 1883 1602 1224 989 759 235 160 647 487 313 60 174 153
is_linear=0
shrinkage=0.00306373


Tree=324
num_leaves=31
num_cat=0
split_feature=16 15 3 4 3 6 10 4 2 9 9 0 7 6 2 6 7 18 16 5 4 15 17 0 13 18 7 18 17 9
split_gain=0.635745 1.39536 0.835511 0.836835 0.804503 1.44366 1.78529 1.39939 1.52435 1.29873 2.36959 2.75002 1.99631 1.99695 1.68271 2.33003 1.267 1.6883 2.50808 1.59791 1.16064 3.42472 2.90417 2.68834 2.19963 1.29982 1.21327 1.08531 1.95157 1.23315
threshold=18.684956306450005 34.040719645900005 103.00289635185001 393.99831167250005 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 206.07223625840001 186.68586460755003 185.44496129890004 85.861287312150012 22.381996090050006 16.525386113000007 122.61368745920002 16.665389384150004 23.051546669900002 13.3584252364 22.634947069650003 31.312564341900003 168.01744813895002 40.042228346200012 192.94032447935004 85.791387400750025 117.63886241405002 13.065205089100003 22.575645983950004 13.276755824150003 189.43751236195004 192.98754432855
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 27 6 -6 9 -9 10 11 12 13 -7 -15 -16 19 -18 -19 -10 23 24 25 -11 -22 26 -23 28 -2 -29
right_child=4 -3 -4 -5 5 7 -8 8 16 20 -12 -13 -14 14 15 -17 17 18 -20 -21 21 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-9.4222886319532734e-05 0.0026502914541777977 -0.036623898075972008 -0.03094121716690219 -0.031479848564418329 -0.036929072119564012 -0.029610738408806764 0.0046912382862681415 -0.042607754432690659 -0.040632076354575122 -0.011561023402773391 0.028531424071255303 -0.023077152921410542 0.029624045707972977 0.018885062698409234 0.028322380729873833 -0.03844175981513176 0.014225197325549265 -0.044307362639375389 0.0053108371689584667 0.00044327596572099913 -0.039690371392387139 -0.01241299225482357 0.02234880319480188 0.025562181798171695 -0.003824239614435647 -0.020453352422255509 0.010317471675823144 -0.0070096956414670095 0.026657203513761919 0.0038475038327901879
leaf_weight=55.867401546987821 8.0874620601534826 1.0238405682612199 0.83999060615315002 0.78927433051285234 2.1414046344580124 1.5108552481979147 1.6887980187311766 1.0874113105237473 1.7735345243709155 3.1331647690385607 4.4128144457936278 2.9150824025273314 3.3231144547462454 4.6970147674437612 0.75685304240323636 1.3039150696713475 4.3685384504497033 1.4778365567326543 2.5328457709401846 1.6986937441397456 3.4270824044942882 3.6103089572861808 4.9476140348706386 4.159763790667057 2.8854822521097958 3.58020973089151 5.3232309017330408 10.889099234715102 5.0325895547866812 79.949053083080798
leaf_count=1784 46 90 279 363 49 16 15 18 45 35 36 21 12 62 8 49 17 43 30 44 26 30 29 18 31 37 31 102 31 637
internal_value=0.00112306 -0.0015994 -0.000975718 -0.000531451 0.00205631 -0.000536637 -0.018578 0.000561522 -0.00831029 0.00285797 0.00910974 0.00320189 0.00981052 0.00184758 0.0088808 -0.0139215 -0.00516338 0.00120725 -0.0129722 -0.0205371 -0.000949352 -0.00418961 0.00271763 0.00961343 -0.0232959 -0.00504403 0.00113142 0.00372134 0.0118589 0.00254601
internal_weight=229.234 58.5205 57.4967 56.6567 170.714 66.7556 3.8302 62.9254 12.9389 49.9865 18.9196 14.5068 11.5918 8.26864 6.75778 2.06077 11.8514 8.37922 4.01068 3.47223 31.0669 23.7739 17.4614 7.29293 6.31256 12.5137 8.93354 103.958 13.1201 90.8382
internal_count=4034 2516 2426 2147 1518 702 64 638 197 441 204 168 147 135 119 57 179 90 73 89 237 184 127 53 57 98 61 816 77 739
is_linear=0
shrinkage=0.0302676


Tree=325
num_leaves=31
num_cat=0
split_feature=13 7 18 17 16 0 6 16 17 2 10 15 17 17 5 8 10 3 15 13 15 16 9 9 3 9 12 3 10 17
split_gain=0.609459 0.729126 0.625369 1.00523 2.31937 0.9195 1.45687 2.28708 2.04074 1.29625 1.02249 1.60883 1.01074 1.25413 0.817544 1.71046 1.04786 2.59538 1.33718 1.66941 1.24004 1.39081 0.889867 1.27551 0.820186 1.25648 2.01844 1.06595 1.2654 1.36839
threshold=95.862351557400004 29.575580426850003 17.138111898250003 211.67127343905003 17.684958644900004 97.878695155250014 12.26528657645 14.934965075550002 205.45998821870003 200.74412770730004 81.320481529800006 21.336470542700003 203.72643944000004 196.31479727660005 16.569990495050003 8.0437227585500022 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 24.545953118950006 17.009960223300002 38.295222230400007 53.669719739700007 93.281431752200021 186.68586460755003 81.514192512750014 93.337889372900023 63.353515844050008 171.92791459955001
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 8 -8 10 12 11 -7 13 -9 15 22 24 20 19 -19 -18 -22 -2 -24 25 -16 -27 -26 -29 -30
right_child=2 -3 3 4 -6 6 7 9 -10 -11 -12 -13 -14 -15 16 -17 17 18 -20 -21 21 -23 23 -25 27 26 -28 28 29 -31
leaf_value=-0.025946775614840652 -0.02967833100137781 0.0081253326995640203 0.022820000291698794 -0.019610509428861132 0.026259486396680479 0.01758820433446176 -0.031122605215789471 -0.018640033879068679 -0.028919535236095938 0.0191955584339457 -0.011246929118802642 -0.002755936120997244 -0.029461547761479599 0.011620378773039407 0.017352478716702407 0.015359468800663082 -0.0078745352561033852 -0.028194821169645622 -0.026871884663796832 0.0017068734057565928 0.01974331123220777 0.00088385337853797048 0.012697166293227017 -0.015100884165099724 -0.018915233109868142 -0.022309644744610987 0.0031829838114813169 -0.00063905349278530323 -0.025705804962001588 0.023843604500997227
leaf_weight=1.1288907733978693 0.71745048550655877 0.61236223534797307 2.1344725061208001 1.630066274199635 1.2170412130653856 5.1022474030032772 2.7406835092697275 1.6358954040333631 1.2913016804377537 1.2673265850171445 2.1778598842211059 4.7395627441583201 1.191336258780211 1.8389159869402645 3.8073381283320478 7.2821835903450847 5.4388746009208324 1.6700799903774148 3.4653001819970086 4.0237875506281853 3.565941344946622 8.055238598957656 2.3968429870437831 1.847778226714581 1.9178580343723286 2.0092805922031394 85.736504009924829 62.801748312427662 0.41279057029168997 2.4046721149643417
leaf_count=707 62 265 18 52 17 36 76 32 58 15 115 77 40 16 42 42 31 104 236 29 15 55 53 32 14 16 659 983 115 22
internal_value=0.000852679 -0.0139643 0.000967591 0.00977624 -2.65282e-06 0.000767713 -0.00410976 -0.0121272 0.00111482 -0.00335315 0.00434148 0.00779099 -0.00947738 -0.00262582 0.00131051 0.00760257 0.000894767 -0.00376228 -0.0145579 -0.00706365 0.00203367 0.00667085 -0.00378122 0.000596055 0.00166228 0.00321276 0.00259923 -0.000439543 0.000100447 0.016584
internal_weight=226.262 1.74125 224.52 4.98158 2.84711 219.539 21.9851 8.67416 13.311 5.93347 12.0197 9.84181 4.66615 3.47481 197.554 12.2443 185.309 26.2192 9.15917 5.69387 17.0601 11.6212 4.96207 4.24462 159.09 91.5531 87.7458 67.5371 65.6192 2.81746
internal_count=4034 972 3062 87 69 2975 465 179 286 103 228 113 88 48 2510 189 2321 470 369 133 101 70 147 85 1851 717 675 1134 1120 137
is_linear=0
shrinkage=0.0251418


Tree=326
num_leaves=31
num_cat=0
split_feature=16 16 5 14 16 18 9 2 18 17 13 13 2 12 17 0 18 18 6 6 5 12 9 6 15 19 3 17 5 6
split_gain=2.60728 1.78375 2.79235 2.06726 1.604 1.94271 1.65401 1.56044 2.16833 3.79775 2.30239 2.06301 2.25154 2.79331 2.81076 1.50412 2.12784 2.10768 1.96015 1.76464 2.7886 5.08367 2.23332 2.2325 2.38604 2.55871 4.354 2.38398 2.34979 2.43741
threshold=18.594956516900002 15.584963555600002 11.270433591700002 171.16849715720005 15.404963976500001 15.981927061500002 219.96883426190004 72.843776848050013 14.85568425095 236.15709471040003 110.06278740240002 108.49810477050001 112.79372507800001 156.64017958600002 193.46017548480003 85.995710218650018 13.065205089100003 13.154691941050002 16.375382608200002 15.255356438950001 20.769304081650002 368.00406080990007 196.26893085885004 16.455384477450004 42.246988155050012 14.451165964200003 92.249063830050019 204.64886559710001 22.692834890150003 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -4 -7 -5 10 -10 11 12 -9 -14 -15 18 -17 -18 -2 20 22 -22 -19 24 25 -21 27 -27 29 -25
right_child=15 3 4 7 -6 6 -8 8 9 -11 -12 -13 13 14 -16 16 17 19 -20 23 21 -23 -24 28 -26 26 -28 -29 -30 -31
leaf_value=-0.0030095314931337875 -0.0019621786181122499 -0.0031392978913850405 -0.00070810577297505169 0.0040583456697043038 0.0013858875263954252 0.0010405378703150987 -0.0021133105438656419 -0.0031493422734516514 -0.002477719347865324 0.0014792281579849504 -0.0038364518020586437 0.0027133001313331948 0.0024624464279785143 -0.0035026997330152546 0.0026580623481539242 0.0019285866929922698 -0.0013460605255861348 -0.00091681335140824283 0.00021950204692128549 0.00183336403838854 -0.0041447720858601199 0.0020596901523991045 0.00072674538906012146 -0.0010910305468275574 -0.00021592564223778883 0.00042385021257553674 0.0022714513691506817 -0.0027965726323179287 0.0012464266045226473 0.0008400066765489781
leaf_weight=2.1761701102950601 3.6788779397029421 2.7627585125155774 15.094283728743905 0.61726599931717174 9.7517649102956039 14.588999803352637 1.5448790795635421 1.6368313867133126 8.4833117256639508 2.6818132773041716 1.0527620944194485 2.9631069311872125 3.3494883684907109 1.8744846021290871 0.93117955024354149 9.8430388122796995 4.8321862369775763 8.7922561513259989 58.055106575135142 35.819034904241562 3.1238690903410307 1.7203959897160528 33.067328547127545 13.436245050281288 8.7285564802587015 4.1905511170625669 5.7210388109087944 3.581498309969902 12.915873862802981 9.2865559831261617
leaf_count=798 51 116 438 1 47 188 48 146 320 38 175 23 35 78 11 39 27 93 536 220 53 17 191 90 62 23 36 33 55 46
internal_value=0.000315491 -0.000172987 0.000189842 -0.000767161 0.000359739 3.92994e-05 0.000738545 -0.00048935 -0.000611543 -0.00152728 0.000254347 0.000654775 -0.000128033 0.00067542 -0.00145799 0.00047211 0.000624443 0.000536045 8.94904e-05 0.00060083 0.000140597 -0.00194131 0.00038153 0.000830279 0.00118089 0.00142814 0.000352425 -0.00106018 0.000259272 -0.000301837
internal_weight=286.302 69.5091 43.1561 26.353 40.9799 31.2282 16.1339 23.5902 22.973 11.1651 11.8079 10.7551 7.79198 6.15515 2.80566 216.792 155.058 145.215 61.734 140.383 46.7038 4.84427 41.8596 93.6794 58.0407 49.3121 13.4931 7.77205 35.6387 22.7228
internal_count=4034 2462 1519 943 721 674 236 827 826 358 468 293 270 124 89 1572 985 946 587 919 354 70 284 565 374 312 92 56 191 136
is_linear=0
shrinkage=0.00289842


Tree=327
num_leaves=31
num_cat=0
split_feature=6 16 16 16 17 19 3 6 15 7 5 10 10 10 9 16 18 17 9 0 0 8 15 13 13 10 18 0 16 16
split_gain=0.736264 0.567949 1.11365 1.08634 0.651837 0.546166 1.17052 1.47769 1.79404 0.962839 1.08446 0.942524 1.28596 1.22775 0.838263 0.805702 2.46969 1.3084 1.29612 1.93014 1.24556 0.930989 0.872053 0.862414 0.850392 1.32725 0.677559 2.43015 3.48053 1.62884
threshold=5.1651206822000004 12.644970430600003 9.719977270450002 9.2849782877000013 163.10708527260002 11.850956171350001 81.105404879350019 11.175261108200003 23.292710050100002 25.987500066900001 14.121416629950001 76.279622535200005 75.634392583900009 75.408562100950022 211.30488836970002 18.594956516900002 14.85568425095 179.91109285790003 192.57902085675002 94.985914206850012 92.805574663100018 5.9453602998000008 22.351147806600004 108.65403534205002 108.08408221840001 71.015621515800021 15.042884401850001 94.165934477050016 19.644954061550003 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 -4 14 7 -7 -9 10 -10 12 13 15 -3 16 17 18 19 20 21 -8 -18 24 -19 -26 27 29 -29 -17
right_child=1 5 4 -5 -6 6 11 8 9 -11 -12 -13 -14 -15 -16 26 22 23 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.028137848265274865 -0.02966463462489077 0.012134906798231695 -0.0017876087614279012 0.027303830758069303 -0.030066575394058225 0.0044311549984564474 -0.02007955168019504 -0.031268304597599356 0.01249453802884041 0.010232467192758363 -0.030042282713558421 0.014753708278230596 -0.020860940824153431 0.016245442885618321 -0.010125044045043731 0.013454302373033062 0.0068492150063838384 0.0060803890769885642 -0.040137665821249204 0.028115033817430357 -0.073441145388208742 0.029842067917072095 -0.03219285873839732 0.024973342187581984 0.031687756723658637 -0.032052633429728916 0.0075112012977454857 -0.032659984742529034 0.02070804276542872 0.001030840519286572
leaf_weight=0.67043964211188622 0.35525643876462643 7.0734672895632666 1.0002466479490979 0.94487819162895903 1.6925596457731442 4.8442612803773937 1.5154804095218457 3.1239595641382039 0.67861373722553286 2.0354296192526817 1.4502589004114268 4.0113465143367639 2.0253658927977076 4.1949457339942446 1.6000289879739282 8.6282425608951581 0.5231743967160577 7.4810044802725297 1.0114550674334166 0.98937634378671635 0.27951581776142109 0.35578370094299305 2.81895108014578 1.520276735885999 0.32746094465255726 1.0930828857235608 13.933384684845803 3.5117620211094609 1.2883888185024259 143.86091050459072
leaf_count=659 174 105 45 19 328 149 343 104 2 33 61 32 16 20 13 107 12 52 39 5 2 2 140 23 1 92 112 73 4 1267
internal_value=0.000922828 0.00100974 -0.00937086 0.0117374 -0.0195623 0.001198 0.000917883 -0.00745747 -0.0153594 -0.00342498 -0.016483 0.00142756 0.00115393 0.00138456 0.00802854 0.00105496 -0.00454881 0.000389217 -0.0127955 -0.00398848 -0.0187564 -0.0105879 -0.0260812 0.00564144 0.00233979 -0.0173593 0.0016413 0.00112131 -0.0183357 0.00173379
internal_weight=224.839 224.169 3.99294 1.30013 2.69281 220.176 211.502 12.1325 7.28826 4.1643 2.12887 199.37 195.359 193.333 8.6735 189.138 17.9156 14.5734 4.15161 3.14016 2.15078 1.87126 3.34213 10.4218 8.90155 1.42054 171.223 157.289 4.80015 152.489
internal_count=4034 3375 566 193 373 2809 2691 349 200 96 63 2342 2310 2294 118 2274 711 559 391 352 347 345 152 168 145 93 1563 1451 77 1374
is_linear=0
shrinkage=0.0277726


Tree=328
num_leaves=31
num_cat=0
split_feature=16 16 2 5 6 2 13 17 16 16 3 13 2 7 10 15 6 3 7 6 0 17 18 0 10 6 0 17 2 4
split_gain=4.1953 4.58619 4.20289 3.63391 3.0522 4.04774 4.17905 3.04002 2.82348 3.22067 2.70605 3.06492 2.64585 2.49526 3.01968 2.28482 2.14469 4.00187 3.08922 3.13383 2.31581 2.45863 2.09836 2.08882 2.88988 2.04406 2.40015 2.06862 1.78981 1.71757
threshold=20.404952284350003 19.974953289850003 322.38159739250005 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 162.13109061465002 19.644954061550003 19.334954786500003 93.499196860750018 112.64908412395 113.66940188285001 19.078733418100004 64.730006406800015 42.713473568600008 14.865347326450001 83.538459487450012 20.873561687950005 14.745344522600002 103.33357670195001 241.79519611995002 14.522586764600002 90.297243227400017 63.530954080650012 16.405383309150004 86.329079026800017 203.72643944000004 83.586740321150003 191.03149642590003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 4 10 15 -7 -1 9 13 11 -2 -13 -9 -15 -6 17 20 -19 -20 28 -22 -21 24 -14 27 -27 -5 -16 -30
right_child=3 -3 -4 25 5 6 -8 8 -10 -11 -12 12 23 14 16 -17 -18 18 19 22 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.0023847973059208214 -0.0011501968473329233 -0.0022107955151655064 -0.0023743129377379207 -0.0025169796765108464 0.00031304514731271218 -0.0029871711876724022 0.00088474996509174133 0.0015347607021662731 0.0014526418769327219 -0.0022158673441467313 -2.6217774518516691e-05 0.0018351968004806569 0.00092366199212284979 -0.0024223467265677471 0.00097355319786849356 0.0017806533676558182 0.00091811367993348074 0.0013997511087453546 -0.0018886199232979819 0.00099434067236902723 -0.0022404983193068939 0.00095576908174981642 -0.001483090989551077 0.0019001065768319643 -0.00077070038912900693 -0.00017237064382203361 0.0015549816139801126 0.0004742943875441753 -0.0017544643634903781 0.00024184457178416397
leaf_weight=2.2288816183572626 2.8230724707245818 4.325825346633791 3.2495577269000924 3.0709091399330637 50.232054147869349 3.410634856671094 2.1576425768435001 5.8610320730367667 7.7500624386593691 2.791269799694418 12.337408306077121 19.988724514842033 37.648225709795952 2.2468109225155777 17.145466754212976 5.5887729711830607 14.081463778391479 2.5384243382141021 10.93857710179873 4.0328286001458755 3.3539949655532828 1.7292259805835781 2.7100825207307935 8.326663710176943 5.4651848673820487 25.724545290693644 4.4774884954094878 1.7043965607881544 2.1469387605320653 42.31890258518979
leaf_count=319 23 49 279 53 232 45 8 80 30 42 70 130 182 214 84 20 121 41 381 16 615 55 52 41 28 260 16 13 74 461
internal_value=0.000293349 -6.6223e-06 6.95813e-05 0.000505593 0.000654784 0.000283395 -0.00148685 0.000134744 0.00018168 9.36511e-05 0.000918087 0.00107499 0.00116293 0.000152737 7.42803e-05 0.000459982 0.000129822 2.1063e-06 -0.00084644 -0.00116891 0.000259362 -0.00115318 -1.37826e-06 0.000901705 0.00070888 -0.000125589 8.37114e-05 -0.00144934 0.000375903 0.000145457
internal_weight=312.405 129.449 125.124 182.956 147.978 61.3891 5.56828 121.874 119.645 111.895 86.5893 74.2519 71.4288 109.104 103.243 55.8208 100.996 86.9144 20.2199 17.6815 66.6945 5.08322 6.74291 51.4401 43.1134 34.9773 30.202 4.77531 61.6113 44.4658
internal_count=4034 2913 2864 1121 779 305 53 2585 2266 2236 474 404 381 2194 2114 252 1900 1779 490 449 1289 670 68 251 210 342 276 66 619 535
is_linear=0
shrinkage=0.00217738


Tree=329
num_leaves=31
num_cat=0
split_feature=16 15 0 18 17 16 18 8 6 13 13 16 3 7 7 19 17 16 15 19 4 15 16 6 14 10 17 12 8 5
split_gain=2.22467 2.07927 1.7156 1.92706 1.78721 3.12381 2.71413 2.84054 1.65159 1.67149 1.64916 2.28675 1.63853 1.61146 3.01664 2.50377 3.0576 1.70681 1.96354 2.11727 2.00118 1.60409 1.59758 2.66508 2.16707 1.86459 2.59556 2.83185 2.1301 1.52346
threshold=18.684956306450005 34.040719645900005 85.995710218650018 13.065205089100003 188.41589330430003 20.844951255400005 13.276755824150003 9.1428649988500013 15.51536251395 109.72404167800001 116.60649449195002 22.574947209950004 93.663192806700025 23.203497038450006 23.445318439400001 14.451165964200003 191.37184185705004 22.684946952700002 45.169600924000008 14.451165964200003 372.47712237630009 48.903217410600007 15.584963555600002 11.075258771650001 171.16849715720005 71.015621515800021 236.15709471040003 151.46967002190004 8.2435668022500028 13.154029769200003
decision_type=2 2 2 2 2 2 2 2 2 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 -4 5 -5 -6 13 9 22 -2 21 -13 15 -15 16 -8 18 20 -20 -16 -12 23 -1 -24 -26 27 28 -27 -25
right_child=2 -3 3 4 6 -7 7 -9 -10 -11 11 12 -14 14 17 -17 -18 -19 19 -21 -22 -23 24 29 25 26 -28 -29 -30 -31
leaf_value=-0.0022405245797069424 0.0015955362547472507 -0.0037544516778472573 0.0020628792807641056 0.0011348259647209523 0.0020007440245713125 -0.0029629956064980058 0.00081653781984585754 -0.0023087964003424707 -0.0024498246860974022 0.0022146488072852864 -0.0028613728310139981 -0.0022159605067259528 0.00021487558325242309 0.0019336620835157601 0.00037957504157409177 0.00077404050025892883 -0.0033554670766264743 0.0028955255910367399 -0.0037851300446920502 0.00034462554251429763 0.0022985918667496196 0.0019377627828590996 -0.0037679509280000951 0.0024980262870797978 0.000783685093251283 0.0004066933602722386 0.0016325700081696553 -0.0034124185817500778 -0.0035255419196359183 0.00033826185381440841
leaf_weight=3.5987759329145765 5.8454012055881313 1.4818400762742374 8.7581883147358877 3.49027045816183 12.794536858797072 3.5671465881168842 2.7589551210403434 3.3037505485117427 2.6634242327418169 3.145612535532563 4.2181990107055745 2.7886747485026708 46.116892124526203 16.570836536586285 65.56282895244658 8.716539300978182 4.2048151288181543 2.6964785978198043 2.1399274151772252 2.6171060763299465 5.5928967315703622 0.78309348551556457 1.9967646040022398 3.4040211681276551 7.9811172639019814 5.9837827624287439 2.8098608935251823 5.1083901314996183 1.6712872749194501 34.365110758197261
leaf_count=908 59 90 36 20 76 23 13 25 354 20 128 21 370 116 424 42 37 24 26 21 52 5 53 33 143 107 36 221 79 472
internal_value=0.00031289 -0.000143238 0.000480026 0.000663383 0.000571923 -0.000936404 0.000655768 0.000505035 -6.96598e-05 2.08192e-05 4.19057e-05 -0.000126563 7.62654e-05 0.00058889 0.000739587 -0.000325846 -0.00170257 0.000487876 0.000402354 -0.00151312 0.000530411 -0.00210993 -8.23043e-05 0.000291641 -0.00068773 -0.000426612 -0.00104687 -0.00163675 -0.000451809 0.000532915
internal_weight=276.737 74.21 202.527 142.774 134.016 7.05742 126.959 114.164 72.7281 70.0647 59.7523 53.9069 48.9056 110.86 95.1801 15.6803 6.96377 78.6092 75.9128 4.75703 71.1557 5.00129 66.9191 41.3679 25.5512 23.5544 15.5733 12.7635 7.65507 37.7691
internal_count=4034 2516 1518 935 899 43 856 780 2426 2072 583 524 391 755 663 92 50 547 523 47 476 133 2052 1413 639 586 443 407 186 505
is_linear=0
shrinkage=0.00307948


Tree=330
num_leaves=31
num_cat=0
split_feature=16 16 16 2 0 10 3 17 7 10 0 6 13 9 10 6 10 2 15 6 6 5 0 15 16 16 7 9 5 6
split_gain=2.52924 1.72198 3.36364 2.80836 1.98967 3.5327 2.93812 1.80591 1.49478 2.32475 1.47348 2.1797 2.85322 1.78975 5.83721 3.59279 2.36466 1.6398 5.45079 1.54828 1.66984 1.93399 1.44514 1.41727 1.41664 2.73427 1.3997 2.45063 2.02915 1.24228
threshold=23.344945409400005 20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 89.695028606150018 162.13109061465002 19.078733418100004 64.730006406800015 86.565663342300013 16.375382608200002 117.38883580790001 194.56033515110002 64.407391431150018 16.435384010100005 62.837331883000012 100.60547560250002 37.274314847650004 15.155354102400002 16.100376182700003 21.089169479000002 86.89903215050002 32.866677124050007 19.644954061550003 19.284954903400003 22.407814303000006 198.74336288960004 21.566902724800006 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 6 -6 -3 -1 -9 -10 11 12 -8 15 16 -12 19 23 -19 -15 -21 22 -22 -13 25 -11 28 -28 -25 -23
right_child=-2 4 -4 -5 5 -7 10 8 9 24 13 17 -14 14 -16 -17 -18 18 -20 20 21 29 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0036124459573496298 -0.0043939110131348746 -0.0029418217086635214 -0.0031797603983907924 -0.00360589386795474 0.0028069328307464055 -0.0010839519969833486 0.0013022381470461951 0.0021538388600485753 -0.0036836697800673116 0.0002094812434669218 0.0026997487266659835 0.0028420263051462192 -0.0036407837667520628 -0.0015566847305228759 -0.0029027461828262432 -0.0008376433183078626 0.0027490668985592184 -0.0043433419375268154 0.00027928356884781257 0.0025745837930183637 0.00046055111278398735 -0.00048505485358728235 -0.003421578137345613 -0.0017431206572809971 0.0017530871085718253 -0.0032061088258784256 0.002405270135014416 -0.00095415800205485139 0.0013718119827918933 0.0015806490067443511
leaf_weight=1.3957885563140724 1.2913012485951174 2.8691149652004233 3.6519143311306825 2.2569871617597519 9.8408375792205316 3.581631561741232 2.0889573991298667 4.3469039227929889 1.7541396038723167 85.769441687501967 12.849757984280588 4.1690942812711027 3.5425478827673942 3.4066651016473797 4.9302135258913031 4.3162980675697318 6.9393803328275672 3.0357478773221365 52.723059535492212 5.0628647357225445 2.0650796927511719 4.6639700382947913 2.2598976381123066 4.9529226794838923 6.2814960069954386 2.7211060412228099 8.6916800849139673 3.3991552554070941 4.483816210180521 11.009049631655214
leaf_count=319 17 22 49 279 58 29 12 83 239 1889 102 22 58 23 29 22 37 55 358 26 16 33 25 34 27 28 53 16 30 44
internal_value=0.000289662 0.00031214 -1.51333e-05 9.54322e-05 0.0005322 0.00176869 0.000419648 0.000177117 0.000229554 0.000142897 0.00048635 0.000211176 -0.00180721 0.000903094 0.000517021 0.00181029 0.000993205 0.000350719 2.76081e-05 0.000565187 0.000853625 0.000417933 -0.00156795 0.00105183 0.000213723 0.000104451 0.000705138 0.00146082 -0.000263077 0.000965938
internal_weight=270.351 269.06 108.178 104.526 160.882 13.4225 147.459 102.269 100.873 96.5262 144.59 87.087 5.63151 57.5032 40.3371 17.1661 35.4069 81.4555 55.7588 28.4675 25.0609 19.998 4.32498 25.6967 94.772 88.4905 21.5276 12.0908 9.43674 15.673
internal_count=4034 4017 2913 2864 1104 87 1017 2585 2266 2183 995 638 70 357 233 124 204 568 413 167 144 118 41 155 1944 1917 133 69 64 77
is_linear=0
shrinkage=0.00335456


Tree=331
num_leaves=31
num_cat=0
split_feature=16 19 15 6 19 3 18 10 4 15 15 18 7 0 10 17 7 10 18 18 6 0 0 2 6 18 18 18 18 7
split_gain=0.637396 1.06849 0.910385 1.00507 0.614194 1.15592 1.38 1.20762 1.24777 1.15269 1.23551 1.06724 1.00002 0.694748 0.961499 0.739063 0.98974 0.653578 2.96817 1.17665 1.17467 0.663631 1.36237 1.11604 1.13519 1.63376 1.08631 1.50549 1.07735 1.50465
threshold=13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 11.850956171350001 81.105404879350019 18.273715221050001 72.752365468100024 181.80369070585002 24.719476717350002 24.941885346000003 17.570773586450002 25.987500066900001 101.86567856270001 80.677940036650014 172.24349499320002 19.078733418100004 76.279622535200005 15.981927061500002 15.751016342950003 13.865323961050001 85.995710218650018 85.925810307250018 315.94243452415003 16.375382608200002 13.24088655595 13.065205089100003 13.154691941050002 13.276755824150003 23.203497038450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 13 6 7 -6 12 -10 -11 -12 -9 15 -15 16 -2 19 -19 21 -21 22 23 24 25 -7 -23 -28 -29 -30
right_child=4 -3 -4 -5 5 17 -8 8 9 10 11 -13 -14 14 -16 -17 -18 18 -20 20 -22 26 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.028691837264303327 0.027441491933485877 -0.030960714257356969 -0.031325653712539009 0.011148760155309769 0.012944215525306299 -0.029883828887305564 0.020248402944620401 -0.013775841455788385 -0.031366648560290977 0.027254862194171114 -0.03160854860231805 0.012719621973184903 0.020217327039755442 -0.018630224784682188 0.010778997439574165 0.029392529574851861 -0.030097632883256394 -0.035591782378526463 0.024731881831895671 0.0030358867630557846 -0.035621522582766643 0.012700802903390845 -0.017444227237491089 -0.030185561325878661 0.0019885038154659829 0.012785962788782379 -0.014704130148596664 0.010983683668347864 -0.0060522092527123972 0.0029833645882439402
leaf_weight=0.62069692340446581 0.49484669230878298 1.3080995907948816 0.6968301422020885 2.9566254079400096 1.4978798441006791 2.1526574044837612 1.2982359433663067 1.5944763789884731 3.8642701735079754 0.64451642706990275 1.4229041967773812 0.63702071178704489 1.2514031082391737 1.2822971858549861 3.0261179327208083 2.071769819711335 0.47437566425651312 0.82522521444479835 3.3171418192796409 1.177861162927001 1.3864232599735258 8.0194191597402078 3.8975004586391142 0.96628347714431484 41.851037157641258 1.0976828285492954 4.2744133733212939 11.011069067288188 17.436372882453725 103.93158850941109
leaf_count=559 4 343 70 73 27 111 43 31 197 5 79 12 26 23 58 21 41 85 25 19 35 50 31 58 724 20 28 85 146 1005
internal_value=0.00104798 -0.00845082 -0.00156169 0.00423607 0.00128801 0.00100958 -0.00749387 -0.0107943 -0.0145712 -0.0213918 -0.00713902 -0.0179003 0.00117179 0.00937835 0.00202604 0.019795 -0.000720426 0.00152528 0.0127145 0.00129025 -0.0178649 0.00154261 -0.0012855 8.15849e-05 0.000730049 -0.0154737 0.00251935 0.00192185 0.00245869 0.00168527
internal_weight=226.487 5.58225 4.27415 3.57732 220.905 213.555 12.2107 10.9125 9.41459 6.56871 2.70444 2.05992 2.84588 7.34941 4.30842 3.04099 0.969222 201.345 4.14237 197.202 2.56428 194.638 49.9652 46.0677 45.1014 3.25034 144.673 136.653 132.379 121.368
internal_count=4034 1045 702 632 2989 2842 420 377 350 293 96 91 57 147 81 66 45 2422 110 2312 54 2258 944 913 855 131 1314 1264 1236 1151
is_linear=0
shrinkage=0.0284635


Tree=332
num_leaves=31
num_cat=0
split_feature=8 9 10 10 0 15 8 4 5 0 3 5 10 16 3 15 5 0 3 7 0 16 3 6 8 19 3 5 18 2
split_gain=3.51885 2.98164 2.62225 2.50072 5.10123 2.96948 3.1089 4.28708 2.90569 2.88366 4.51741 3.95833 2.50396 4.01263 2.87038 2.54333 4.16417 3.33762 2.74063 2.439 2.31123 3.75288 3.32862 2.4303 3.6982 2.22883 2.21754 2.19255 2.14923 2.01365
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 66.590419433100024 90.407470010750018 46.074827201850006 8.8430989333000021 168.01744813895002 23.455765688150006 91.937202686950016 88.931506497100017 20.769304081650002 65.611820673600008 22.494947397000004 90.525762168450015 34.139075990150012 21.500664456800006 87.350693116400024 93.69276584615001 22.721067571950005 94.047642319350018 19.199955102150003 83.538459487450012 14.745344522600002 7.943800736700001 13.851117550450002 81.105404879350019 24.367802910700004 14.493864790000002 199.66651340635002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 -8 -9 10 -5 20 13 14 -2 -15 18 29 19 -17 21 -11 26 24 -24 -23 -22 -7 -25 -18
right_child=3 -3 -4 9 -6 27 7 8 -10 11 -12 -13 -14 15 -16 16 17 -19 -20 -21 22 25 23 28 -26 -27 -28 -29 -30 -31
leaf_value=0.00015190850193340434 0.00034130165031727742 -0.002423051732112201 -0.002344238407045627 -0.0029949150006181179 0.0021180677126720264 -0.0027988114655148762 0.00080809121961091023 -0.0025133943320178797 -8.1270276183905647e-05 0.0019517267929776523 0.0012296536425752415 -0.0027503716472615561 -0.00087871779916282153 0.0015827324371866548 0.0022171570002512192 0.0013995678884956742 0.00075840274863453049 0.0019826535773183143 -0.001555745249137415 -0.00032156395707048891 -0.00016466747576098105 -0.0013501373085652731 0.0011025504242966118 0.0011951404127733623 -0.0026321661110252923 0.00088438558659255904 0.00067501710907355182 -0.00022439263405983552 -0.0014226746423215753 -0.00018379224744695944
leaf_weight=14.85223894170486 6.1709682270884541 3.8988999341381705 2.5689257466001427 3.7334623187780371 9.6453035175800306 2.011305419728159 8.7750068814493734 5.4088374022394401 4.8471003174781799 9.5083810985088366 2.0352997654117644 2.3852237917017183 5.5639447122812262 10.59108531475067 13.600985236465929 5.5599989071488443 46.791903682053089 9.3395068272948247 6.9060444682836524 18.67945833876729 31.395449427305721 4.076304651796816 1.7820587977766971 3.8341279700398445 6.1121777957305312 5.4005579054355621 34.192208745516837 11.950573009904472 2.8416675291955471 15.786611460149286
leaf_count=272 30 486 702 47 50 39 60 41 49 48 17 64 29 51 90 25 204 48 41 103 787 25 23 17 220 24 184 141 30 87
internal_value=0.000274604 -0.000619756 -0.000216173 0.0003406 0.00050372 0.000413183 0.000502283 -0.000362434 -0.00136394 6.44756e-05 -0.00150443 0.00015362 0.000620682 0.000683208 0.00163169 0.000518205 0.000408812 0.000710568 -0.000287974 7.32259e-05 0.000223485 0.00093917 5.39763e-05 -0.000932318 -0.00178908 -7.67549e-05 0.000273078 -0.000595256 8.08223e-05 0.000520716
internal_weight=310.246 21.3201 17.4212 288.926 181.629 171.983 158.021 19.0309 10.2559 107.297 5.76876 101.528 138.991 133.427 19.772 113.655 103.064 71.918 31.1455 24.2395 99.1429 18.9852 80.1577 14.57 7.89424 9.47686 65.5877 13.9619 6.6758 62.5785
internal_count=4034 1460 974 2574 1088 1038 858 150 90 1486 64 1422 708 679 120 559 508 339 169 128 1358 97 1261 290 243 49 971 180 47 291
is_linear=0
shrinkage=0.00228122


Tree=333
num_leaves=31
num_cat=0
split_feature=16 16 2 5 6 2 13 17 6 0 5 9 15 0 3 6 19 16 18 17 2 19 6 15 16 16 5 5 10 6
split_gain=3.34427 3.45985 3.34747 3.08753 2.57609 3.94322 3.75734 2.21556 2.20554 2.55849 2.13777 3.76563 1.91564 1.85435 1.84894 2.53386 2.25965 4.05177 1.87571 1.74761 1.65392 1.60363 1.54966 1.56526 1.46985 2.26496 1.68013 3.81715 1.44698 1.5083
threshold=20.404952284350003 19.974953289850003 322.38159739250005 23.626838821450004 16.455384477450004 198.51835910855002 117.64961624655002 162.13109061465002 16.405383309150004 86.329079026800017 29.996566321350006 205.88909726980003 42.713473568600008 103.48144189910001 93.499196860750018 15.035351298550003 14.451165964200003 22.614947116400003 13.843998451900001 241.79519611995002 322.38159739250005 14.451165964200003 16.515385879350003 37.408632939650005 19.644954061550003 19.334954786500003 26.429668882900003 20.769304081650002 62.025417527550012 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 7 4 14 12 -7 -1 21 10 11 -10 22 24 15 20 -17 18 -18 -15 -2 -5 23 -6 25 26 27 -9 -16 -30
right_child=3 -3 -4 8 5 6 -8 13 9 -11 -12 -13 -14 19 28 16 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0030805073183049494 -0.001015761664242925 -0.0026766909859237214 -0.0030816154349234664 -0.0034612291923356263 -0.0017070537918231414 -0.0038632631685640378 0.0010064138886756147 0.00027890655778462832 -0.00012433356630184249 0.0020690510628854583 0.0016772088515751983 -0.003657997626486941 0.0022269506097665755 -0.0029432934359078732 -0.0015530670117036786 0.00185778999402243 0.00079155501414306822 0.0020656720789934604 -0.0018269319105899203 0.00087679507571281144 0.0016123667804901522 -1.6807595022559772e-05 0.00070740634950736461 0.00035626254133725268 0.0015445587027468615 -0.0025380725129575442 0.0016857583364200122 -0.0026170286549581641 -0.00075930859211412703 0.0018122130601674472
leaf_weight=1.6975448701414269 5.8055301979184133 3.8295273603871456 2.6633282164111725 2.6239550004247567 4.9526220336556417 3.318115569651126 2.1040250137448311 87.699365593667608 17.677190237678598 4.6160058677196494 3.9445178452879182 2.8450471963733426 5.1720409318804732 2.8333157497108905 3.2609475878998619 43.13537435233593 3.946880556643011 8.4135042130947095 5.0900690220296383 1.4823003580095244 2.9268720000982285 1.8892563376575706 35.029917826876044 7.5309547819197178 6.9280498493462792 2.4188985298387697 6.2380522622261187 3.8615921917371443 3.2268854919821024 4.3550995513796806
leaf_count=319 30 49 279 42 31 45 8 1108 180 16 27 53 20 609 24 238 17 51 39 54 29 24 168 33 30 42 183 240 30 16
internal_value=0.000355104 -1.08264e-05 7.73171e-05 0.000609864 0.000798202 0.000341188 -0.00197362 0.000151666 -0.000165269 0.00012246 -0.000244792 -0.000614214 0.000579417 0.000200892 0.00112948 0.00130071 0.00150763 0.000642075 -0.00068331 -0.00163119 -0.000134882 -0.00201937 0.000400076 -0.000462319 0.000274684 0.000186898 0.000254296 0.00015677 3.48334e-05 0.000717776
internal_weight=291.517 119.652 115.822 171.865 138.269 58.1077 5.42214 113.159 33.596 29.0828 24.4668 20.5222 52.6855 111.462 80.1612 69.3182 60.5858 17.4505 9.03695 4.31562 8.7324 4.51321 47.5135 12.4836 107.146 100.218 97.799 91.561 10.8429 7.58199
internal_count=4034 2913 2864 1121 779 305 53 2585 342 276 260 233 252 2266 474 404 345 107 56 663 59 66 232 64 1603 1573 1531 1348 70 46
is_linear=0
shrinkage=0.00285066


Tree=334
num_leaves=31
num_cat=0
split_feature=6 3 16 13 0 13 16 0 7 16 9 15 15 2 6 4 10 5 13 16 16 0 6 15 8 5 6 10 2 5
split_gain=0.726455 0.612823 0.862458 0.602777 3.13038 2.52649 2.49973 2.8645 2.45782 1.45956 2.16174 1.44226 1.9136 1.77827 1.37916 1.3202 1.27534 1.30331 1.59478 1.25362 2.24599 1.21399 2.01023 1.61591 1.6488 1.86684 1.08989 2.33064 1.62815 3.49515
threshold=5.1651206822000004 108.47659710545001 21.094950670800003 112.64908412395 90.407470010750018 113.97180552410002 19.974953289850003 94.496614827150012 23.032902590750002 22.494947397000004 212.71218656455002 33.423812040500003 31.504255087500002 154.94328103605002 16.705390318750002 288.78964636655002 62.837331883000012 19.749058312400006 117.28936285705002 19.644954061550003 19.284954903400003 87.350693116400024 16.405383309150004 44.190294328500009 8.4434108459500017 21.955793948900006 16.465384711100004 62.025417527550012 154.31016903475003 23.700766800900002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 19 -8 -5 10 11 12 14 -13 15 -7 17 -11 -19 20 -2 22 23 24 25 -20 -24 -28 -29 -30
right_child=1 2 -4 4 -6 9 7 -9 -10 16 -12 13 -14 -15 -16 -17 -18 18 21 -21 -22 -23 26 -25 -26 -27 27 28 29 -31
leaf_value=-0.030975642971180495 0.000623445551776534 -0.031591081900163825 0.018110691966985393 -0.037957027834660623 0.021815929128616279 0.02682431220766706 -0.037463683574468651 0.010941379192501667 0.0027592426304501212 0.019034218425266522 -0.01527752034361835 0.029952534944875778 -0.021642045375307849 -0.00075877295426678983 -0.016974382915161509 -0.01029661777754645 0.020719186619765097 -0.018896656481295453 -0.037444949409732656 0.014363960709027271 -0.028898619889743019 0.014717632650117388 0.0077273658877907523 -0.032723522228603953 0.0074481919783749633 -0.0019206446159339653 0.0030453966167462657 -0.0024606167327669718 -0.043978248911646388 0.0042050856146716971
leaf_weight=0.65502080057922185 74.567620894769789 1.1537427839648433 0.45479603856801976 2.9163616634323253 7.5359914638102046 4.3258817067835533 3.4161546789109698 1.7160683572292326 2.6383666098117828 3.3813456655479959 2.7673807016108176 6.9087483426555973 1.9773009843192992 2.3644519001245499 1.2063068954739717 1.1287312069325706 2.966096192598342 4.1127576045691958 2.409805875271557 5.8358771409839383 2.4881115769967428 5.3298830837011328 20.014830327359959 2.6452247154084025 4.6893079429864883 3.2410992346704006 40.605234046233818 7.7860565250739437 3.3704884834587574 2.4140614988282323
leaf_count=659 1825 183 3 38 56 106 53 6 15 16 32 84 16 15 42 27 28 25 27 29 28 45 148 59 27 25 305 40 47 25
internal_value=0.00116832 0.00126134 -0.0175385 0.00139588 0.00266595 0.00154897 -0.000577042 -0.0212784 -0.0186177 0.00245495 0.00986562 0.0137503 0.00476343 0.0221219 0.0126019 0.0191428 0.000966663 0.000380785 -0.000272025 0.000704681 -0.000329815 0.000556014 -0.000309817 -0.0114046 -0.00595086 -0.0170698 0.00163209 -0.000619765 -0.0115865 -0.0238699
internal_weight=227.023 226.368 1.60854 224.76 136.736 129.2 88.0238 5.13222 5.55473 123.645 20.6788 17.9114 8.63822 9.2732 6.66092 5.45461 102.966 100 96.6187 82.8916 77.0557 92.506 87.1761 12.9854 10.3402 5.65091 74.1907 54.1758 13.5706 5.78455
internal_count=4034 3375 186 3189 1248 1192 1941 59 53 1139 322 290 191 99 175 133 817 789 773 1882 1853 748 703 138 79 52 565 417 112 72
is_linear=0
shrinkage=0.0305668


Tree=335
num_leaves=31
num_cat=0
split_feature=16 16 2 3 6 13 17 13 0 0 16 16 13 16 5 9 3 10 18 13 2 15 18 6 6 6 16 10 0 7
split_gain=3.47269 4.4691 3.54392 3.25806 2.54195 3.23462 2.37802 2.35989 3.91576 5.52841 2.90887 2.8708 2.10557 3.26846 3.17095 2.77582 2.74081 3.98968 3.48897 2.6152 2.07907 5.29987 3.21324 3.22586 2.02789 1.92279 2.0569 6.30703 2.93897 1.97774
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 16.375382608200002 117.38883580790001 162.13109061465002 109.72404167800001 93.399723909900004 92.805574663100018 18.554956610400005 19.199955102150003 109.34496908160001 18.684956306450005 18.280220412300004 207.69346988305003 83.538459487450012 71.096275259700022 14.466921572300002 105.33378955095002 101.23478163165002 40.042228346200012 13.142272494650003 16.475384944750001 16.705390318750002 15.035351298550003 20.704951582800003 65.611820673600008 89.813320763900023 23.445318439400001
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 5 -5 -1 11 9 10 -9 12 16 14 -14 -16 -8 18 19 -18 -6 22 23 -22 25 -2 -27 29 -29 -28
right_child=3 -3 -4 4 20 -7 7 8 -10 -11 -12 -13 13 -15 15 -17 17 -19 -20 -21 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0029906274314813784 -0.00025011730934716762 -0.0028372162770778559 -0.0030036785454234704 0.00082105958837149363 0.00090967706032106781 -0.0036239806362446292 0.00026494182836101979 -0.0029256082497104963 0.0028924442281760832 -0.0051292507005870737 0.0013036438807900392 -0.001994496681576639 0.0030032196619754039 0.0030103023749013949 -0.0039274383684847446 0.0015759478314480064 -0.0013399933797873906 -0.0024436036893172616 -0.0031409217254285238 0.0018450129214927008 0.0031123856474351312 0.00030260113979991448 -0.0045798994806329303 -0.0026853939281028414 -0.001090068767213806 0.0023846541105851833 0.0016791820287222271 0.00018338729967186081 -0.0035605521436714305 0.00074799176302572392
leaf_weight=1.8246461362577964 8.592567525804041 4.1751556126400819 2.8013913724571458 2.1973121240735045 26.734420396387577 2.9401629897765815 65.86304688884411 1.4109781801234955 6.2186734005808821 1.3300255388021458 10.896529097575693 5.1365495184436432 1.5045146495103816 4.698482021689415 1.9273781473748388 1.1091217398643491 2.8741468671360071 7.8527899344917378 2.0516038322821251 6.3673183561768383 1.1692231297492974 40.353272266220301 2.9050707956776023 1.9948715763166545 3.7077694162726393 8.9219555631279928 35.509499125182629 3.2977505326271048 3.1480046883225441 34.582743432372808
leaf_count=319 60 49 279 12 151 49 1298 162 20 10 100 42 7 15 50 5 98 300 87 72 4 292 26 49 21 39 182 15 27 194
internal_value=0.000330377 -1.69149e-05 7.81482e-05 0.000582957 0.000161657 -0.00172282 0.00014946 0.00019751 0.00106981 0.000238693 0.000818787 2.32325e-05 0.000133199 0.00138974 -0.000287018 -0.00191725 -3.37271e-06 -0.000926393 0.00012862 0.000854458 0.000293995 -6.05726e-05 -0.00247528 -0.000542949 0.000920369 0.000999625 0.00112528 0.000978477 -0.00164509 0.00121974
internal_weight=304.097 128.042 123.867 176.055 78.2943 5.13748 121.066 119.241 19.8562 13.6375 12.3075 99.385 94.2484 9.2395 4.54101 3.0365 85.0089 19.1459 11.2931 9.24147 73.1569 46.4224 6.06917 3.16409 97.7603 94.0525 85.46 76.538 6.44576 70.0922
internal_count=4034 2913 2864 1121 583 61 2585 2266 292 272 262 1974 1932 77 62 55 1855 557 257 170 522 371 79 53 538 517 457 418 42 376
is_linear=0
shrinkage=0.00277154


Tree=336
num_leaves=31
num_cat=0
split_feature=8 9 10 6 3 9 2 3 15 9 5 15 5 17 13 8 2 10 7 6 5 15 2 15 18 7 19 9 3 0
split_gain=2.20964 2.36478 1.63873 1.59199 2.42747 2.74289 2.73658 1.86431 2.46732 2.22356 2.05061 1.76686 4.24493 2.24899 2.43555 1.92021 1.87357 1.59779 2.17819 1.58045 1.60472 3.0266 4.95073 2.28203 1.52352 2.72824 2.70598 2.47719 2.03163 3.18365
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 14.825346391850003 83.538459487450012 201.61239113610003 327.65694121785003 93.281431752200021 34.139075990150012 200.17144541975003 22.246947245750004 36.535628266450011 20.911722254300006 204.64886559710001 112.64908412395 8.6432548896500023 113.66940188285001 70.123053416500014 24.573979631000004 16.455384477450004 20.120233242600005 31.385732506450001 137.73157856955004 33.423812040500003 13.077716774800001 22.907491544400003 14.451165964200003 188.63457064660003 93.579850604650019 85.812895065800021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 17 -7 11 9 -9 -11 12 13 19 -15 -16 -13 -6 -19 20 21 -5 23 -23 28 26 -26 -28 -10 -30
right_child=3 -3 -4 7 5 6 -8 8 24 10 -12 16 -14 14 15 -17 -18 18 -20 -21 -22 22 -24 -25 25 -27 27 -29 29 -31
leaf_value=0.00010209255224698466 0.00032329509410026054 -0.0034563768255624233 -0.0033490555425465672 0.0016445055650480046 0.0012662440387732452 -0.0031575316802341206 0.0016213570009595607 0.0026701577760428661 0.0028052419798191347 0.0021792161066641075 -0.0036921200649004267 0.0033769955104739503 -0.0024887353265650035 -0.0039869501828416641 -0.0021509833180392997 0.0018184007849203869 0.0010854353087173729 -0.0037624424332254316 0.0013893601029329255 -0.00053283689833579265 0.0026834449202605051 -0.005086068623035199 0.0023819369818811166 -0.00042671173971486567 -0.0047746808568002062 -3.8483618061552213e-06 0.0014442661884411189 -0.0029355288692438919 0.00055881759389667595 -0.0027753822872553214
leaf_weight=13.739187988685446 59.04188751464244 2.9552767241839311 1.6430912756186433 18.5378647223115 5.7480704337358492 7.3950753493700159 1.5451955134049056 6.9901160821318609 3.4619672372937194 1.2114393189549448 1.3322913651354609 4.1292752027511588 4.8652464542537919 2.0232682712376109 2.1813480518758297 3.2171275317668915 48.558232582174242 2.0092523437924688 1.5512020718306301 5.8662519147619596 7.0947498753666869 2.4775491319596759 3.096286678686738 2.0480726137757301 2.8185125510208291 24.116667958907783 2.6392111517488956 2.8811373938806355 25.376883936580274 3.4726645126938811
leaf_count=272 968 486 702 104 21 243 21 49 12 15 35 56 34 34 32 16 255 55 18 35 42 27 13 16 33 202 14 28 165 31
internal_value=0.000314495 -0.000780621 -0.000266549 0.000393036 1.51407e-06 -0.00103957 -0.00233157 0.000562664 0.000167484 0.00171869 -0.000895925 0.000844734 0.000413974 0.000717404 -0.000930871 0.000214502 0.00126503 0.000201315 -0.00151793 0.0010301 0.00130581 0.000932189 -0.000800293 -0.00297747 -6.08568e-05 -0.000560652 -0.00217097 -0.000841602 0.000441166 0.000157475
internal_weight=274.024 18.3376 15.3823 255.687 77.2907 18.2488 8.94027 178.396 74.3009 9.53385 2.54373 104.095 51.4078 46.5425 7.42174 5.39848 52.6875 9.30852 3.56045 39.1208 33.2545 26.1598 7.62191 4.52562 64.767 32.4555 8.33886 5.52035 32.3115 28.8495
internal_count=4034 1460 974 2574 1326 358 264 1248 584 99 50 664 353 319 82 48 311 94 73 237 202 160 56 43 485 277 75 42 208 196
is_linear=0
shrinkage=0.00326596


Tree=337
num_leaves=31
num_cat=0
split_feature=6 3 9 2 12 3 18 6 5 13 0 17 16 15 19 17 16 16 16 7 5 17 18 6 18 6 16 18 17 17
split_gain=0.655821 1.68994 2.35629 1.87637 1.07679 1.0492 1.30523 0.973471 2.68257 2.19131 3.28493 1.86061 1.38838 3.14659 1.83446 2.0602 1.6353 4.99782 1.48668 2.7063 1.47308 1.62633 1.1863 1.16089 2.93924 1.1571 0.952091 1.19364 1.07228 0.861334
threshold=14.825346391850003 83.538459487450012 201.61239113610003 327.65694121785003 283.37952236595009 93.499196860750018 13.659439901750002 16.455384477450004 22.692834890150003 115.12515406205002 87.278104746850019 197.20536406400001 22.624947093000003 42.246988155050012 14.451165964200003 203.00435256470004 20.404952284350003 19.974953289850003 22.554947256700004 23.032902590750002 18.280220412300004 196.31479727660005 13.531614672700002 16.405383309150004 13.531614672700002 16.495385412050002 22.594947163200004 13.946975448150001 189.50863627480001 190.79440939600002
decision_type=2 2 2 2 2 2 2 2 2 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 26 -1 7 -7 12 9 -9 11 29 13 14 16 -16 17 20 19 -18 -2 -22 -10 24 -14 -13 27 -4 -29 -11
right_child=5 2 3 -5 -6 6 -8 8 22 10 -12 25 23 -15 15 -17 18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0022469943678026746 0.016710041654345722 -0.00068512414652511545 0.019268919544338677 0.012085832509954065 -0.018173006463493735 -0.00022284400025532797 -0.025462799619190773 -0.028491410053502083 0.0024836575534728164 -0.011836793739431223 0.021478167048138385 -0.0091213468185767921 -0.016149588692291533 -0.019942043000970525 0.0092626031452657468 -0.021979537189045922 2.1413632489978763e-05 -0.035720188981960839 -0.00034488903353266885 0.023057794910357862 -0.013453837585212354 0.010546245791137918 0.020603558275376431 0.024245797601105418 0.016942272651459131 -0.040260395164775566 -0.052553670714010389 -0.0023782400566895435 -0.033555863357145735 0.0032906627152348641
leaf_weight=51.213989340045373 6.739535451866689 12.268582956428874 0.48044855892658134 1.1251198588870464 2.0312083378375965 53.085436924302485 1.5967062230920408 2.7736481586471227 5.8048481121659261 4.6465700194239634 3.567501686513423 1.7617304734885686 2.8040184266865236 3.9793757013976565 2.871852219104766 3.5969478860497475 5.5265045538544717 2.3848842587321988 5.3782881200313559 12.781572904437779 3.9463551384396833 4.6568582057952881 5.1664646938443184 4.7844974771141997 7.3626656159758568 1.8518254179507492 0.90858157724142063 1.089253121986985 3.5695387638406828 7.3552912324666977
leaf_count=1249 49 391 3 21 392 911 65 26 30 25 20 9 21 36 15 36 40 37 29 122 37 38 24 36 63 36 14 31 195 33
internal_value=0.00108812 -0.00106628 -0.00800701 -0.0205304 0.00146801 0.00210219 -0.000959845 0.00378092 -8.98395e-05 -0.00563945 -0.0023353 -0.00777573 0.00568856 0.00355965 0.00551279 -0.00810945 0.00764057 0.00132269 0.0123691 0.016104 0.00708065 -0.000462763 0.0110164 0.0130732 0.00781538 -0.0250791 -0.0265982 -0.0220094 -0.0262664 -0.00256599
internal_weight=227.11 72.6867 19.4415 7.17294 53.2452 154.423 54.6821 99.7412 32.9279 21.9566 19.1829 15.6154 66.8134 51.8622 47.8828 6.4688 41.414 17.7276 23.6864 18.3081 15.3427 8.60321 10.9713 14.9512 10.1667 3.61356 6.04782 5.13924 4.65879 12.0019
internal_count=4034 2296 655 264 1641 1738 976 762 203 149 123 103 559 439 403 51 352 161 191 162 124 75 54 120 84 45 243 229 226 58
is_linear=0
shrinkage=0.0275057


Tree=338
num_leaves=31
num_cat=0
split_feature=16 16 6 18 10 18 16 5 8 0 6 12 18 10 0 16 0 18 5 2 14 2 8 10 7 4 5 13 16 19
split_gain=3.49298 2.4266 2.8735 2.31357 2.40594 2.58356 2.06089 2.35367 2.03253 1.88624 1.89607 1.84357 2.03715 1.79094 3.60572 2.58576 3.42614 6.01194 3.13314 3.43927 3.55523 2.9996 2.45002 2.18829 2.22237 1.73293 1.79656 1.62705 2.09073 1.61347
threshold=18.594956516900002 15.584963555600002 11.075258771650001 18.273715221050001 71.015621515800021 13.314799198000001 15.404963976500001 13.154029769200003 8.2435668022500028 85.995710218650018 16.375382608200002 151.46967002190004 17.551307094650003 66.590419433100024 90.407470010750018 19.199955102150003 94.047642319350018 15.042884401850001 17.679107616400003 90.745765132650021 199.86467934890004 158.13149931390004 8.8430989333000021 65.611820673600008 22.721067571950005 239.70509694970005 17.915797078650005 116.60649449195002 22.574947209950004 12.551012654050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 -4 11 10 -2 29 -13 14 22 16 -15 -18 -17 -20 -21 -22 23 24 -11 -7 -27 -12 -29 -6
right_child=9 3 6 -5 8 25 -8 -9 -10 13 27 12 -14 15 -16 18 17 -19 19 20 21 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0021842860281997916 -0.0019953973048380353 -0.0023294882570622367 0.0022818756173294472 0.0028830962767657036 0.0023013008708027334 0.0025667969915920052 0.0015974700476236155 -0.00021276875978717069 -0.0031553441249958683 0.0021811027134092439 0.0017013705389658013 -0.0032825003760850102 0.0011041737000384668 0.0020562655356380685 0.0026936670135232401 0.00097811010406135298 -0.0029237132978201089 0.00099656115214110481 -0.0040020597485858813 0.0023662949674279669 -0.0040295611573694361 2.505547198527949e-05 -0.00087492707867024009 -0.00096052238619004447 0.00081029573942152807 0.00097452999216037818 -0.0037564144494509951 -0.0018445178433263004 0.00024309439040357447 -0.00088399883912168315
leaf_weight=3.9155535178724667 3.5106637658318496 2.6148995950352454 3.6716628894209888 1.3426176756620396 1.866695854812862 3.4207977699115872 10.052041895687578 28.127941121172626 5.5789254922419778 11.816743627190588 5.7499727914109817 4.1495990996481851 1.1641147192567585 11.271858114749195 9.0117920003831369 6.9963110052049187 4.5257711885497001 13.031899467110632 3.3673258591443291 2.5909215509891492 2.7288541384041309 3.6793538555502892 7.3148640915751448 5.1741139292716971 72.255150692537427 2.373121016658843 0.97144028404727567 4.524323508841916 46.045195964863524 5.0866299530025572
leaf_count=908 51 314 33 17 13 15 41 537 169 67 60 187 17 66 50 34 68 78 39 13 28 29 45 29 439 31 70 125 351 110
internal_value=0.000345088 -0.000202023 0.000216283 -0.000872149 -0.00105733 0.000144203 0.000440876 7.52692e-05 -0.00168889 0.000535495 9.40295e-05 -0.00102196 -0.00232148 0.00070727 0.000920944 0.000239185 0.000795468 -1.39525e-05 -0.000589073 -0.00147571 -0.000530386 -0.00170155 0.0007555 0.000889135 0.00100297 0.00110032 -0.00039959 0.000224273 5.63211e-05 -2.88705e-05
internal_weight=287.931 74.336 45.7672 28.5688 27.2262 9.38026 41.8516 31.7996 17.846 213.595 59.8302 12.267 5.31371 153.765 105.573 48.1923 28.8295 17.5577 19.3628 12.3665 8.99913 6.40821 96.5609 89.246 84.0719 6.76536 3.34456 56.3195 50.5695 6.95333
internal_count=4034 2462 1519 943 926 430 611 570 496 1572 587 327 204 985 630 355 212 146 143 109 70 57 580 535 506 116 101 536 476 123
is_linear=0
shrinkage=0.00293039


Tree=339
num_leaves=31
num_cat=0
split_feature=16 19 15 6 19 3 17 10 4 8 7 9 10 18 15 8 4 7 16 17 17 8 19 10 0 5 19 18 15 15
split_gain=0.64467 1.03295 0.859325 0.985602 0.591171 1.13947 1.37069 1.14931 1.31389 1.03018 0.845298 0.662704 0.608961 2.72554 1.18905 0.993931 0.655057 1.37313 1.78092 1.53204 2.95829 1.70271 1.52765 2.25396 1.49037 1.39083 1.32636 1.46264 2.12461 2.45252
threshold=13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 11.850956171350001 81.105404879350019 241.79519611995002 72.752365468100024 181.80369070585002 8.4434108459500017 25.987500066900001 211.30488836970002 76.279622535200005 15.981927061500002 21.761438576950002 8.2435668022500028 244.52697497700004 23.109894804950002 22.674946976100003 189.50863627480001 194.73806315685002 8.4434108459500017 14.351157895250003 61.977025281250008 86.103248543850015 24.041678002600005 14.651182102100002 13.3584252364 45.169600924000008 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=1 2 3 -1 11 6 7 -6 10 -10 -9 -2 14 -14 15 -7 -16 19 26 22 21 -21 23 24 -18 -20 27 -19 -29 -30
right_child=4 -3 -4 -5 5 12 -8 8 9 -11 -12 -13 13 -15 16 -17 17 18 25 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.027732741320112896 0.013193685196626287 -0.029774895706865378 -0.030126104211498254 0.01016351291280106 0.011650437731597159 -0.030007622702624862 0.016303459636477571 -0.012309766613091933 -0.026330991149406575 0.0054617222154010594 0.01751756413715146 -0.0074175492530689129 -0.033953141879068859 0.023148832995988283 0.0029347299120163813 -2.5449943476905902e-05 -0.0083543689199295883 0.010121206189481934 0.023554254528820297 -0.013700324637172346 0.012418210489936314 -0.045389443184385987 0.010977128528517233 -0.035511365634433349 0.034802279894820425 -0.0054246166695897441 0.016469213345657877 -0.00097664974719554004 -0.046076523400113881 -0.0045252688022414146
leaf_weight=0.62800934397091568 5.8135180196259162 1.2872409644041907 0.67795782393659454 3.005959262518445 1.4885883554816235 1.6647877912328106 1.6367450337856997 1.6416309771593645 5.2425385897222441 0.9045840986073016 1.2798942010849712 1.4817406367510555 0.78460149423335579 3.2684842408634722 114.18882373420638 1.6830288628116248 2.2382377155881863 7.5383541896007946 4.506137517746537 2.8953791089006691 1.8933137359563259 2.305351798189804 4.7252461432944983 1.7916626068763433 0.83042588829994191 1.7368293008767066 3.4709388548508278 40.369976780377328 1.7746420865878452 2.7282535939011723
leaf_count=559 138 343 70 73 27 157 35 31 280 21 26 9 85 25 1245 15 83 34 44 33 24 28 38 50 3 34 21 413 37 53
internal_value=0.00107173 -0.00814711 -0.00169055 0.00361442 0.00130648 0.00104221 -0.00712325 -0.0107552 -0.014433 -0.0216525 0.000757322 0.00900734 0.00153908 0.012095 0.00132118 -0.0149349 0.00160317 -0.000326282 0.00155549 -0.00733517 -0.0170276 -0.0277473 -0.000162025 -0.0109916 0.00332446 0.0154922 -1.46516e-06 -0.00109224 -0.00297602 -0.0209011
internal_weight=225.483 5.59917 4.31193 3.63397 219.884 212.588 12.194 10.5572 9.06865 6.14712 2.92153 7.29526 200.394 4.05309 196.341 3.34782 192.994 78.8047 62.1251 16.6796 7.09404 5.20073 9.58557 4.86033 3.06866 6.24297 55.8822 52.4112 44.8729 4.5029
internal_count=4034 1045 702 632 2989 2842 420 385 358 301 57 147 2422 110 2312 172 2140 895 636 259 85 61 174 136 86 78 558 537 503 90
is_linear=0
shrinkage=0.0275125


Tree=340
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 3 17 7 10 0 9 10 6 2 3 19 7 7 16 16 13 3 19 10 0 15 18 5 6 13
split_gain=2.20725 3.44186 3.52623 2.28602 3.63134 2.61093 2.17936 2.0743 2.74771 1.93763 2.90649 4.08102 3.95087 2.60687 2.37058 2.0854 5.34561 2.37563 4.16527 3.67849 1.96862 2.43344 1.93015 1.87247 3.08462 3.03955 6.24539 2.7471 1.64876 1.64472
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 89.695028606150018 162.13109061465002 19.078733418100004 64.730006406800015 85.995710218650018 194.82237869650001 64.407391431150018 16.455384477450004 182.48209946165005 91.017750006350013 14.251149826300002 23.109894804950002 24.054467534550003 22.604947139800004 22.544947280100004 117.20333219690001 93.663192806700025 14.451165964200003 69.999384342500022 93.399723909900004 35.098844929350008 13.927976454650002 19.865285687250005 15.785368822600002 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 -5 -2 -1 -8 -9 20 12 14 13 -11 28 -16 -17 29 19 -19 -7 -22 -14 24 25 26 -10 -25 -12 -18
right_child=3 -3 -4 4 -6 9 7 8 23 10 11 -13 22 -15 15 16 17 18 -20 -21 21 -23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.0034036531071974501 -0.0025235273967644332 -0.003038050250511729 -0.0034822332386713413 0.0027186036624249929 -0.00097501140311758068 0.0031473233635175919 0.002236009676646345 -0.0034672119487642607 0.00080399198849639172 0.0028277745470550292 0.00069287813463804503 -0.0024549933733194005 -0.0011116628577681894 -0.00032665249192838185 0.0017877245025266757 -0.0033416976081855993 0.000166806969992929 0.00016320328729975246 0.0016840971307272655 -0.0049559392703469249 -0.0027599782342652111 7.8858685536562883e-05 0.0013079306797615076 9.0598795582765251e-05 0.0027718516437354114 0.0028467027647842572 -0.0054577124474460195 -0.0035919630037509792 0.0034760481157764338 0.0018148961585901379
leaf_weight=1.7121852959389787 2.9740693718194953 3.7222993848845354 2.7601641004439434 10.520326089113949 3.6344628594815722 1.9732467904686917 4.9385777289280659 2.1192439371370702 5.8055944766383636 18.029984660446647 4.2033394873142225 4.8551202714443198 6.4053304716944677 3.1186582073569289 7.9882955178618422 4.3156303465366355 13.061551541090013 2.6053293943405134 3.7379971817135811 3.143192533403635 3.2607089066877952 50.895287021528929 7.0049216449260712 82.625887874746695 7.0613314696820444 2.9373711235821238 2.2402904459740967 2.1082382552558547 4.4438791424036026 11.605041764676569
leaf_count=319 22 49 279 58 29 8 83 239 86 134 26 28 33 16 35 33 58 12 26 53 25 431 29 1651 56 14 24 113 21 44
internal_value=0.000310358 -2.34196e-05 7.47474e-05 0.000545171 0.00177021 0.000432296 0.000162761 0.000218356 0.000123366 0.000490649 0.000769064 0.000344953 0.00150489 0.00236261 0.00059165 0.000306583 -9.86534e-07 0.00042115 -0.000933654 -0.00263586 2.18156e-05 -9.20664e-05 0.000152226 0.000197401 0.00112918 7.3076e-05 -0.000939513 -1.02565e-06 0.00212317 0.000942193
internal_weight=285.808 118.031 114.309 167.776 14.1548 153.622 111.549 109.837 104.898 150.648 94.5183 59.9594 34.5589 21.1486 55.1043 46.457 38.4687 34.1531 9.48652 5.74852 56.1292 54.156 13.4103 102.779 18.0446 10.9833 8.04588 84.7341 8.64722 24.6666
internal_count=4034 2913 2864 1121 87 1034 2585 2266 2183 1012 548 336 212 150 308 261 226 193 91 65 464 456 62 1944 180 124 110 1764 47 102
is_linear=0
shrinkage=0.00318567


Tree=341
num_leaves=31
num_cat=0
split_feature=13 13 13 12 2 3 3 5 10 7 9 3 7 18 10 0 13 17 17 8 15 16 7 9 5 16 9 17 10 0
split_gain=0.606909 0.806825 1.35096 0.667309 0.907666 0.589654 0.849998 0.591513 1.74134 1.90261 1.14912 0.955026 0.945848 1.92893 0.934977 1.40694 1.21423 1.18266 1.13849 1.22493 1.07719 1.32713 1.41619 1.02746 0.806695 1.03264 1.35373 1.45743 0.96406 3.10398
threshold=95.986020631400024 96.526400715600019 98.050756475600011 217.19140783420002 206.07223625840001 108.47659710545001 112.77544165605001 29.996566321350006 60.613977009100005 19.623463571950001 38.295222230400007 103.48681881535002 21.725272673150005 11.928667296000002 61.901748453550006 85.667718326750006 117.67650082785001 189.31157886915003 187.51563899930002 8.4434108459500017 43.890399822900008 22.664946999500003 19.506002767000002 180.51130933560003 13.154029769200003 14.844965286000003 53.669719739700007 239.21206428850002 66.590419433100024 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 -5 7 -7 8 9 11 -10 -4 13 -9 18 17 24 20 23 -20 21 22 -16 -12 25 -17 -27 -28 29 -26
right_child=1 2 5 4 -6 6 -8 12 10 -11 14 -13 -14 -15 15 16 -18 -19 19 -21 -22 -23 -24 -25 28 26 27 -29 -30 -31
leaf_value=-0.02405533744689391 0.019458946156993784 -0.020368111263910402 0.018442280231416825 0.022878626677361073 -0.023463525132571689 -0.024077663204239288 0.013404009848218124 0.013825584076563698 -0.026854934536336545 -0.026510108047748893 0.008698748893086557 -0.013040994449490563 0.024193562954405438 -0.020638883876298458 0.022948529455860005 0.023343923782637051 -0.013979695934682001 -0.026826648041001638 0.02107843140090054 0.0044721009767719651 -0.027671094109534916 0.018830610606666399 -0.026518245684714024 -0.011660949283082806 0.0016565064187861673 0.017102514734263011 -0.025705240733121835 0.01667287093236753 -0.00079077206024937713 0.018689413008535286
leaf_weight=1.0916982185444788 1.2616819095564995 1.5955276628083073 1.0805959738790982 0.52136766677722324 0.40180942438018974 1.1110130474553432 0.45908475201576937 2.7024106644093986 0.77810513580334273 2.5535184134496376 2.6075155056314534 0.99244009656831611 1.5184921370819209 1.2872490041190756 0.43700438085943449 2.0257482221350065 2.7658228799700728 1.6855957472871521 4.1942568539234326 5.5284299622289836 0.7798341872403397 1.444171570241451 1.0755003890371879 2.7181769944727421 97.249090371187776 1.8193200753303247 1.2404483646387232 0.67164647765457619 74.824421262310352 6.1050564609467974
leaf_count=566 31 168 8 8 413 177 9 34 73 133 31 39 13 30 4 19 22 69 25 29 32 4 214 17 712 42 53 15 993 51
internal_value=0.000867256 0.000981893 0.000876528 -0.0117927 0.00270838 0.00103084 -0.0131183 0.00113271 0.000938458 -0.0131216 0.00125127 0.00337006 0.00862953 0.00270575 0.00135683 0.00092118 0.0012591 -0.0107145 0.00691886 0.0116359 -0.003446 0.00294346 -0.0122259 -0.00169263 0.00148824 0.0100251 0.00279444 -0.0108194 0.00121241 0.00266263
internal_weight=224.527 222.512 221.25 2.01488 0.923177 219.655 1.5701 218.085 212.577 4.62655 207.95 2.07304 5.50815 3.98966 207.172 192.124 186.702 5.42211 15.0484 9.72269 3.73651 2.95668 1.5125 5.32569 183.936 5.75716 3.73141 1.91209 178.179 103.354
internal_count=4034 3047 3016 987 421 2848 186 2662 2585 180 2405 47 77 64 2332 2230 1907 323 102 54 254 222 218 48 1885 129 110 68 1756 763
is_linear=0
shrinkage=0.0231714


Tree=342
num_leaves=31
num_cat=0
split_feature=16 0 18 16 9 13 7 5 17 14 6 5 10 13 19 19 7 0 5 0 16 10 0 16 2 16 18 19 2 17
split_gain=4.71945 2.38068 2.46763 3.39741 2.91714 2.25495 2.98412 2.23193 3.53073 2.30085 2.22649 2.15234 2.1469 2.37512 3.2388 2.33839 2.41221 2.10363 2.86876 2.02413 2.33057 3.66479 3.74725 2.17874 2.44893 2.09036 2.22952 2.44309 2.25684 2.08517
threshold=18.594956516900002 85.995710218650018 13.843998451900001 22.654947022900004 196.26893085885004 109.63263410155001 23.822419043000004 18.128874633450007 196.31479727660005 170.49106629835003 16.375382608200002 18.393720489900002 62.391047833300007 112.36141910395001 13.551093343600002 14.551174033150001 24.761435049050004 90.297243227400017 21.454033346250004 103.48144189910001 15.584963555600002 71.015621515800021 99.994511703900017 17.684958644900004 81.787075821300007 15.404963976500001 15.981927061500002 12.250988447150002 84.960908098050012 241.79519611995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 10 -3 4 5 -4 -7 -6 -9 -10 -2 19 15 14 -14 16 -11 18 -15 20 25 -22 -23 24 -24 26 28 -28 -1 -21
right_child=1 2 3 -5 7 6 -8 8 9 12 -12 -13 13 17 -16 -17 -18 -19 -20 29 21 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00055641064060726116 -0.001474053261777611 0.00084529814031815691 -0.0025465857568281606 0.0021391217496361994 0.0010233919525849088 -0.0013747617626302753 0.0013207635310854629 -0.0020963349421360177 -0.0019229626493828418 -0.0021198036392759217 0.00020077298193781323 -0.0010329828606441434 0.00064491217766973394 -0.00092432315526496983 -0.001920310194754793 0.0011608856224769588 0.00056094261953519868 0.0018803665669969568 0.0016939471209068727 -0.0022492954869771068 0.0010541936038312714 -0.0018948440230384287 0.0014741397809101841 0.001966124477198395 -0.0016663868841414015 0.0012132308758072182 0.0010308087160645185 -0.0012287497758545528 -0.0013345344991475645 0.00062132848012018166
leaf_weight=4.9557519562076795 4.0255701215937725 86.556725423783064 2.7600156292319289 4.5446881279349318 18.104525841772556 4.7328512072563154 3.3147116526961327 3.1789093893021336 2.1230394802987567 4.4618516080081445 58.775196084287018 11.543714354978873 8.4913381487131137 4.014957137405875 3.2228927575051776 2.9215149469673634 2.4781137034296989 9.7734797149896604 3.9310284629464149 3.6069299378432325 5.6504508845973787 9.3347976010991278 1.7879220061004151 2.2515122024342418 3.4578658659011126 11.163036207668481 13.186947642243465 2.743844636483117 7.5750925206812099 1.8006437011063097
leaf_count=24 51 438 52 37 78 40 16 33 31 61 536 736 53 23 29 12 12 51 19 847 48 250 9 23 85 49 97 32 194 68
internal_value=0.000294901 0.000454308 0.000591992 0.000311093 0.000198076 -0.000847295 -0.000264502 0.000378261 0.000116365 0.000286193 9.34155e-05 -0.000163632 0.00040555 0.000700312 -6.08479e-05 -0.000474232 -0.00116257 0.00120351 0.000370984 -1.499e-05 9.63208e-05 -0.000463962 -0.0009736 0.00017343 -0.000596001 0.000414219 0.000100835 0.000641633 -0.000586695 -0.00129342
internal_weight=306.47 227.411 164.611 78.0539 73.5092 10.8076 8.04756 62.7017 44.5971 41.4182 62.8008 79.0585 39.2952 29.4337 11.7142 9.86148 6.93997 17.7195 7.94599 67.5148 62.1072 22.4825 16.8321 7.4973 5.24579 39.6247 28.4616 15.9308 12.5308 5.40757
internal_count=4034 1572 985 547 510 108 56 402 324 291 587 2462 260 175 82 85 73 93 42 1726 811 415 367 117 94 396 347 129 218 915
is_linear=0
shrinkage=0.00217865


Tree=343
num_leaves=31
num_cat=0
split_feature=16 19 15 6 15 5 8 9 3 16 9 0 0 9 15 7 7 2 8 3 10 16 17 16 4 5 9 18 15 18
split_gain=0.558722 0.933254 0.771639 0.835091 0.557971 1.03571 0.887112 1.23702 0.552183 0.798811 0.638681 1.75365 1.94726 1.75345 1.42842 1.19985 1.67216 1.38998 1.0701 1.76916 1.01807 2.80436 2.68722 2.56657 2.05283 1.56735 1.34987 1.36102 1.42014 1.83342
threshold=13.564968279200002 10.850875481800001 18.019770707250004 11.755274660100001 46.683480308100009 25.322158499750007 8.3434888241000014 206.57490536735003 108.47659710545001 21.094950670800003 186.68586460755003 85.732241321850012 85.624702996650015 181.33671263215004 35.098844929350008 20.861906850000004 21.844899366700002 319.18044405035005 10.142085217300002 94.972471916200007 64.407391431150018 20.894951138500005 199.59317753375004 22.494947397000004 372.47712237630009 21.500664456800006 191.72037998490001 13.043896815850003 38.884669609800007 13.24088655595
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 8 -6 -7 -8 10 -10 13 12 14 15 -12 17 -17 -2 19 -16 23 -22 -23 25 26 -13 -25 -28 -29 -30
right_child=4 -3 -4 -5 5 6 7 -9 9 -11 11 20 -14 -15 18 16 -18 -19 -20 -21 21 22 -24 24 -26 -27 27 28 29 -31
leaf_value=-0.033569633364737096 0.013609777322398764 -0.035786086430157314 -0.03627422601636255 0.011315311391517844 -0.027568372394842562 0.01522370147097883 -0.04110759399964737 0.0064181627834392612 -0.034343631737902724 0.019329841310379708 -0.038505658726664088 0.031811191140973444 -0.040159589701306599 0.013959627584400657 0.004829849926491203 -0.036827611308697959 -0.0021037698139739973 -0.035808410688126575 0.021177479441098056 -0.037820753264978468 0.0010842315709226973 0.00056934605378403038 -0.045677838815039735 -0.013008327678907765 0.023109148795603305 0.0055292255009728106 0.017996767019461287 -0.0061485561331047359 -0.010060055473198309 0.0099469350704609397
leaf_weight=0.54798720394319334 6.5093210822669816 1.169922934626811 0.61858949891757209 2.8944770857342519 2.0716111405054098 2.3650943285319954 1.0379335147445092 1.4723354186862705 1.0441446308104776 0.43731237202882756 1.2016594773158411 5.7691578157246095 2.1661819992586961 16.301723271142691 3.8452719075139612 1.9421699457452613 7.4735377250472084 0.7007747909228782 2.0483638420701027 1.5038851848803458 83.43683279841207 2.7054862529039374 2.8867896720767021 7.029337052255868 4.9263727627694598 4.4815988317131996 5.657184809446334 19.857774950563908 6.5810751691460636 22.492933469824493
leaf_count=559 278 343 70 73 57 26 37 16 183 3 48 82 37 114 54 113 309 25 16 48 1071 14 28 42 54 26 24 129 36 119
internal_value=0.00121894 -0.00954882 -0.00199029 0.00417032 0.00147738 -0.00781962 0.000571902 -0.0132326 0.00178348 -0.0184997 0.0019269 0.00113203 -0.0119077 0.0061898 -0.00479086 -0.00142858 -0.00926623 0.00880665 0.000685797 -0.00716113 0.00197857 -0.000447686 -0.0233039 0.00479133 0.00239912 0.0203208 0.000743354 0.00251414 0.000724133 0.00541823
internal_weight=223.177 5.23098 4.06105 3.44246 217.946 6.94697 4.87536 2.51027 210.999 1.48146 209.517 176.59 10.7654 32.9275 8.59918 16.6258 9.41571 7.2101 7.39752 5.34916 165.825 89.0291 5.59228 76.7954 66.5447 10.2508 61.6183 54.589 48.9318 29.074
internal_count=4034 1045 702 632 2989 136 79 53 2853 186 2667 1828 203 839 166 725 422 303 118 102 1625 1113 42 512 404 108 350 308 284 155
is_linear=0
shrinkage=0.0333403


Tree=344
num_leaves=31
num_cat=0
split_feature=0 17 8 8 7 0 17 7 17 16 0 7 3 19 2 5 7 15 13 7 0 8 8 19 10 6 18 18 16 15
split_gain=0.524021 0.972872 0.484331 0.472542 1.75557 2.07241 1.26713 1.85831 1.09086 0.931909 1.28204 1.91126 1.19488 1.16001 1.3539 1.08863 0.962606 1.91313 1.94812 1.31369 1.2395 0.872305 0.841728 0.845688 0.944915 1.57445 1.55437 1.82163 1.31689 1.72075
threshold=103.48144189910001 241.79519611995002 7.2443465838000014 8.8430989333000021 22.620600126450004 87.009258933850006 177.64087306825002 20.752538901500003 189.50863627480001 22.744946812400002 85.667718326750006 19.078733418100004 94.421337999450017 13.851117550450002 319.18044405035005 21.043187000650004 22.105125139000005 30.604459195950003 105.33378955095002 22.233191240750003 85.764502819450016 2.8477776226000002 8.7431769115000026 14.651182102100002 61.987779113750001 16.515385879350003 13.552878921100001 13.531614672700002 22.654947022900004 31.385732506450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 9 6 8 7 -5 -6 10 11 13 -11 14 -1 -13 17 18 20 -18 -12 -17 23 24 25 -21 27 -26 29 -28
right_child=1 2 -4 4 5 -7 -8 -9 -10 12 16 15 -14 -15 -16 21 19 -19 -20 22 -22 -23 -24 -25 26 -27 28 -29 -30 -31
leaf_value=0.016505749249486869 -0.028063054425670343 0.024647119248687649 -0.01404071738268908 0.0091391923373138582 -0.0088313894928072414 -0.00072620853927435867 0.01520165240733619 -0.034732920441297686 -0.040921339525170422 0.024280413050992666 0.03095294196831971 0.012328919263418281 0.001658447124646571 -0.028910289494070564 -0.029004670936136855 0.030080121957935833 0.020049485221269987 -0.044638137892075769 0.024801799963457511 -4.624150317749289e-05 -0.031398961506299658 -0.024605116792916722 0.010525815989301966 0.012727487091156148 0.0042367686427933439 -0.018878085508560256 0.0019746618237467539 0.025025159327810052 0.017631699667125886 -0.00549224547605428
leaf_weight=3.6406784784630855 1.2874020073359127 0.57606815203325801 0.42917037889128551 1.922313452465459 1.2964553353376671 4.8393089836463332 4.5744384522549808 1.1868779438082127 2.124575562775135 3.0426829718053332 0.29445773363113392 0.78725215494341672 4.2581466622650623 0.66393319092458103 0.57534280116669823 0.23137354850769032 2.9817066424293435 1.0076900124549864 1.2885840798262505 11.947399584692905 1.3685058196278985 5.3037872058630455 7.6748851891607037 4.6951165348291388 41.34764169389382 4.7024245448410502 62.058587909763446 3.4728379026055327 3.0196889769285908 37.71180982759688
leaf_count=144 852 21 47 36 17 44 44 26 33 19 1 7 38 51 32 1 25 13 19 70 121 447 46 29 273 31 963 58 37 489
internal_value=0.000917847 -0.0121937 0.00812997 0.00105573 -0.00351359 -0.0123366 0.00597161 -0.0076082 -0.0287603 0.00141625 0.00105378 -0.0080005 0.0110863 0.00496111 0.0102951 -0.0180049 0.00160632 -0.01184 -0.000642417 0.00190272 -0.0203584 -0.0223192 0.00159638 0.00119076 0.000860998 -0.00536494 0.00156326 0.00584752 -0.00030485 -0.000847724
internal_weight=220.311 2.29264 1.00524 218.019 15.944 8.26034 7.68363 3.10919 3.42103 202.075 194.774 11.2024 7.30083 4.87995 4.21602 6.32241 183.571 3.95924 2.95155 179.612 1.66296 5.53516 176.63 168.956 164.26 16.6498 147.611 44.8205 102.79 99.7704
internal_count=4034 920 68 3114 200 94 106 62 50 2914 2857 682 57 227 176 455 2175 154 141 2021 122 448 1996 1950 1921 101 1820 331 1489 1452
is_linear=0
shrinkage=0.027569


Tree=345
num_leaves=31
num_cat=0
split_feature=16 5 0 16 14 16 12 16 15 15 2 18 13 16 17 3 10 16 16 10 5 10 0 0 17 15 9 7 0 3
split_gain=3.29392 1.98263 1.83568 1.89217 2.90347 3.47036 3.36338 1.78727 2.13863 2.54785 3.49478 1.72008 1.64965 3.27779 1.61995 1.61809 2.52534 4.22297 2.69355 2.06232 2.00301 1.94323 2.76806 2.74111 3.38797 2.21316 2.04974 1.84745 4.66166 3.91616
threshold=18.594956516900002 18.393720489900002 103.48144189910001 15.584963555600002 171.16849715720005 17.634958761800004 151.46967002190004 15.454963859600001 21.998656772400004 24.545953118950006 89.995434560150002 13.975517741000003 98.050756475600011 9.719977270450002 241.79519611995002 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 20.374719724350005 66.964115113200009 90.297243227400017 91.937202686950016 188.64489188380003 36.207782793200003 190.73543849905005 25.335171910400003 94.165934477050016 84.643415779050017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 -5 6 -6 8 12 10 -10 -3 13 -1 -4 16 18 21 -2 -20 -17 22 26 24 -23 27 -18 28 -25 -30
right_child=15 11 14 4 5 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 20 17 -19 19 -21 -22 23 -24 25 -26 -27 -28 -29 29 -31
leaf_value=0.0018785941379362275 0.0021731541668791369 -0.00049413588538684211 -0.0028012863667491897 -0.0034772029021384143 9.9232028035723226e-05 0.00097942593204843769 -0.003156456839476139 0.0016051394161727941 0.00054533754657628641 0.00065749764309488425 -0.004024504815098166 -0.002891243429850534 0.00099482432715702223 -0.0029869347276090747 0.00046375049429104882 0.0017979195430483884 0.0014571182193660621 -0.0022891820666946943 0.00059082196636032363 0.0023488061170693427 5.9632145596887622e-05 0.0012112613501855975 0.0023635427089936907 0.0010249762541888832 -0.0034178357297327809 -0.0018202275875888424 -0.0011819267649364612 0.0014361496417823975 0.00044588638933217885 -0.0030544525028097262
leaf_weight=1.7906197553966254 12.606610916554926 6.3867379187722673 3.1019513801438725 2.2258602997753796 5.2591273346915859 9.3731612968258542 4.233435193891637 8.1171596767380816 2.0617788136005384 4.1942965993657708 3.0919196039903909 3.3854932672111318 17.894883368164301 2.388631350826472 1.7607758750673381 5.2423496767878524 4.497570604085924 4.3669743686914435 47.248545218259096 5.5073481500148764 74.972823729738593 1.8516666293144215 8.4679669067263585 17.112644299864773 3.1681572962552309 3.0411295415833584 4.2133058309555054 12.785896383225916 4.5959398224949819 4.8615621346980333
leaf_count=25 99 499 847 52 81 117 165 36 8 32 45 237 102 148 68 33 22 32 260 41 673 12 40 91 44 48 25 46 27 79
internal_value=0.000307095 -0.000182262 -1.18159e-05 0.000117086 -0.000540511 -0.000194027 -0.00135272 0.00046787 0.000174084 -0.000915848 -0.0021963 -0.00132459 0.00063565 -0.000902276 -0.00161903 0.000478773 0.00066123 0.000298316 0.00104414 0.000774343 0.000173235 0.000473243 0.00125667 0.000189414 -0.0017103 0.000414339 0.000180656 0.00058701 0.000178392 -0.00135344
internal_weight=289.806 75.2658 65.4936 60.6309 21.0916 18.8657 9.49256 39.5393 31.4221 9.348 5.1537 9.77223 22.0741 4.17925 4.86273 214.54 134.325 68.9628 65.3625 52.7559 80.2152 64.5958 17.1788 47.417 5.01982 42.3972 8.71088 39.356 26.5701 9.4575
internal_count=4034 2462 1726 811 415 363 246 396 360 85 53 736 275 173 915 1572 866 466 400 301 706 434 87 347 56 291 47 243 197 106
is_linear=0
shrinkage=0.00271873


Tree=346
num_leaves=31
num_cat=0
split_feature=13 12 2 18 7 2 16 19 16 17 7 13 16 4 12 15 15 16 6 9 16 3 6 19 16 10 16 19 5 13
split_gain=0.512512 0.580645 0.781757 0.546398 0.792189 0.754707 0.7397 0.688152 2.08308 0.541414 0.524848 0.893644 0.67412 0.5979 1.50322 1.45712 2.22428 1.20572 2.54663 1.11694 1.07264 1.56412 1.34229 1.20925 1.22121 2.01717 1.41003 1.34754 0.986065 1.51575
threshold=95.986020631400024 217.19140783420002 206.07223625840001 17.323446153950005 27.007549805650005 153.79443764425002 12.644970430600003 11.850956171350001 17.684958644900004 163.10708527260002 26.459406588900006 107.18613720285002 14.504966081100003 244.52697497700004 182.87454670205003 43.890399822900008 42.841315546000011 22.674946976100003 16.545386580300001 192.31210988165003 22.674946976100003 93.870204082750021 16.8053926553 14.651182102100002 15.584963555600002 71.246828915000023 15.454963859600001 12.350996516100002 16.632399885950004 112.36141910395001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 -5 -9 -2 13 12 -12 15 -15 16 17 -8 -19 -20 23 -22 -23 24 26 28 27 -16 -26 -30
right_child=3 2 -4 7 5 -7 10 8 -10 -11 11 -13 -14 14 20 -17 -18 18 19 -21 21 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.025948602119025117 -0.0011763019827306452 0.023886419938737281 -0.025296004643583385 0.024952828877648325 0.0035462494434274345 -0.032048662467893757 0.0023589368243670575 -0.020409245785897659 0.026142372327874027 -0.027787018695433926 0.011578609872242658 0.023552861976538532 -0.0090177754610512237 -0.017001893929243485 0.011406594971167069 -0.021222723720509727 0.018832018367858791 -0.027485069600634498 0.0086096786625101465 -0.0097121540060787458 0.017944921870340205 -0.023097170541061852 0.0083540761048182324 0.012221862508459577 0.017094496549993732 -0.027620799104300292 0.026412422328441758 -0.021149357395930886 -0.015603031734820444 -0.0013893730963748475
leaf_weight=0.94548299895541166 0.94811111228773259 0.47017820231849328 0.35410735072218813 1.3169508166611188 0.63996489881537744 0.89002694759983569 106.91187798185274 1.2223754897713663 1.1813792884349821 0.96337968512671068 2.1382889146916564 1.7231624571140853 1.854546741582453 3.4496724096825337 2.2338000092422585 1.6789183421060432 4.8422785885632029 2.687083773314952 4.6788561269640905 3.7431352119892836 4.6532943584024888 1.4036382627673449 2.1427276371978223 3.9786985884420565 1.6165295155951742 2.0120514819864175 1.9467628449201582 1.2333140458213163 5.1704856771975747 50.359212059236597
leaf_count=566 38 8 413 14 8 37 1486 41 17 125 16 17 34 72 42 23 22 22 30 50 52 23 37 27 19 126 9 29 131 500
internal_value=0.000820641 -0.0125782 0.00275799 0.000929605 0.000764392 -0.01716 0.000893526 0.0104276 0.00246959 -0.0145879 0.00103414 0.00850594 0.00201224 0.000825539 -0.000857967 0.00190965 0.00222575 0.00154441 -0.00629442 0.000466581 -0.000132353 0.00841296 -0.00409421 -0.00115449 -0.0019787 -0.00301874 0.00938606 -0.000174135 -0.00215253 -0.00271284
internal_weight=219.39 1.76977 0.824286 217.621 213.9 1.52999 212.37 3.72071 2.40375 1.91149 210.458 5.716 3.99284 204.742 80.2002 124.542 122.863 118.021 11.1091 8.42199 76.7505 8.19966 3.54637 68.5509 64.5722 59.1583 5.41388 3.46711 57.1462 55.5297
internal_count=4034 987 421 3047 2975 45 2930 72 58 163 2767 67 50 2700 1067 1633 1610 1588 102 80 995 112 60 883 856 776 80 71 650 631
is_linear=0
shrinkage=0.0249996


Tree=347
num_leaves=31
num_cat=0
split_feature=9 7 10 9 15 6 9 17 16 6 9 17 9 9 16 17 6 15 2 7 7 17 7 2 17 6 18 7 3 13
split_gain=0.516804 0.546696 0.50078 0.493989 0.787968 0.698096 0.595281 1.37769 0.994219 0.931705 0.846124 1.16195 1.00706 2.69967 1.11175 1.06134 1.0284 1.27777 0.893897 0.758862 2.11053 1.90335 1.51583 1.46128 1.2763 1.25463 1.49411 1.18889 1.10681 1.63
threshold=233.77854820110002 28.8637720374 54.879495816850003 227.07958281845004 50.314162856800003 18.080422446150003 219.59809404590001 207.25292259465002 18.964955651700002 13.835323260100003 216.0493559571 203.30705351230003 211.04147598835002 212.35746315350005 12.604970524100002 203.30705351230003 14.205331905300001 24.719476717350002 258.06114663960005 24.786990758350004 24.384659815400003 197.78839148195001 24.545313225450005 78.595990734650016 198.89195247110004 15.885371159150003 14.738651916450001 24.825560278350004 83.538459487450012 107.94965931190002
decision_type=2 2 2 2 2 2 2 2 2 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 10 8 -8 -9 12 -12 14 16 -4 -15 -14 -18 -13 20 -16 22 -22 -21 -23 26 -25 -28 29 -29
right_child=1 -3 3 5 -6 -7 7 9 -10 -11 11 18 13 15 19 -17 17 -19 -20 23 21 24 -24 25 -26 -27 27 28 -30 -31
leaf_value=-0.027776703071415984 -0.031823763661083942 0.0064294743501404948 -0.024097520779190338 0.00069079321162905628 -0.020760122240790921 0.028127319222095607 -0.002244626746685954 -0.014102205401770925 -0.027623968588950974 0.015203653735061176 0.01728765045644173 -0.024206566862533856 -0.039108560997188548 0.0050899794955571271 0.0017460313319352992 -0.015351680300891788 0.011138945950469884 -0.031969607926818952 0.011227222948726094 0.021249028607110816 -0.023902410287873897 -0.05335379018241742 0.005878618771295383 -0.02006498527856956 -0.01691218064803994 0.028865602080699618 0.028432015135712047 0.0025172441679313404 -0.012402299218678135 0.031973803750951255
leaf_weight=0.43692144282976997 0.70340436184778699 0.43438284705916885 1.2167933721502766 1.577680402901023 1.210432206687982 1.1543181166052816 2.0262425676628464 1.1326753009343522 2.4523043660447001 2.5029189330525696 5.012486337858717 1.0347966541303324 1.9021372474962839 8.9231563511420955 139.11909801230649 2.2953222868381991 0.94061566051095713 1.0414608314167706 1.012456214870326 3.7191103019285974 1.6168348759529161 0.85022387551725831 5.1150554428168107 2.0373859865358162 3.6847451102512423 1.3085642680525769 1.336676801583965 16.747828177089112 3.114702279912307 1.4687148146331299
leaf_count=125 20 57 791 46 48 10 47 42 29 28 59 20 32 93 1660 55 6 49 29 47 80 10 54 35 90 11 9 359 89 4
internal_value=0.000802187 -0.0172195 0.000897121 0.000955242 0.000809825 0.0122832 0.000933206 -0.00618799 -0.0161415 0.00607337 0.00121715 0.0103364 0.000889418 -0.00576227 0.00144341 0.000907577 -0.0250263 -0.011512 -0.00668301 0.00161595 0.000842165 -0.0103185 -0.00127405 0.00552967 -0.0237443 0.00328233 0.00192726 0.00390392 0.00236692 0.00489219
internal_weight=217.129 1.13779 215.992 215.555 212.823 2.732 211.612 8.11414 4.47855 3.63559 203.498 7.05974 196.438 15.1027 181.336 11.2185 3.88421 1.98208 2.04725 180.119 150.386 11.2669 6.73189 29.733 4.53497 26.0139 24.7053 22.6679 21.3312 18.2165
internal_count=4034 77 3957 3832 3776 56 3728 146 76 70 3582 108 3474 235 3239 148 87 55 49 2448 1894 234 134 554 100 507 496 461 452 363
is_linear=0
shrinkage=0.0268104


Tree=348
num_leaves=31
num_cat=0
split_feature=16 6 0 4 6 16 6 17 10 9 19 9 5 10 0 16 10 15 8 9 7 7 9 18 16 5 5 13 18 17
split_gain=4.90708 2.49299 2.17056 2.03919 1.97874 1.87696 2.74178 2.67778 4.09382 2.14959 2.10587 1.95199 2.30076 1.77837 4.42069 3.67026 3.08354 2.50789 2.53142 2.4809 2.23932 2.026 3.12072 4.71764 2.44863 3.18307 1.91236 1.88808 1.87632 1.86535
threshold=18.594956516900002 15.51536251395 85.995710218650018 393.99831167250005 16.375382608200002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 191.72037998490001 12.551012654050002 38.295222230400007 19.234448447350001 66.590419433100024 90.407470010750018 19.974953289850003 65.611820673600008 46.683480308100009 8.8430989333000021 204.27826083785001 22.721067571950005 23.109894804950002 190.73543849905005 13.314799198000001 22.454947490600002 21.850554661550003 19.749058312400006 117.59047016770002 14.030930991100002 195.53954078470002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 -1 8 11 -10 -11 -7 -13 14 16 28 17 18 20 -17 -4 22 -22 -24 -23 26 -26 -19 -15 -30
right_child=2 -3 13 -5 -6 7 -8 -9 9 10 -12 12 -14 15 -16 19 -18 27 -20 -21 21 24 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0016783558135567032 -0.0014195599384107028 -0.001885821278543836 0.0017221786754680938 -0.0023432076469193778 0.00020993952618601235 -0.0026198713198874648 0.00040744558692152119 0.0015756322252601783 0.00020870465231614632 0.0003256615122433437 -0.002203130872694567 0.0015720291760051889 -0.0014680971111511382 0.0014718384547313598 0.0021390931498289352 -0.0028798451712075319 -0.00091178784716567415 -0.0026872167688215074 -0.00055571552306200801 -0.00019464883548461583 0.0012187993638713274 0.0020497065652817282 0.00044264021069468962 -0.0029148074460843753 0.0014665145896956763 0.0012273726508124851 -0.00020334144386986678 0.00053802101721127924 -0.00074865534713917589 0.00053053345663940448
leaf_weight=3.3737660144688553 3.9153757877647868 4.0840778417186803 13.106100432574747 1.9491660753847089 61.232856974005699 0.86252221884206459 40.135150730668101 2.7462388947606078 3.258620595210231 1.9194905534386624 10.643798518925903 5.6972876451909542 1.5675489066634325 7.8305015414953223 10.228767946362494 2.7639165706932536 6.2012445181608191 1.8425826281309121 6.5602750033140174 4.4106760248541832 6.0091410726308814 8.0322259813547117 5.3114417493343336 3.3831066787242889 4.1550715416669872 28.10691287368536 18.316095780581236 1.7454051822423933 7.0939157903194419 27.269439963623881
leaf_count=639 51 353 67 374 536 24 478 28 104 17 286 30 129 36 50 38 35 25 37 28 24 76 28 24 16 126 105 17 59 194
internal_value=0.000291169 -0.000196763 0.000454669 -0.000101158 0.000112007 -3.89096e-05 0.000245708 -0.000502786 -0.000741116 -0.00139961 -0.00181677 0.000540802 0.000916055 0.000592159 0.000745882 0.000240305 0.000607214 0.000704758 0.000775107 -0.00122909 0.000876131 0.000724886 -1.26573e-05 -0.000863765 0.000909915 0.000728907 0.000105426 -0.00111827 0.000490159 0.00026646
internal_weight=303.753 76.2377 227.515 72.1536 65.1482 70.2044 43.5089 26.6955 23.9493 15.8219 12.5633 8.12736 7.26484 162.367 112.998 49.3684 102.77 96.5684 92.9804 7.17459 86.4201 73.314 14.7037 8.69455 58.6103 50.5781 22.4712 3.58799 42.1939 34.3634
internal_count=4034 2462 1572 2109 587 1735 1117 618 590 407 303 183 159 985 630 355 580 545 503 66 466 399 76 52 323 247 121 42 289 253
is_linear=0
shrinkage=0.00222222


Tree=349
num_leaves=31
num_cat=0
split_feature=16 16 3 2 15 10 6 15 3 2 5 16 16 17 16 6 13 18 15 2 17 9 9 9 15 19 9 5 19 5
split_gain=3.22671 3.94484 3.45679 3.3134 3.14565 2.32173 2.26648 4.54941 4.34007 3.56173 2.79019 2.25796 2.33036 2.20476 2.04384 2.00124 2.99146 2.43721 5.6412 6.67623 2.56489 2.12688 2.6688 2.12601 1.86283 3.01798 1.85669 2.56527 2.7988 1.66927
threshold=20.404952284350003 19.974953289850003 93.281431752200021 322.38159739250005 34.139075990150012 60.613977009100005 16.455384477450004 36.548474543700003 92.249063830050019 131.42729508740004 19.749058312400006 19.644954061550003 19.334954786500003 162.13109061465002 22.624947093000003 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 194.45262321395003 185.90443620030001 191.72037998490001 42.493282152450007 14.451165964200003 196.26893085885004 24.041678002600005 14.251149826300002 26.429668882900003
decision_type=2 2 2 2 2 2 2 2 2 2 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 11 5 -4 9 8 -8 10 -2 12 13 -1 24 16 -6 20 19 -19 21 22 -17 -20 25 -11 -25 -28 -29 -15
right_child=2 -3 4 -5 15 -7 7 -9 -10 14 -12 -13 -14 29 -16 17 -18 18 23 -21 -22 -23 -24 26 -26 -27 27 28 -30 -31
leaf_value=-0.0025569324133448493 0.00032146034991982936 -0.0022997655509468373 -0.000707919723595085 -0.0025391751312597655 0.00070587884681957275 0.0018461498703155955 0.00056205048570062786 0.0010924819723033303 -0.0022483891116550996 0.0010019527903988778 0.0022909005298719963 0.0013980868295009436 -0.0021797959112198301 5.9302717541736622e-05 0.0012572086538198597 4.4761292731887965e-05 -0.0030965613413368614 1.2343276013691546e-05 -0.001341784250452765 -0.0038823838244504533 0.0013379926694636207 0.00075875568465120179 -0.0026470058413028122 0.0013415625856184595 -0.0011803326410146082 -0.0008968667233069243 0.0012177695615247187 0.00061196047628504086 -0.0030556613223614074 0.001257897022612235
leaf_weight=1.711471093003637 5.2882678657770184 4.0416215993463984 2.5512126740068188 2.6466478871298014 1.9378383643925179 8.7496434003114683 6.0505515486001986 14.673750951886175 6.1481809988617897 17.860841117799289 16.29148642718792 7.2656184490770093 2.5592525061219922 97.239156782336067 18.709571905434132 6.172304376959806 2.8181045516394079 4.9527720771729964 3.8192417859099832 4.8195308530703187 12.382124103605745 9.09025334054604 3.056440809275955 9.0426953798159975 4.2676783204078665 6.278409704566001 3.9072489961981756 2.1349988542497158 2.5149827282875776 6.9065624128561458
leaf_count=319 33 49 54 279 11 47 33 52 54 77 109 30 42 2011 102 27 48 25 34 50 63 61 31 43 38 40 15 12 62 183
internal_value=0.000281853 -1.10941e-05 0.000488449 6.70775e-05 0.000120273 0.00126956 0.000788747 0.00020869 -0.000854416 0.00101565 0.00180828 0.000126705 4.15023e-05 9.52054e-05 0.000652624 -7.45985e-05 -0.00154723 3.85615e-05 -0.000425234 -0.00190847 0.000509764 -5.00494e-05 -0.000846717 0.000251479 0.000254429 0.000508086 0.000597222 -0.000189345 -0.0013717 0.000138789
internal_weight=295.888 122.37 173.518 118.329 77.9494 11.3009 95.5687 26.8725 12.1987 68.6963 21.5798 115.682 108.416 105.857 47.1165 66.6485 4.75594 61.8926 31.1915 9.7723 30.7011 18.319 9.22875 21.4192 28.4069 24.1393 17.5999 8.55723 4.64998 104.146
internal_count=4034 2913 1121 2864 583 101 538 139 87 399 142 2585 2555 2513 257 482 59 423 241 75 182 119 58 166 155 117 132 89 74 2194
is_linear=0
shrinkage=0.00235581


Tree=350
num_leaves=31
num_cat=0
split_feature=10 3 18 3 0 16 4 2 12 18 2 5 10 15 17 18 16 3 13 10 5 18 7 17 2 15 15 0 13 16
split_gain=3.74785 5.62477 3.00707 2.92086 2.52655 2.30829 2.25195 2.1352 1.83567 2.1101 2.16598 1.76846 3.02513 2.69256 2.74174 2.66736 2.21736 2.97227 1.70124 1.51287 2.26247 1.48085 3.68456 2.0169 2.00434 7.95028 1.47239 4.25995 4.79967 5.36066
threshold=70.206395618550019 83.538459487450012 14.118140587000001 93.281431752200021 97.878695155250014 17.974957966700003 169.88079978325004 315.94243452415003 283.37952236595009 17.323446153950005 82.82761181390002 29.996566321350006 60.613977009100005 34.139075990150012 171.92791459955001 11.80968402675 22.704946905950003 93.980430866100008 92.38617519475001 57.041016153700006 29.026000224750003 13.077716774800001 22.835261448650005 188.19076296340003 108.63443756215001 41.29990759910001 35.098844929350008 93.399723909900004 112.64908412395 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 5 26 -2 -3 -6 11 9 10 -8 12 15 14 -14 19 17 21 -11 20 -5 23 -23 -15 -24 -26 27 28 29 -1
right_child=1 2 -4 7 6 -7 8 -9 -10 18 -12 -13 13 16 -16 -17 -18 -19 -20 -21 -22 22 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00040024823472403293 0.00068506441835303666 -0.0028136128374647326 -0.0021693559687969164 -0.0029155920280888436 -0.0028980715150534785 0.0015073737730820708 0.0011947770097773369 -0.0027469481938117357 -0.0022063731503692359 -0.0025462499969460001 -0.00066502493106025933 0.001387008141660247 -0.0026194715455314897 -2.8984169855285652e-05 0.001750956258054003 -0.0028249682175199853 0.0010810865211782429 -0.0023459040604000281 0.0016296244977120696 0.0023732136091820194 0.0022743785787116572 -0.0022248948269252018 0.0016598466351944727 0.0018236425735052165 -0.0038891061100488592 0.00047508559489192813 0.00094394412860233131 0.0014508898399681193 0.00053123057545096406 -0.0031020297428448491
leaf_weight=5.2283123696688545 31.18824781361036 1.0776373635744665 11.746073685586451 1.5006119108293203 2.0008126380853346 2.9733299482613802 4.9324436400784206 1.6378819576930244 2.5580319753498761 0.69032225239789013 21.339151340594981 6.9985824619652695 1.0088045010343183 12.142621614038946 10.242691995808853 4.142868889728561 10.257272474467753 3.8478901935741296 6.5132344452431425 1.269194111227989 0.8371937593910842 5.6117482259869602 4.1223539039492634 5.4456824548542491 3.2391422316432026 15.214789119549094 74.155222982168198 16.426967032486573 23.921695645898581 6.0104152783751488
leaf_count=72 182 59 379 84 54 30 42 70 371 328 587 119 148 67 125 182 51 87 71 5 12 40 14 21 28 89 426 91 140 60
internal_value=0.000289677 -0.000159371 -0.00152127 0.000468695 0.000151425 0.000357906 -0.000286164 0.000113878 -0.000141133 1.66839e-05 -0.000315851 0.000168438 6.03252e-05 0.000223822 0.00135911 -0.00144034 1.05064e-05 -0.000210781 0.00122945 0.000149984 -0.00105701 -3.13061e-05 -0.000390666 0.000544625 6.52647e-05 -0.000290943 0.000715654 0.000387494 -0.000109325 -0.00147275
internal_weight=298.281 85.0193 15.797 213.262 69.2222 4.05097 38.034 87.5193 36.0332 33.4752 26.2716 85.8814 78.8829 71.133 11.2515 7.74987 59.8815 49.6242 7.20356 3.607 2.33781 45.7763 28.188 17.5883 22.5763 18.4539 125.743 51.5874 35.1604 11.2387
internal_count=4034 2103 468 1931 1635 89 1453 1142 1399 1028 629 1072 953 670 273 283 397 346 399 101 96 259 171 88 131 117 789 363 272 132
is_linear=0
shrinkage=0.00252939


Tree=351
num_leaves=31
num_cat=0
split_feature=16 5 15 5 5 13 7 10 13 3 19 15 17 16 10 18 5 17 9 10 0 0 13 5 3 7 6 6 7 19
split_gain=2.60977 1.85246 1.71574 2.13685 1.9283 1.7459 1.59834 2.409 3.59937 1.90803 2.13994 3.42828 1.89592 1.44076 1.39117 2.92817 1.70206 1.56937 2.36211 1.82856 3.47337 3.23801 2.27672 2.15628 2.32032 3.04966 1.69306 1.54756 2.55595 1.33953
threshold=18.594956516900002 18.613387752550004 46.074827201850006 24.367802910700004 24.458659404000002 117.56896250265002 22.356277907050004 71.015621515800021 104.79878638300001 76.825379535700009 12.851036860900001 24.273602154900001 241.79519611995002 16.954960351900002 60.613977009100005 11.928667296000002 30.284449345300001 179.56144807225004 179.18874144770004 66.590419433100024 91.937202686950016 90.407470010750018 113.97180552410002 18.128874633450007 86.589859465500012 24.786990758350004 14.955349429350003 14.825346391850003 24.673428656250003 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 6 14 -4 -5 -6 -1 -8 9 12 -11 -12 -9 -3 15 -2 -17 -16 -19 21 -21 22 -20 27 25 26 -25 28 -22 -24
right_child=2 13 3 4 5 -7 7 8 -10 10 11 -13 -14 -15 17 16 -18 18 19 20 23 -23 29 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.002910008841895192 0.00072825941100275243 -0.00044924895808385988 -0.0032795581207949588 0.0026914774095976855 -0.0024956056076009597 0.00016128897126612991 0.001890821407056283 -0.0022923260106257524 -0.0022744202608666977 0.0006035669033499036 -0.0032546839246645359 0.00077430416803099793 0.00093221043393903872 -0.0026789000277861728 0.0018744032304665466 -0.0030960802563909044 8.2460737436393153e-05 -0.0014539618929999337 -0.00099825972078243269 -0.0023529477931969788 -0.0014274105593806731 0.0023973528921711531 0.00060948903347793641 -0.003275450723513909 0.0018647732091469109 0.00017444141297843431 -0.0001036950322051233 0.0021026167612644996 0.0011881071857584289 0.0016839855342093194
leaf_weight=1.3410164655069809 7.4152837288565916 5.4393275380716641 1.7700917059555639 1.5706063415855158 2.4629185453522933 6.7712504966184497 4.8778371992520979 4.1957992335665031 5.0033212788403025 35.048095298931003 2.9103958253981537 3.2804292556829751 1.9504238395020363 3.4639809117652476 6.4034972060471764 3.2920139962807298 1.9641585070639846 4.3502796133980146 6.1271812245249739 3.9307665117084971 3.8228150866925743 7.8457622155547133 113.76317069167271 4.0445615388453033 2.9041228033602229 9.4839967554435116 1.7652880549430845 5.8842861577868453 9.5288197584450227 9.1538027301430684
leaf_count=86 97 351 40 17 59 66 31 877 114 401 109 56 71 366 37 104 25 42 34 49 40 49 645 60 12 73 12 29 39 43
internal_value=0.000295021 -0.000168279 0.000441004 -0.000527418 -7.65489e-05 -0.000547352 6.18799e-06 7.44772e-05 -9.46408e-05 0.000135519 0.000344856 -0.00111978 -0.00126906 -0.00131673 0.000501386 -0.000365398 -0.0019083 0.000559497 0.000513386 0.000561399 6.35122e-05 0.000711848 0.000609371 0.000317254 -0.000349538 -0.00077001 -0.00231173 0.000948066 0.000439237 0.000689508
internal_weight=281.765 67.5106 214.255 12.5749 10.8048 9.23417 58.6073 57.2663 52.3885 47.3851 41.2389 6.19083 6.14622 8.90331 201.68 12.6715 5.25617 189.008 182.605 178.255 41.3647 136.89 129.044 37.4339 18.198 15.2938 5.80985 19.2359 13.3516 122.917
internal_count=4034 2462 1572 182 142 125 1745 1659 1628 1514 566 165 948 717 1390 226 129 1164 1127 1085 314 771 722 265 157 145 72 108 79 688
is_linear=0
shrinkage=0.00270225


Tree=352
num_leaves=31
num_cat=0
split_feature=16 16 2 3 15 5 17 10 0 3 5 6 13 18 15 2 17 18 15 9 0 7 9 9 6 15 6 2 5 0
split_gain=2.85804 3.30438 3.11022 2.9871 2.43457 2.23142 2.08317 2.03061 3.2533 3.63625 2.86878 2.00194 2.49843 2.11203 5.13151 5.74807 2.4637 2.13544 1.95825 3.24582 2.17502 2.54216 1.9318 2.25327 1.85007 3.47528 3.4707 2.87634 2.43803 2.06596
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 34.139075990150012 22.387336278850004 162.13109061465002 69.999384342500022 93.399723909900004 86.589859465500012 19.865285687250005 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 13.204532713600001 35.098844929350008 66.346857137250012 92.313586825200005 19.078733418100004 194.45262321395003 184.85936449530001 16.455384477450004 36.548474543700003 16.565387047600002 131.42729508740004 19.749058312400006 88.17067284620002
decision_type=2 2 2 2 2 2 2 2 2 2 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 24 5 -5 -1 8 9 -8 -9 12 -6 16 15 -15 22 -16 19 -11 21 -21 23 -13 27 26 -26 28 -2 -28
right_child=3 -3 -4 4 11 -7 7 10 -10 18 -12 13 -14 14 17 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0028826069453261678 0.00039418678820314455 -0.0024735513724133133 -0.0028820433112449933 0.002022093605073709 0.00063123658639009335 -0.00068758996055324605 -0.0046562988827937336 5.0586182870022476e-05 0.0023397392002037589 0.0018046690123659807 -0.0029804133428485624 0.00022669995460383879 -0.003434896415250284 -9.1563953564011421e-05 -0.0013142548489420704 -0.0042255188445861208 0.0014737611669365445 0.00075077320082287378 0.0024234323037872862 0.00056867508100062736 0.0014210190612944662 -0.0028614594250167295 0.0007996683425324331 -0.0024385987559359798 -0.0028430148789826497 0.0011303798338348208 -0.0012261828770842548 0.00072091282446143021 0.0025382671391857661 0.0016075641605857725
leaf_weight=1.625932065071537 5.1945484317839172 3.8089412711560717 2.517990071733947 8.0818478483706695 1.8158121034502972 2.9695826508104792 1.0290774405002654 84.697194940410554 7.2758512339787549 5.0356644708663252 2.2917273868806651 5.2297524958849007 2.6640229946933687 5.0778956040740031 4.5633633057586875 4.5633387407287955 12.490614781156181 16.577057339251041 3.1441485355608156 2.4026814328972232 2.2107942618895322 4.319594475091435 9.2598888273350877 4.0002047722227871 4.0480452254414576 14.073485806584356 3.5570084974169731 44.562545858323574 14.012077771127222 3.8050038069486618
leaf_count=319 33 49 279 52 11 49 8 1655 56 47 114 23 48 25 38 50 63 128 14 65 15 292 61 35 47 52 19 257 109 21
internal_value=0.000290377 -2.34668e-05 5.66033e-05 0.000517185 0.000132488 0.00129399 0.000121492 0.000164946 0.000829608 0.000223969 -2.92656e-05 -6.12899e-05 -0.00178677 6.38656e-05 -0.000432051 -0.00204823 0.0005566 0.000305017 0.000517442 8.84324e-05 -0.000879028 -0.00163546 -6.29789e-05 -0.000928424 0.000850335 0.000241528 -0.000854808 0.00109363 0.00195839 0.000238419
internal_weight=286.906 120.36 116.551 166.546 77.2934 11.0514 114.033 112.407 25.4178 18.142 86.9889 66.242 4.47984 61.7621 30.7817 9.64123 30.9805 21.1404 17.1129 13.9687 8.93307 6.72228 18.4898 9.22996 89.2527 25.4835 11.4101 63.7692 19.2066 7.36201
internal_count=4034 2913 2864 1121 583 101 2585 2266 497 441 1769 482 59 423 241 75 182 166 433 419 372 357 119 58 538 139 87 399 142 40
is_linear=0
shrinkage=0.00267314


Tree=353
num_leaves=31
num_cat=0
split_feature=16 16 9 4 3 14 19 13 2 4 9 18 15 6 5 15 17 17 15 8 15 16 18 9 6 7 7 2 2 12
split_gain=0.610883 1.11471 1.51838 0.809201 0.799631 0.754977 1.73805 1.19573 0.981265 1.96576 1.04248 3.19937 1.92909 1.60142 2.22734 1.1711 1.07863 1.50984 0.961818 1.01224 0.937034 0.804651 2.14165 0.738951 0.688723 0.808379 0.665917 0.688029 1.35966 1.33454
threshold=18.594956516900002 18.404956961200003 189.78071820640002 393.99831167250005 103.00289635185001 169.55500150975004 12.651020723000002 108.49810477050001 82.82761181390002 191.03149642590003 206.08934059370003 15.625782642300001 24.006097767650004 13.65531905435 14.250977471750002 20.313914079200003 190.38166638035003 176.44238483465003 21.761438576950002 8.1436447804000007 23.378903124350003 14.934965075550002 17.323446153950005 219.21617201485003 12.05528166975 22.695144739300002 26.459406588900006 108.24034454255001 109.11323887240002 120.18992510580001
decision_type=2 2 2 2 2 2 2 2 2 2 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 18 8 -7 -10 13 -12 15 14 20 21 17 -15 19 -1 24 22 -13 -17 25 -11 27 29 -29 -2
right_child=26 2 -4 -5 -6 7 -8 -9 9 10 11 12 -14 16 -16 23 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.041026240821578457 0.001777472325040781 0.022962234525713967 -0.033038898990256325 -0.028818523751531339 -0.028399585428285527 0.0098727601036167258 -0.027725015858258224 0.020749057606454777 -0.031119331120305998 0.020833329776974052 -0.034235385991915231 -0.034784990161770425 0.015880873937803599 0.02114644280143451 -0.029626243674242693 -0.035650453765321777 0.024312397852606377 -0.015599647374730342 0.012120482489436493 0.006396586573107369 -0.028707738284899632 0.023652764732890991 0.012884442502542212 -0.0065911437706809867 0.023193965099079943 -0.004131520196487542 0.01708353137403942 -0.0237977707133189 0.00076921404260085952 0.011641238599855162
leaf_weight=0.66882105005788506 45.098538395948708 0.47705292480532024 1.7276228179689495 0.77892380926641536 0.76775524977710929 6.9270983892492941 2.3458743317751214 2.3657442537369198 1.6587239774526121 1.3332628540956699 2.4931343197822562 1.1948522386373941 4.0374592681182548 1.7463207327527919 1.9318526715069309 1.4887734497897329 3.8923719422891736 1.7075739009305833 2.6605185536900535 0.72344422666355968 0.62664868930005457 0.93935620877891768 1.8612747778533956 1.2371135409921405 1.5346990306861696 4.0244277398596751 2.1920518828555933 1.7677276767790306 108.72687295434298 13.841328655369578
leaf_count=33 387 42 156 381 230 119 37 63 151 37 64 35 53 41 180 37 21 31 19 8 76 10 114 33 15 476 16 17 1024 128
internal_value=0.00107193 -0.00159341 -0.0209212 -0.000722824 -0.00026848 0.000187176 -0.00868999 0.00157257 0.000398327 -0.00167152 -4.59871e-05 -0.00587291 0.000699507 0.00455111 -0.00301328 -0.00841979 0.0142826 0.00297951 0.00232806 -0.0163845 0.00382434 0.00116054 -0.00575285 -0.0224622 0.00678213 0.00208099 0.0018663 0.00166942 0.000376184 0.00409386
internal_weight=222.777 51.1507 2.20468 48.946 48.1671 47.3993 6.39866 41.0007 38.6349 31.7078 30.0491 13.252 10.7588 16.7972 9.45089 6.72137 7.34627 3.45389 4.05278 1.39227 7.51904 3.99548 3.05613 2.72589 6.89239 5.35769 171.627 169.434 110.495 58.9399
internal_count=4034 2462 198 2264 1883 1653 97 1556 1493 1374 1223 346 282 877 784 229 93 72 60 41 604 159 149 70 528 513 1572 1556 1041 515
is_linear=0
shrinkage=0.0277871


Tree=354
num_leaves=31
num_cat=0
split_feature=16 16 2 3 15 5 17 6 4 15 19 15 2 6 6 15 13 0 0 16 6 13 18 15 2 17 7 17 6 5
split_gain=1.99046 3.36153 3.13602 2.44871 2.74528 2.03123 1.99027 1.8411 2.81156 2.77388 2.25036 1.93403 2.22318 2.01298 1.88774 2.10997 1.77705 3.32744 4.4018 2.07986 1.69351 2.45527 2.20057 5.12721 4.39581 2.31416 2.083 2.01923 2.04049 1.6891
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 34.139075990150012 22.327062271350005 162.13109061465002 16.455384477450004 195.50296729855003 37.870720399650004 14.351157895250003 45.169600924000008 310.17567643235003 15.035351298550003 16.605387982250004 36.346245650200011 109.72404167800001 93.399723909900004 92.805574663100018 19.199955102150003 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 22.977992916200005 185.24175881545003 16.485385178400005 23.626838821450004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 7 5 -5 -1 8 -2 10 -9 12 13 -10 15 -12 19 18 -18 -8 21 -6 25 24 -24 27 -25 28 -22 -28
right_child=3 -3 -4 4 20 -7 16 9 11 -11 14 -13 -14 -15 -16 -17 17 -19 -20 -21 22 -23 23 26 -26 -27 29 -29 -30 -31
leaf_value=-0.0036334598252844639 0.0027012800804880241 -0.0032587807938555878 -0.0036642390226834035 0.0026519410847751891 0.00082037158958961983 -0.00058803241998248048 0.00016132541309387609 -0.0031050959194908901 -0.0010128569954174081 0.0015581786493201789 -0.0036054559681512363 -0.00154226835120493 0.0032477753887784427 0.0011337646708145517 0.001377934794433561 0.00056508705956945661 0.00092577591527315782 0.0034014537909769168 -0.0058137294202560185 -0.0021522728742485561 0.0027258778770355898 -0.0042390593561427532 -0.00047280154281112891 -0.0019681145882159846 -0.0051734149919938684 0.0018083420776603336 0.0024772866640241425 -0.0023676521849110991 -0.00025945065487545567 0.00011291602121657661
leaf_weight=1.5309044429450285 12.334004707634447 3.5161946583539239 2.4667456652095998 7.4977573873475176 1.855732850730418 3.0967628974467516 80.449050378694665 3.5163644552230862 5.7585745528340331 9.7647503986954671 2.6057646609842759 3.4064991809427729 4.8213599845767012 35.141302220523357 5.519276387989521 2.9064751788973808 10.207377496873962 5.424611769616603 1.2298883572220791 4.6555855283513656 3.4109804099425736 2.6203846419230103 4.6324801407754439 3.7672652862966087 4.387248894199729 11.804424154572187 4.8382163196802166 3.5918886121362439 10.815894440747796 11.693005039822308
leaf_count=319 104 49 279 50 11 51 1932 21 30 38 38 38 46 181 31 11 262 20 10 42 15 48 25 41 50 63 17 28 76 108
internal_value=0.000328098 -2.14675e-05 8.59558e-05 0.000567609 0.000119104 0.0017049 0.000175337 0.000954611 0.00126472 0.000170661 -0.000760661 0.000904058 0.00108632 0.000831527 -1.33577e-05 -0.00140643 0.000232522 0.00123065 0.000201054 3.47617e-05 -0.000145819 -0.00214149 5.73591e-06 -0.000647916 -0.00275921 0.000652658 0.000290247 -0.000112949 0.0004563 0.0008049
internal_weight=269.267 109.48 105.964 159.786 74.012 10.5945 103.497 85.7744 61.4617 24.3126 14.5479 49.1277 45.7212 40.8999 11.0315 5.51224 101.967 16.8619 11.4373 85.1046 63.4175 4.47612 58.9414 29.3182 9.01973 29.6232 20.2985 17.8188 14.2269 16.5312
internal_count=4034 2913 2864 1121 583 101 2585 538 399 139 101 295 257 211 80 49 2266 292 272 1974 482 59 423 241 75 182 166 119 91 125
is_linear=0
shrinkage=0.00336544


Tree=355
num_leaves=31
num_cat=0
split_feature=16 16 3 2 5 17 13 0 0 16 16 10 0 10 18 16 6 13 16 6 0 15 15 18 9 15 19 5 15 5
split_gain=4.53065 4.17602 3.97831 3.88749 2.98337 2.52672 2.46643 3.60527 5.06909 2.52721 2.42405 2.23109 4.10052 4.36769 6.28024 3.57674 2.09685 3.85323 2.06338 3.21924 4.10282 2.65559 2.15952 3.07815 2.22088 2.16599 2.2759 2.93387 2.71202 2.4144
threshold=20.404952284350003 19.974953289850003 93.281431752200021 322.38159739250005 20.374719724350005 162.13109061465002 109.72404167800001 93.399723909900004 92.805574663100018 19.199955102150003 18.554956610400005 66.590419433100024 90.297243227400017 64.407391431150018 13.552878921100001 22.494947397000004 16.375382608200002 117.38883580790001 18.684956306450005 14.775345223550003 96.163458868000006 27.689912074550005 28.626568391100005 14.053554955550002 213.27127849780001 27.980927088250002 12.851036860900001 13.716117217950002 24.273602154900001 17.679107616400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 11 5 -4 -1 9 8 10 18 -8 12 13 15 -15 -2 17 -6 22 20 21 -20 25 -24 -25 26 -7 28 -28 -29
right_child=2 -3 4 -5 16 6 7 -9 -10 -11 -12 -13 -14 14 -16 -17 -18 -19 19 -21 -22 -23 23 24 -26 -27 27 29 -30 -31
leaf_value=-0.0023960216036172637 0.0019008055301390923 -0.0022070187307237712 0.0017288381921562207 -0.0024259781185878393 0.00082868694106250106 0.00020614363899542653 -0.0023041110847090906 0.0023203832530003122 -0.0040031965160601552 -0.0015037359775814116 0.0010298123986818342 -0.00080163901491845128 0.0020730278711913125 0.00061608804308991736 -0.002718664718841995 0.00068596017806446205 0.00016857647400302136 -0.0029134997093366705 0.00048881956923218074 0.0023146128557912306 0.0011462483383528257 -0.0024948859112639207 0.0022307429685518351 -0.0026581308186752373 0.00015732635545236525 0.0017580033432454396 -0.0010209812822284782 -0.0026624338519798002 0.0018302604943449133 0.00040325562142121861
leaf_weight=1.9216972474241618 15.246156156063078 4.1190405366942278 5.7530786115676156 3.0105380211025468 2.4524952843785277 46.493465242616367 1.2025470554363007 6.1164785623550406 1.2575000971555699 5.027470175176858 10.868149627000092 3.9408287350088349 13.014270044863222 8.5915457010269147 4.1620163321495047 57.073859252035618 70.217683237046003 3.0836919159628451 2.6223745048046139 4.9082543253898612 9.6713560298085195 3.4024600405246019 1.1166725042276073 4.4369733593193814 2.0261870822869241 3.5742733511142424 3.863353096181525 4.9895335296168923 2.8990507174748927 1.7133666868321595
leaf_count=319 95 49 32 279 12 1235 162 20 10 42 100 29 58 39 31 286 491 48 16 18 31 80 6 188 37 21 111 129 34 26
internal_value=0.000326036 -6.97321e-07 0.000548991 7.43341e-05 0.000181962 0.000138065 0.000179977 0.000904099 0.000254148 3.44358e-05 0.000697669 0.000842197 0.00090824 0.000730055 -0.00047218 0.000942068 6.4486e-05 -0.00125574 0.00011875 0.000739627 0.000247123 -0.0011962 -6.1144e-05 -0.00118529 -0.00177549 7.29722e-05 -2.74762e-05 -0.000834127 0.00020135 -0.0018788
internal_weight=308.776 125.241 183.536 121.122 81.5069 118.111 116.189 19.4447 13.3282 96.7448 12.0707 102.029 98.0878 85.0736 12.7536 72.32 75.7539 5.53619 91.7173 20.6044 15.6962 6.02483 71.1129 7.57983 6.46316 63.533 59.9588 13.4653 6.7624 6.7029
internal_count=4034 2913 1121 2864 583 2585 2266 292 272 1974 262 538 509 451 70 381 551 60 1932 145 127 96 1787 231 225 1556 1535 300 145 155
is_linear=0
shrinkage=0.00222816


Tree=356
num_leaves=31
num_cat=0
split_feature=16 16 2 3 8 17 13 0 0 16 16 16 6 0 8 15 18 15 9 19 6 5 5 15 7 15 19 2 17 16
split_gain=3.00719 3.65587 3.34658 2.95858 2.4193 2.33186 1.78274 3.43176 4.64458 2.08164 2.03528 1.78927 2.83311 3.05169 2.63751 2.06629 3.22996 2.32403 2.18918 2.02579 3.11824 2.01961 2.12644 2.03042 3.16131 1.70579 4.033 1.93583 2.45914 1.87344
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.499196860750018 8.9430209551500024 162.13109061465002 109.72404167800001 93.399723909900004 92.805574663100018 18.554956610400005 19.199955102150003 18.684956306450005 14.775345223550003 96.163458868000006 7.943800736700001 28.626568391100005 14.053554955550002 27.980927088250002 213.27127849780001 12.651020723000002 8.5652001245500013 13.716117217950002 17.505247228350004 24.273602154900001 22.671301016600001 45.169600924000008 14.451165964200003 309.00014058725003 208.52245219595002 20.664951676350004
decision_type=2 2 2 2 2 2 2 2 2 2 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 25 -1 10 8 9 -8 11 15 13 14 -13 17 -17 19 -18 20 -7 23 -23 24 -21 27 -27 28 29 -2
right_child=3 -3 -4 -5 -6 6 7 -9 -10 -11 -12 12 -14 -15 -16 16 18 -19 -20 21 -22 22 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0028479792516922118 0.0022871481604934628 -0.002545964153213961 -0.0028483585465220599 8.4013319478946834e-05 -0.00074786992338146023 -0.0027543557722787479 -0.0027276635422361943 0.0026827087898011275 -0.0046966376598481926 0.0011093120148889244 -0.0016353430097152579 0.0006024366612208175 0.0026913458512861843 0.0012336951685766014 -0.0030373300806044558 0.0026626013102359625 -0.0031800352946239931 0.0021883441436053529 0.00020587595130055363 0.0019279958482981991 0.00050438733898392082 -0.0021194578992185082 0.00050458788368127391 0.0021288284408068473 -0.0024143329877636516 -0.0028971123078655805 0.0012551555797095885 0.0025283260391231075 -0.0010956491584182366 0.00088720509596580167
leaf_weight=1.765463584975804 7.2661061063408843 3.7766031865030518 2.6333310417830935 59.832014772109687 6.506756365299224 2.1644721995107821 1.0931019247509564 5.6122534945607176 1.2198835685849179 9.9726044470444304 4.6694288514554492 2.7358229793608215 4.5228423178195944 9.2338625565171224 2.8136839848011732 1.1666072085499752 4.2687752170022577 3.5405806144699445 1.9328297933097927 1.9285263926722134 37.326532070932444 8.3035629643127304 2.9042075086617833 2.7618388566188514 2.9624931525904685 2.6681308448314658 4.1876340173184872 5.4602409601211539 4.0680685583502045 79.857540939003229
leaf_count=319 32 49 279 486 39 557 162 20 10 100 42 31 18 31 65 6 188 21 37 24 590 167 40 38 119 32 27 47 41 417
internal_value=0.000330797 9.62614e-06 9.31648e-05 0.000556405 0.000813319 0.000161775 0.000209587 0.00097262 0.000191425 0.000730285 6.31135e-05 0.00015266 0.000863265 0.00030398 -0.00124298 -4.542e-05 -0.00136678 0.000111887 -0.00212476 -1.41057e-05 0.000325778 -0.000725766 -0.0014395 0.000319518 -0.000702155 0.000911459 -0.000360827 0.00100171 0.000910297 0.00100396
internal_weight=289.156 119.309 115.533 169.846 110.014 112.899 111.134 17.8978 12.2856 11.0657 93.2361 88.5666 19.3062 14.7834 5.54951 69.2604 7.36821 61.8922 6.20161 58.3516 39.491 18.8606 11.2078 7.65286 4.89102 103.508 6.85576 96.652 91.1917 87.1236
internal_count=4034 2913 2864 1121 635 2585 2266 292 272 262 1974 1932 145 127 96 1787 231 1556 225 1535 1147 388 207 181 143 596 59 537 490 449
is_linear=0
shrinkage=0.00263956


Tree=357
num_leaves=31
num_cat=0
split_feature=16 0 6 18 13 16 9 7 8 5 3 16 2 9 3 15 13 18 18 8 10 0 0 10 16 18 18 7 7 9
split_gain=1.99681 1.47453 1.87137 1.54459 1.48835 2.10917 1.60632 2.20486 3.49017 1.98465 2.45951 2.38417 3.51955 4.33346 2.97131 1.5547 1.51626 1.42762 1.96397 1.59043 1.3613 3.69399 3.22226 2.81695 4.45498 2.78494 2.04248 3.13867 1.83277 3.60422
threshold=18.594956516900002 85.995710218650018 16.375382608200002 13.065205089100003 116.60649449195002 22.574947209950004 186.68586460755003 22.407814303000006 8.3434888241000014 29.996566321350006 94.972471916200007 22.704946905950003 83.777728670400009 191.72037998490001 93.846007959550022 48.903217410600007 120.87576600310001 13.192618516750001 13.276755824150003 9.1428649988500013 66.590419433100024 91.937202686950016 90.407470010750018 64.407391431150018 22.494947397000004 13.777522434500002 14.030930991100002 23.822419043000004 23.974509389900003 196.26893085885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 -3 -4 15 7 8 -7 10 11 12 -8 -14 -15 16 -6 -5 -19 20 22 -22 23 24 -20 -25 -23 -28 -29 -30
right_child=1 3 4 17 5 6 9 -9 -10 -11 -12 -13 13 14 -16 -17 -18 18 19 -21 21 26 -24 25 -26 -27 27 28 29 -31
leaf_value=-0.00023715967105190233 -0.0027090622517796014 0.002352760669669609 0.0021495886901892218 -0.0010269663942691267 -0.0045801750590085434 -0.0019385398062491564 0.0031452739511989868 0.0031607382886511691 0.0027924180486645946 0.0025474134607062684 -0.0033954095860136385 0.0022386665477764599 -0.0060504423336910883 0.00034214112964925218 -0.0045563980470983345 0.0025503890099452318 0.0019667843928680112 0.002326060305867949 0.0035570223786283287 -0.0019674223601026677 -0.0030843914945686852 0.0031801155266417136 0.0034056748314434987 0.00070610919238416915 0.00056937028479441606 -0.0042359523202652816 -0.0045072819241597072 0.0035299334647293326 -0.0044676414545414432 0.00065772930276953516
leaf_weight=60.661970070388634 3.5084474249742916 8.869302920997141 5.4914697874337426 7.0877781659364691 3.2316456055268641 5.3944099955260736 2.9082942530512943 5.9065966904163352 4.214800912886858 3.4154512677341691 4.0691995527595273 5.1040025353431693 2.6565817422233513 10.103963524103163 2.3080805616918942 0.77517112204805005 0.64366988092660893 11.221630834043024 8.8841107785701734 3.4949233867228022 4.7931530959904185 3.999208688735961 7.6612208150327197 3.6930146664381018 51.317257585003972 3.2551782801747322 1.9920818638056506 2.8217792436480549 2.2700219601392773 25.111599267460406
leaf_count=2462 51 39 60 39 107 37 10 23 18 18 72 23 34 45 71 4 14 69 84 28 56 18 49 16 295 27 21 9 50 185
internal_value=0.000384073 0.00056683 5.10134e-05 0.000777181 0.000223248 1.47308e-05 0.000267047 0.00128781 0.000136557 -0.000251117 -0.000603169 -0.000110893 -0.000777979 -0.00153518 -0.000568766 -0.00248545 -0.00349276 0.000675626 0.000768087 0.000621533 0.00069967 0.000129082 0.00101229 0.000739221 0.00101027 -0.00160921 0.000554633 0.000228504 0.000540856 0.00023282
internal_weight=266.866 206.204 59.7318 146.472 56.2233 50.7319 46.0814 15.5158 9.60921 30.5656 27.1501 23.0809 17.9769 15.0686 12.412 4.65049 3.87532 137.603 130.515 119.294 115.799 40.9878 74.8108 67.1496 60.2014 6.94819 36.1947 32.1955 30.2034 27.3816
internal_count=4034 1572 587 985 536 476 351 78 55 273 255 183 160 150 116 125 121 946 907 838 810 339 471 422 379 43 283 265 244 235
is_linear=0
shrinkage=0.00389531


Tree=358
num_leaves=31
num_cat=0
split_feature=16 16 6 14 15 5 5 3 16 16 16 5 18 4 12 10 13 2 7 9 9 0 10 10 12 4 5 6 6 17
split_gain=2.27912 1.70116 2.04628 1.65769 1.5673 2.13584 2.07404 2.00416 2.23437 1.91593 1.54492 1.63678 1.39163 1.98962 1.32289 1.30617 2.52436 1.70767 1.51228 1.87584 1.58112 1.49364 1.24909 2.53195 1.61965 1.66959 2.66313 3.07764 4.17102 1.28655
threshold=18.594956516900002 15.584963555600002 11.075258771650001 171.16849715720005 46.074827201850006 24.367802910700004 24.458659404000002 92.913112988300014 23.044946110900003 22.584947186600004 15.404963976500001 13.154029769200003 18.273715221050001 290.29001804785008 81.514192512750014 71.096275259700022 110.06278740240002 72.843776848050013 27.703316924600006 206.22988073345002 205.88909726980003 97.225399829550014 60.613977009100005 58.167480110400007 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 179.56144807225004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 22 -6 -7 -8 9 -9 11 -4 13 15 -13 16 -5 -17 19 20 21 -19 23 -2 25 29 27 28 -27 -24
right_child=4 3 10 12 5 6 7 8 -10 -11 -12 14 -14 -15 -16 17 -18 18 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0025430135379917941 0.00045477873354370644 -0.0035896270035533631 0.0025344666048663297 0.0017839048619800958 -0.0042229274345025967 0.0035752373073116048 0.0028137442549465951 3.1761915003739995e-05 0.0019753718080082784 -0.0040291571724938944 0.0017167132152976852 -0.0048128413877675438 0.003255880103269266 -0.0034997604799563735 -8.8597997146308712e-05 0.0046415409982527994 -0.0041108302131400119 -0.0037067131211285255 0.0031953312115547291 -0.0038717928159508006 0.0046913443272874463 9.7495917697047464e-05 0.0023120009695474543 -0.0033872850045941543 0.002476959089823001 -0.0035222510250655513 0.0016080265609922371 -0.0047783054681283001 0.0024636166343682143 0.0006752058017534385
leaf_weight=2.8748449100821736 8.1936761743854714 2.4765437737805795 2.8388591192197081 5.437177187297503 1.6928958171047259 1.5868073012679804 1.5990855619311313 2.2474357471801341 1.7553935572504995 3.5647494008298963 8.9446792155504209 0.72534329653717833 1.0495479982346285 2.8102818130282676 23.079367798229214 0.57875734567642112 1.0242998126195741 1.8957292058039419 0.77059488726081404 3.3856795281171799 0.59010475873947132 3.4584014809224755 5.9061899818480006 2.7074827076867214 5.8941368609666815 2.5407845266163331 4.3584885708987704 2.6498709134757519 3.0260307267308235 161.23424209980294
leaf_count=908 141 116 33 125 40 17 5 20 10 90 41 26 17 207 511 1 164 136 9 99 1 68 35 85 62 30 20 44 16 957
internal_value=0.000386609 -0.000193683 0.000252292 -0.000924333 0.000558623 -0.000626716 -6.05727e-05 -0.000689954 -0.00143031 -0.00245889 0.000478099 6.22756e-05 -0.000610022 -0.000813392 -0.000232548 -0.000372953 0.000849447 -0.00111256 -0.00144227 -0.00182531 -0.000659691 -0.00124945 0.000633698 -0.000499461 0.000700251 0.00064198 -0.000568392 -0.00172286 -0.00026843 0.000733045
internal_weight=270.897 61.9402 38.4631 23.4771 208.957 12.4464 10.7535 9.16666 7.56758 5.81219 35.5882 26.6436 21.0006 19.951 23.8047 17.1407 6.46148 10.6793 10.1005 9.32991 5.94424 5.35413 196.511 10.9012 185.61 179.716 12.5752 8.21669 5.56682 167.14
internal_count=4034 2462 1519 943 1572 182 142 125 120 110 611 570 827 810 537 603 289 314 313 304 205 204 1390 226 1164 1102 110 90 46 992
is_linear=0
shrinkage=0.00344448


Tree=359
num_leaves=31
num_cat=0
split_feature=6 3 9 2 3 5 3 9 4 13 7 3 8 2 2 14 12 4 12 12 2 5 16 12 10 2 17 7 6 6
split_gain=0.672943 1.61033 2.19944 1.88839 1.25354 1.38904 1.50229 1.17305 1.23926 1.10148 1.27096 2.16109 1.67387 1.06949 1.11651 1.20286 1.32061 1.27581 1.22746 1.28672 1.28305 3.3784 1.24172 0.996501 0.960764 0.937094 2.66185 2.4254 1.37568 2.01969
threshold=14.825346391850003 83.538459487450012 201.61239113610003 358.29672450355002 93.281431752200021 20.305669781650003 93.337889372900023 184.36538191430003 147.84286409485003 109.49014582065001 20.861906850000004 84.643415779050017 7.943800736700001 56.478612905150008 65.896304893200011 156.61564208075004 100.25158460885001 158.55438663830003 107.96682590455002 113.54869230380002 100.60547560250002 22.387336278850004 22.644947046300004 283.37952236595009 55.513971935650012 253.13454704850002 208.33805927010005 24.346818680050003 16.455384477450004 16.385382841850003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 23 9 -4 7 -6 -7 -2 -9 10 -3 12 -12 -8 -15 -16 17 -17 -18 -20 -21 22 -22 -1 -23 26 28 -28 29 -10
right_child=4 2 3 -5 5 6 13 8 25 -11 11 -13 -14 14 15 16 18 -19 19 20 21 24 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0027658226308035186 0.031085245772425923 0.016055110585965073 -0.028005723714064772 0.031771909500389328 0.018654792852366882 -0.030997849152338476 0.015959255792732451 -0.018460800265263994 0.0048883183877206568 0.009877779930098373 0.029905794272888832 -0.036739628171956092 -0.022003317792645475 -0.037789145136520673 0.033399197577839781 -0.0010853398133931842 0.020245504673491146 -0.038937646200020416 -0.030223160573858075 0.013279977321565618 -0.0492108474172561 -0.033611439278777751 -0.012663925952096389 -0.021007770970929363 0.00076479317614397066 0.015611294159676449 0.0051254686082108682 -0.050845491238398016 -0.0017623149710293245 0.020275833063698893
leaf_weight=50.372368908690987 1.7972901063039888 1.5817306278040648 6.6437430020887396 0.59953748388215888 3.7132131755352011 1.763395957648753 3.724173901602625 2.327989485114812 39.682731636799872 5.6200664779171348 1.3112376232456884 2.7559973410243401 1.2749512502923606 0.886557687073945 1.0205639919731755 1.8018988519906991 2.7744909206812727 1.9074140494049059 1.6036493693536602 5.8833873309195033 1.99939485854702 0.86470150380046007 1.8742089401930568 1.9040644622727985 39.156856336747296 8.4053521333262307 1.5281263329088681 1.7039790628477929 19.383291433565319 11.433698009699581
leaf_count=1249 13 61 253 11 31 13 32 18 279 24 26 250 30 23 11 18 31 65 51 31 26 133 17 392 591 85 14 36 117 103
internal_value=0.00150931 -0.00106682 -0.0089047 -0.0230578 0.0027052 -0.000536554 -0.00162851 0.00529725 0.00474852 -0.000732242 -0.00934428 -0.0168646 0.0043154 -0.000812884 -0.00185787 -0.00131692 -0.00192919 -0.0205499 -0.000653822 -0.00178233 -0.000866085 -0.00276212 -0.0315279 0.00189992 2.2064e-05 0.00540634 0.00424298 -0.0243826 0.00555534 0.00833019
internal_weight=227.3 72.0637 19.7873 7.24328 155.236 68.9739 65.2607 86.2625 84.4652 12.544 6.92392 5.34219 2.58619 63.4973 59.7731 58.8866 57.866 3.70931 54.1567 51.3822 49.7785 43.8952 3.8736 52.2764 40.0216 82.1372 73.7318 3.23211 70.4997 51.1164
internal_count=4034 2296 655 264 1738 1073 1042 665 652 391 367 306 56 1029 997 974 963 83 880 849 798 767 43 1641 724 634 549 50 499 382
is_linear=0
shrinkage=0.0322582


Tree=360
num_leaves=31
num_cat=0
split_feature=16 16 5 17 10 5 19 16 18 15 5 3 19 9 9 2 2 19 0 16 18 10 16 9 3 10 13 16 2 6
split_gain=2.8688 2.15926 2.93462 2.53459 2.58211 2.26906 2.10983 1.84706 2.33294 1.84309 2.21157 1.9246 1.9737 1.7761 1.71317 1.62536 1.48966 1.66165 1.40353 1.2956 1.27917 1.25284 1.59963 1.19088 1.09471 2.45376 1.09362 1.17287 1.09361 1.75894
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 71.015621515800021 19.234448447350001 12.551012654050002 15.404963976500001 15.981927061500002 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 188.63457064660003 219.96883426190004 102.94361713510001 83.586740321150003 12.350996516100002 99.994511703900017 14.504966081100003 15.625782642300001 62.025417527550012 22.604947139800004 213.27127849780001 81.715684874950014 78.285212300550015 108.45777789855002 16.744960843000005 154.31016903475003 11.260263094250002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 15 8 16 -2 -11 -12 -13 18 24 -6 -4 19 -8 -18 -21 22 -14 -24 25 -10 27 -7 29 -27
right_child=9 3 7 -5 6 26 13 -9 14 10 11 12 21 -15 -16 -17 17 -19 -20 20 -22 -23 23 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.0026233245149600648 0.00050212485039245725 0.00105235617482293 0.00044299846005730725 0.0015125437252825351 0.0025812074655554239 -0.0026634009214240874 -0.0028183406086110183 0.0013000043528773081 -0.0021386891020448787 -0.0030990624109155079 0.0022465040856656667 0.0013397685249423251 0.0016548298780091771 -0.0024946140625554049 -0.0017421757806899228 -0.0013308113011189777 -0.0015948191999461891 -0.0032510752179892724 0.0017524739661775059 -0.00061428476351127578 0.002779475161653693 -0.0029643544102255686 -0.0030289277240382502 0.00060167538153355613 0.0026991373445640473 0.001179634102151865 -0.0029371456755018658 0.0028516128151531675 0.0018643398365002419 -0.0020626143077241122
leaf_weight=2.2869018258643328 203.30491218809038 5.7245503317099118 5.0673452452756456 2.9540391517803064 1.2261450812220567 0.45761527109425537 0.67188535444438358 10.15825518965721 1.7360478788614297 1.8420640937983979 1.926673300564288 2.4822682468220574 1.418807568959892 10.513919059187172 1.6977557751815755 1.5994557437952606 4.545263344596604 2.147527935449034 1.2667332645505665 2.1802241317927842 1.0880050063133238 2.0975283470470458 1.6470406223088505 0.92034928128123272 2.0578496642410746 4.0003968714736384 1.81188524531899 0.56088104844093323 6.1099379725055769 1.5048228739760814
leaf_count=798 1390 56 34 38 7 74 72 47 15 40 6 18 10 325 48 48 274 72 23 54 4 54 45 9 9 46 298 2 67 51
internal_value=0.000296877 -0.000147391 0.000197293 -0.000721029 -0.000997874 0.000126605 -0.00162752 0.00034981 4.94437e-05 0.000443911 -0.000515591 -6.20437e-05 -0.000581285 -0.00208005 0.000695039 0.000366775 -0.000685438 -0.00125949 0.000168324 -0.00071211 0.00051551 -0.00136511 -0.000523589 -0.00172744 0.000963569 0.000696062 -0.00174576 0.000373691 0.00111976 0.000293383
internal_weight=287.007 71.3674 44.5803 26.7871 23.8331 8.55493 15.2781 42.2934 32.1352 215.64 12.3347 10.4927 8.56599 12.4525 17.1068 2.8256 15.0284 9.96102 1.93862 7.81349 3.26823 6.08373 3.9862 2.56739 15.4091 13.3512 2.83038 1.0185 11.6152 5.50522
internal_count=4034 2462 1519 943 905 430 475 721 674 1572 182 142 136 420 236 55 438 404 95 332 58 118 64 54 188 179 374 76 164 97
is_linear=0
shrinkage=0.00255639


Tree=361
num_leaves=31
num_cat=0
split_feature=13 18 3 6 15 7 4 6 19 16 15 5 5 5 13 14 4 4 5 18 16 7 15 3 16 4 2 13 3 4
split_gain=0.621724 0.632902 0.949275 1.51528 1.67919 2.20939 1.67247 0.76531 0.653274 1.9601 0.634977 1.66126 1.5928 1.15787 0.879388 0.704908 0.705621 2.11166 2.0469 2.29718 1.48554 1.44447 1.53101 1.28881 1.24691 1.0149 1.6789 2.58225 1.4749 1.30209
threshold=95.862351557400004 17.323446153950005 81.105404879350019 12.26528657645 23.292710050100002 25.987500066900001 271.76419630735006 12.05528166975 11.850956171350001 17.684958644900004 46.074827201850006 24.367802910700004 24.458659404000002 25.322158499750007 117.56896250265002 448.15267409250004 309.28270023145006 313.22340827140005 21.386268748550005 14.566453504450001 22.644947046300004 23.127267687200003 25.186533201700005 82.796445043450021 22.584947186600004 292.86187543885006 199.66651340635002 117.50981642375002 93.023339771650015 277.43684800215004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -2 -3 -10 15 -12 -13 -14 -15 16 25 -18 19 -19 23 22 -20 -21 -23 26 29 -28 -27 -4
right_child=1 8 10 4 5 -7 -8 -9 9 -11 11 12 13 14 -16 -17 17 18 21 20 -22 24 -24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.017172399396617424 0.0017437259833054265 0.029466741448790135 0.0017554493286603475 -0.034391577796339286 -0.032333458110900583 0.022030381047286343 -0.032983405902315771 0.028567986967765635 -0.022612777324274132 0.03126654756548021 -0.036112874528851306 0.030233038809767094 -0.025351053446795158 -0.021530054968651655 0.0082202285285619837 0.019288841676879571 -0.027862668249858009 -0.059214567937925129 0.016891054288678039 0.010911326880964743 0.031044446121450804 -0.0031565802565304076 -0.032777828755713813 -0.034799645475688326 0.024233541847378377 0.021914487048735175 0.011152203089532799 -0.040835089785190896 -0.00081978983790193807 0.013076629694563314
leaf_weight=1.6124705957336107 9.4312684811884555 1.4351273709908121 151.63376928091748 2.844377957051619 1.1802400546148422 1.5426588244736192 1.1885637139785092 1.0580741763114918 1.2231078585609796 1.1930088587105272 1.3732836326817039 1.2693852102383951 2.0107764736749232 1.1494480953551827 3.9176049518864602 2.1359170826908658 2.7484976849518707 0.89218240370973889 0.95776925940299262 0.91127344127744514 0.77695156633853901 2.1730885271681473 1.3202827213099224 1.3981995268259195 4.706178423948586 5.6603644314454851 1.4964935941388824 1.9923686310648916 4.6487130673485808 9.6660952122183499
leaf_count=972 200 16 1784 84 47 21 74 9 41 17 40 17 45 40 40 57 98 15 22 17 9 35 40 56 36 40 24 22 35 81
internal_value=0.00133192 0.00146516 0.00125484 -0.00548146 -0.0183211 -0.00153362 0.000639645 0.00444953 0.0134845 0.00399128 0.00182755 -0.00563091 -0.000616014 -0.00614869 0.00147145 0.00220297 0.00201189 -0.00402374 0.000964208 -0.0169466 -0.00472832 0.00874596 -0.0118954 -0.016763 0.0155813 0.00255942 0.00198992 -0.0185359 0.0116628 0.00243389
internal_weight=225.548 223.935 220.084 17.2452 5.56728 2.7229 11.6779 10.4893 3.85124 2.41612 202.839 9.7205 8.34721 7.07783 5.06705 193.118 190.982 15.8844 13.1359 3.97861 3.08642 9.15732 2.27805 2.30947 6.87927 175.098 164.789 3.48886 10.3091 161.3
internal_count=4034 3062 2988 435 152 68 283 209 74 58 2553 182 142 125 80 2371 2314 328 230 97 82 133 62 73 71 1986 1911 46 75 1865
is_linear=0
shrinkage=0.0299074


Tree=362
num_leaves=31
num_cat=0
split_feature=16 16 6 17 16 18 10 5 3 6 6 5 0 10 16 15 19 0 2 5 19 16 18 19 19 9 2 2 13 16
split_gain=4.7886 2.53143 3.7314 2.65235 2.64411 2.65665 2.58043 2.66287 2.25875 2.12596 2.9282 3.35635 2.5516 5.36319 3.34904 3.05198 2.4321 3.26637 3.54195 2.26734 2.2545 3.99068 2.40795 2.12296 2.07202 2.20424 1.86087 6.02408 1.60073 2.05176
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 15.404963976500001 15.981927061500002 71.015621515800021 19.234448447350001 93.499196860750018 15.255356438950001 16.455384477450004 22.938948824900006 96.163458868000006 70.206395618550019 19.199955102150003 27.063546193350003 13.751109481500002 93.399723909900004 156.81164617195003 23.730745871350006 14.451165964200003 22.614947116400003 13.843998451900001 12.250988447150002 12.551012654050002 188.63457064660003 187.91736117530004 340.55256999290003 116.60649449195002 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -4 7 -3 9 12 19 -12 13 14 -2 -15 -16 18 -18 20 -11 22 -22 -7 -8 -26 -20 -28 -10 -30
right_child=8 3 4 -5 -6 23 24 -9 28 10 11 -13 -14 15 16 -17 17 -19 26 -21 21 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0018896267678056332 0.0014943477020417709 0.00093552774979839906 -0.0006682568375258051 0.001356328206574782 0.0014508509184465773 0.0010715462816544325 0.0002349061286970258 -0.0016780181506592686 0.0012650282951838638 0.0015583409964427639 -0.00011730384757902686 0.0014552907163948667 0.00119212483725441 0.0010452958256159496 -0.001807973255893345 -0.0028876553115210744 -0.0026149094339891501 0.0020807068390102054 0.0015982009123764096 -0.00053494408908507643 0.00075498230626811142 0.0017706452879501944 -0.0018289541525069934 -0.0013029089637991462 0.00033091520647869177 -0.0024466317548059546 -0.0038316827598146286 0.0017963662014604113 -0.001352171742358824 0.00016145647656297919
leaf_weight=4.8874874734319738 10.695933636277916 6.3988585867919081 16.46587354852818 3.2294308096170417 10.641792766749857 14.94420502218418 3.0179070646408972 3.7588186003267765 6.8919013962149611 48.528946526348591 28.500248178839684 11.597927108407019 13.334956374019383 1.5388619787991036 4.4926256816834238 5.4174283733591437 3.2567850779742029 4.3102790340781203 4.1328744739294034 4.4203638583421698 4.0774994790554064 8.0066150501370412 4.733545184135437 2.7003644267097107 2.046447593602351 11.418566335923968 2.0561264976859093 2.6362676322460175 6.0346756116487077 55.151953777996823
leaf_count=908 57 56 423 38 41 120 55 374 63 264 155 44 47 8 37 99 38 16 13 39 17 49 38 27 95 325 23 19 136 410
internal_value=0.000335238 -0.000186091 0.000155033 -0.000752989 0.000378334 4.37299e-05 -0.00100868 -3.16072e-05 0.000515603 0.000674121 0.000868274 0.000337551 0.000262904 -5.86325e-05 0.00037287 -0.00201761 -0.000201479 0.000238811 -0.000418286 0.0011733 0.00128886 0.000511241 -0.000633182 0.000708154 -0.00161081 -0.00202449 0.000392333 -0.000669748 0.000139004 1.21713e-05
internal_weight=309.326 79.5098 49.6397 29.87 44.7522 34.1104 26.6406 10.1577 229.816 161.737 109.865 40.0982 51.8721 38.5372 31.5809 6.95629 20.885 16.3923 12.0821 69.767 65.3466 16.8177 8.81104 17.6446 16.4829 13.465 8.82527 4.69239 68.0785 61.1866
internal_count=4034 2462 1519 943 611 570 905 430 1572 963 606 199 357 310 203 107 146 109 93 407 368 104 55 147 475 420 55 42 609 546
is_linear=0
shrinkage=0.00246454


Tree=363
num_leaves=31
num_cat=0
split_feature=16 16 9 17 4 3 5 7 10 0 4 12 19 15 8 10 18 10 7 6 16 15 7 7 9 13 9 18 6 15
split_gain=0.615629 1.09 1.28475 0.805456 0.800004 0.720964 0.743378 1.16431 1.12371 1.91659 0.79359 1.41183 0.889248 2.01297 1.87948 1.15595 1.56265 0.807264 0.767351 0.927893 0.754701 0.905538 0.928795 1.83294 0.786128 0.710698 1.55625 0.662721 0.897897 0.649139
threshold=18.594956516900002 18.404956961200003 189.78071820640002 162.13109061465002 393.99831167250005 103.00289635185001 26.429668882900003 22.356277907050004 71.015621515800021 96.039789794050009 143.78867033265001 81.514192512750014 12.651020723000002 24.006097767650004 6.9445805182500004 75.408562100950022 14.773181214800003 72.752365468100024 24.803880018200001 13.65531905435 15.454963859600001 21.761438576950002 24.620444916200004 26.0252225485 219.96883426190004 98.050756475600011 209.21153814325001 15.788786379500001 12.625294988000002 43.890399822900008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 -1 5 6 7 -5 -9 -10 -11 -12 17 14 -14 16 -15 -13 -16 -20 21 24 -23 -24 25 26 -19 -27 -29 -2
right_child=29 2 -4 4 -6 -7 -8 8 9 10 11 12 13 15 18 -17 -18 20 19 -21 -22 22 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.027422405048047341 0.0024461394582638617 0.019010577684962653 -0.030387536932093152 -0.019344420418674058 -0.026732073702289923 -0.026245101521604253 0.023498005105635628 0.015300514667168454 -0.029253507699431379 0.020375701125837361 -0.036707948307574179 -0.031288826476430144 0.023417616836881459 0.011223995699125756 -0.041288915139896291 0.014436511419645108 -0.029402630943086448 -0.027585002597110907 -0.027555880082825848 0.0037689342715082311 0.013228636458162104 0.0072185492653683569 -0.03259557030344451 0.00067078092575474201 -0.017264131167486471 0.0016125911665550244 0.01460645706542359 0.023952568448495793 0.0050063745271447758 -0.0022738912900852727
leaf_weight=0.73336855383240518 151.72477276122663 0.446364725241437 1.6211585787823422 1.9503950674552459 0.74343500263057549 0.67422988859470834 0.92448009690269728 3.3775327862240365 1.4531649123819068 1.343624174594878 0.67623530552373168 0.43710150197148578 0.62984243367099946 1.2881984896957877 1.2467190520837901 3.38893818759243 1.2305981717072425 1.1063434217212536 1.8631965197855609 0.94869610667228688 4.8285512698348603 2.4609594392823047 1.8130532646900972 2.8036950864770915 0.91731723560951728 3.7246101144701225 1.2242665150552055 3.592392785474658 3.0958107709884644 22.203864158946089
leaf_count=311 1298 42 156 168 351 170 18 78 89 4 33 13 24 6 18 59 38 453 89 16 52 11 44 31 68 20 53 23 24 274
internal_value=0.00111569 -0.00138903 -0.0197228 -0.0006071 -0.0001952 0.000224555 0.000609797 0.000143738 0.00101851 -0.000185232 0.000908523 0.000206833 0.000888879 -0.00540688 -0.0180214 0.00460419 -0.00862479 0.00345429 -0.0244522 -0.0169873 0.00404826 0.00191079 -0.00557416 -0.0123933 0.00578879 0.00744822 -0.00542188 0.0103288 0.0151828 0.00184358
internal_weight=224.473 50.5443 2.06752 48.4768 47.7434 47 46.3257 45.4012 43.4508 40.0733 38.6201 37.2765 36.6003 10.5962 4.68845 5.90773 2.5188 26.0041 4.05861 2.81189 25.567 20.7384 7.07771 4.61675 13.6607 12.7434 2.33061 10.4128 6.6882 173.929
internal_count=4034 2462 198 2264 1953 1602 1432 1414 1246 1168 1079 1075 1042 250 147 103 44 792 123 105 779 727 86 75 641 573 506 67 47 1572
is_linear=0
shrinkage=0.025783


Tree=364
num_leaves=31
num_cat=0
split_feature=16 2 16 3 8 17 5 13 0 10 16 16 2 15 6 0 7 15 5 10 16 3 18 15 2 9 9 7 5 10
split_gain=2.77783 3.11077 3.04518 2.83686 2.58908 2.34688 2.09867 1.95334 3.83701 4.46256 2.90265 2.04523 1.68872 1.62882 1.58001 1.51798 2.01582 4.73789 1.39888 2.60183 1.98739 2.55785 1.70016 2.39995 7.07875 2.11178 2.31329 1.98753 2.08104 3.34805
threshold=20.404952284350003 322.38159739250005 19.974953289850003 93.281431752200021 8.9430209551500024 162.13109061465002 20.374719724350005 109.72404167800001 93.399723909900004 69.238550691600025 18.554956610400005 19.284954903400003 56.478612905150008 36.742238227650013 5.1651206822000004 92.313586825200005 19.078733418100004 35.098844929350008 29.996566321350006 60.613977009100005 22.704946905950003 93.980430866100008 13.077716774800001 41.29990759910001 108.63443756215001 186.68586460755003 194.45262321395003 22.977992916200005 23.626838821450004 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -2 -1 -5 11 9 10 -9 13 -8 14 -7 16 -12 -18 19 -14 21 22 25 24 -24 -21 -27 -25 -29 -30
right_child=3 -3 -4 6 -6 7 12 8 -10 -11 15 -13 18 -15 -16 -17 17 -19 -20 20 -22 -23 23 27 -26 26 -28 28 29 -31
leaf_value=-0.0026914651620476735 0.0009266088446065365 -0.0026936226802113188 -0.0022116274682998085 0.001748308067372538 -0.00086077635814072004 -0.0025504543463141993 0.0014072016809569671 -0.0028897196491734999 0.0025871028636668451 -0.0039952709545632735 0.0020188388897379901 -0.0023177491686197484 -0.0021400459441517959 -0.0027059781042137118 0.00019087407551820099 0.0028648319511666498 -0.0031777954699346534 0.0021291223562470546 0.0014065805943945515 0.0015119226267698736 0.0010085436166384519 -0.002070932302221148 0.00026319033414528252 -0.0017243042545689161 -0.0037946580813271657 -0.0018632833205990793 0.00075561059103866016 0.0018698367837198875 -0.0023161501630567689 0.00086832458061764182
leaf_weight=1.776070400897878 86.085737351328135 2.5601618828950441 3.4858819618821135 4.9422104787081471 5.3674944899976245 1.3299076140392561 5.4272304587066165 1.2551615636330122 5.9880812540650359 1.4283810704946507 3.4027621652930957 2.2087847255170336 3.7749527757987371 1.2606467083096493 91.170710398990195 2.4104164391756058 2.1321449168026447 2.0641854908317327 3.9239178765565148 8.1054224669933337 10.076623138040302 4.2039616410620502 6.9511947557330149 2.8645854145288494 4.3620019517838955 3.4141507111489755 5.4744188506156206 4.9294029995799056 2.9937166273593885 6.5875366516411304
leaf_count=319 506 279 49 32 32 481 28 162 20 12 25 24 86 57 1412 10 53 10 27 34 49 88 33 27 38 24 28 17 30 42
internal_value=0.000316278 2.9771e-05 8.79158e-05 0.000523314 0.000821705 0.000156765 0.000173597 0.000200887 0.000939579 0.000162342 0.000689535 5.70966e-05 6.71163e-05 0.000113042 0.000151461 0.00113836 0.00059073 -0.000567309 -4.03733e-05 -0.000129453 -2.87626e-06 -0.000207174 -3.56606e-05 -0.000406395 -0.00130138 0.000590195 -0.000250322 0.000176342 0.000551553 -0.000126683
internal_weight=291.958 122.473 119.913 169.485 91.4532 116.427 78.0313 114.651 18.6811 12.6931 11.2647 95.97 73.0891 93.7613 92.5006 10.0095 7.59909 4.19633 67.6619 63.738 59.963 49.8864 45.6824 28.6884 11.3132 16.994 8.88857 17.3752 14.5107 9.58125
internal_count=4034 2913 2634 1121 538 2585 583 2266 292 272 260 1974 551 1950 1893 98 88 63 523 496 410 361 273 187 71 86 52 116 89 72
is_linear=0
shrinkage=0.00249688


Tree=365
num_leaves=31
num_cat=0
split_feature=9 9 9 0 6 5 3 17 8 9 10 4 19 2 15 5 10 6 8 2 19 2 16 8 14 7 0 18 5 15
split_gain=0.599328 1.99338 1.25554 1.57483 2.39463 1.33003 1.76607 1.19937 1.19131 1.53982 1.10097 1.09797 1.006 2.04723 1.85225 0.901882 1.11447 0.832958 1.08051 3.11241 1.43607 1.24412 1.77879 1.43622 1.27732 3.11586 2.94473 2.56515 2.45621 3.16211
threshold=179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 16.555386813950005 29.996566321350006 94.972471916200007 160.21442126885003 5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 14.451165964200003 121.36426933400001 33.593648142250011 29.026000224750003 64.307918480350011 18.195425133200001 8.8430989333000021 73.245799595050016 14.451165964200003 60.327272492300004 22.714946882600003 8.7431769115000026 195.25924573520004 22.977992916200005 85.995710218650018 13.86460725495 17.679107616400003 35.098844929350008
decision_type=2 2 2 2 2 2 2 2 2 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 12 4 -4 6 -6 -8 9 10 11 15 13 14 -2 16 -1 18 21 -20 -21 -5 23 24 27 26 -26 -23 -29 -30
right_child=2 -3 3 17 5 -7 7 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 20 -22 22 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.026468184721769289 0.011402285270082791 -0.043083505939416081 -0.035574888755268479 -0.01224361134618035 0.0040144211847631455 0.017446735998734888 0.017145644254572087 -0.035258397736284121 0.021265299075426656 -0.032718863760623981 -0.032080633685288414 -0.033148452101920058 0.017287804582124276 0.018073644676977078 -0.021818974726268293 0.02072428682944865 0.0062314148219065847 0.021788916573798847 0.020523180136430588 -0.0080216875405263264 -0.038499161178100212 0.017073834302924782 0.031665645979466979 0.015317605784639329 -0.047605954346496081 0.0013332302434401822 -0.0070504795207615677 0.0063835303591250284 -0.024526852621846392 0.033892324403459684
leaf_weight=1.3029066837625487 2.792360723018648 1.2136035636358435 2.7381699746474615 5.7433184872206757 4.2471970953047258 2.4414225071668625 0.5078609685879204 2.6503814496099949 1.9558979119174189 1.6848092444706697 0.97809010205674063 0.76469202729640606 8.5229978300631029 5.144708685023943 3.9609298445284367 2.7398497282993048 4.6369772225152701 1.9925497025251377 2.440740264952181 3.49751200620085 2.653209425508976 13.979783549904822 2.0224539041519156 7.7210299093276253 2.3906089691445214 100.91960113990353 6.4911837019026279 18.28481468628161 5.8388308500871053 1.0698454380035398
leaf_count=65 22 17 112 71 31 16 4 99 27 477 702 54 69 57 24 32 121 13 13 33 26 120 14 43 26 1283 39 274 145 5
internal_value=0.0013013 -0.00467073 0.00173981 0.000939227 -0.00973425 -0.0025486 -0.00914065 -0.0268316 -0.00135585 -0.00501022 -0.000531093 0.00273626 0.00909571 0.00322739 -0.0080826 0.00589774 -0.000941205 0.0017066 0.00147538 -0.00932444 -0.0211686 0.00203956 0.0025564 0.00218069 0.00149984 -0.000227903 -0.0179663 0.00634263 0.000387921 -0.0154803
internal_weight=223.328 15.2768 208.052 187.631 12.585 9.84686 7.40544 3.15824 14.0632 12.1073 10.4225 9.44443 20.421 11.898 6.75329 8.67973 5.93988 175.045 173.053 8.59146 6.15072 164.461 158.718 156.696 148.975 109.801 8.88179 39.1733 25.1935 6.90868
internal_count=4034 1495 2539 2367 262 150 134 103 1478 1451 974 272 172 103 46 218 186 2105 2092 72 59 2020 1949 1935 1892 1348 65 544 424 150
is_linear=0
shrinkage=0.0312387


Tree=366
num_leaves=31
num_cat=0
split_feature=16 3 16 2 5 16 16 17 6 3 10 12 6 6 5 5 16 6 15 15 19 6 15 3 16 5 3 6 13 2
split_gain=4.35121 4.00019 3.39893 3.47535 2.3798 2.2138 2.52236 2.06222 2.07996 4.25373 3.08125 4.08938 2.47072 2.66268 2.46125 2.45865 2.21389 2.03304 4.15913 3.85568 2.98605 2.36214 3.0711 2.07569 1.97428 1.95109 2.38327 1.94865 3.02816 1.93818
threshold=20.404952284350003 93.281431752200021 19.974953289850003 322.38159739250005 20.374719724350005 19.644954061550003 19.334954786500003 162.13109061465002 14.865347326450001 83.538459487450012 71.015621515800021 164.26638063525002 13.65531905435 13.78532209185 14.582249945350002 18.331264779650002 17.874958200600002 16.455384477450004 45.169600924000008 37.870720399650004 14.351157895250003 16.605387982250004 36.346245650200011 88.315849585200013 18.874955862150003 18.280220412300004 85.538672336450006 16.375382608200002 117.38883580790001 113.66940188285001
decision_type=2 2 2 2 2 2 2 2 2 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 5 -3 6 7 -1 9 12 11 15 14 -14 -9 -11 -10 18 23 20 -19 22 -22 -2 -16 -18 -27 28 -6 -25
right_child=1 4 -4 -5 27 -7 -8 8 16 10 -12 -13 13 -15 24 -17 25 19 -20 -21 21 -23 -24 29 -26 26 -28 -29 -30 -31
leaf_value=-0.0022175029040083739 -0.00032556032865314568 0.0015233179411520466 -0.0018898545546293959 -0.0022511752577390565 0.00068140473255181092 0.0012344583682852505 -0.0019241780933032004 0.00015113981519975536 -0.00092283160454244252 -0.00062164914336233659 -0.0018976673517690529 -0.0020058180335462456 0.0015816948814691321 0.00027752698221995001 -0.0017937587931686576 0.0016161642417903031 0.002035138268710171 -0.0019935597476501503 -0.0010234976169870729 0.0012506583869127043 -0.0022288955141806775 0.0010331671753668619 0.00066483446307381725 0.0018277305090025689 0.00099204481390487522 -0.0019225090888869351 0.0008936419045550007 0.00016857643541573681 -0.0026189109526811062 0.00098997126713381038
leaf_weight=1.6309468677500252 4.1407383903861037 5.3088486175984135 3.9373664762824765 2.7191687494050703 2.1305010467767707 7.4056278709322205 2.7201782832853487 25.136750557401683 2.9842779658501994 3.9345200471580046 7.5024731556186444 3.7982668502372681 9.6168509479612094 23.186107006855309 5.6207766934530801 4.6526845991611481 5.5914256162941482 3.6311449632048669 4.2330613583326331 11.412678346037863 3.1245253421366197 6.4727119356393814 3.2477664276957512 15.909748822450636 1.3747646063566206 1.4886641018092621 10.566816959297283 70.124758689198643 2.7853527080733329 48.680623915046453
leaf_count=319 32 32 49 279 12 30 42 963 173 32 286 154 37 136 154 33 27 21 38 38 38 31 11 106 4 15 180 491 48 223
internal_value=0.000316164 0.000521919 1.51718e-05 7.77147e-05 0.000175055 0.000131742 5.73717e-05 0.000107707 0.000143668 -6.58434e-07 -0.000843839 -0.000205484 0.000257585 0.00065987 -0.000153096 0.000590834 0.000737055 0.000798265 0.000981174 0.000319728 -0.000325108 0.000146546 -0.000754048 0.00110464 -0.00124629 0.00101776 0.000545891 7.96705e-05 -0.00118857 0.00119633
internal_weight=305.07 181.202 123.868 119.93 80.3495 117.211 109.806 107.085 105.454 84.8232 19.8879 12.3855 64.9352 32.803 32.1323 8.5872 20.6312 100.853 72.9642 27.8888 16.4761 12.845 6.37229 68.7311 6.99554 17.6469 12.0555 75.0406 4.91585 64.5904
internal_count=4034 1121 2913 2864 583 2585 2555 2513 2194 1799 505 219 1294 173 1121 65 395 538 399 139 101 80 49 361 158 222 195 551 60 329
is_linear=0
shrinkage=0.00208376


Tree=367
num_leaves=31
num_cat=0
split_feature=16 15 5 13 16 17 17 3 19 14 12 16 19 16 18 2 19 19 10 5 15 8 5 3 10 16 3 10 16 6
split_gain=3.51006 2.19793 2.33844 2.1502 2.65446 2.50557 2.63843 1.97855 2.04808 1.86178 2.48661 1.94407 1.76227 2.14092 1.92723 2.62879 1.85911 1.75558 1.7364 2.28062 1.71569 1.83358 1.50198 1.48807 3.33459 6.32684 3.3642 3.09984 4.16273 3.93086
threshold=18.594956516900002 46.074827201850006 24.367802910700004 95.862351557400004 15.584963555600002 236.15709471040003 205.10400128480003 92.913112988300014 14.251149826300002 171.16849715720005 167.80616279730003 18.404956961200003 12.851036860900001 15.454963859600001 15.981927061500002 83.586740321150003 12.250988447150002 12.350996516100002 70.389210771400016 18.160071980500003 27.201366220250005 8.1436447804000007 13.264960807550002 93.499196860750018 64.407391431150018 20.894951138500005 91.017750006350013 66.964115113200009 19.974953289850003 14.955349429350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 23 -3 -1 12 6 9 -4 -9 -6 11 20 13 14 15 -5 22 -17 19 -12 21 -11 -16 24 26 27 -2 -26 -29 -30
right_child=1 2 7 4 5 -7 -8 8 -10 10 18 -13 -14 -15 16 17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=-0.0017289943880997624 0.0019456379296803302 -0.0028467002444373646 0.0020130002144784004 0.00074339821266463345 -0.0023464045482857162 0.0013033849857908481 -0.0024803398713648152 0.0012266622009526179 -0.00120313810703151 0.00046436294011591568 0.0022646051039356763 -0.0024932248431738034 -0.0018072086366894308 0.0015956260492378887 0.0024598260973082218 -0.00062346851559628839 -0.00083201253622164459 -0.0030096260552609799 -0.0025816472473403022 -0.0030472190381160679 0.0019954628603215878 -0.002643013879275769 0.00067790544300922449 0.00018015584962143122 0.0013054497019584709 -0.0019508826959951282 0.00071329748126492906 0.0004207898197838527 0.00090042371676882585 -0.0029112730074124277
leaf_weight=4.1706548844231284 13.849834993481634 1.8653527330607165 1.9401292204856861 6.8032183246687081 2.4940105848945775 3.2194202346727243 4.2343127294443539 2.5046364571899158 6.5305153112858534 7.1794524934375676 1.0961324702948321 1.1808536020107556 1.9482764462009061 6.717005416750907 3.2122978903353241 8.2760670226998609 3.2375197662040582 1.9974142699502397 3.2753185186302289 0.68566441349685181 3.2361690673278636 1.1496618967503307 10.661595236044375 58.314346886705607 16.652667783200741 6.249588292092084 69.932401806116104 41.891732801683247 2.1676122099161139 4.0496963746845722
leaf_count=972 73 40 6 35 110 33 149 18 118 260 6 89 39 29 17 267 36 54 173 58 26 21 88 477 75 40 379 288 11 47
internal_value=0.000293883 0.000435862 -0.000482016 -0.000135135 -4.09842e-05 -0.000591413 -0.000840079 -8.01153e-05 -0.000529573 -0.000497896 -0.000238943 0.000298822 0.000315463 0.000416564 0.000184911 -0.000358022 0.000726742 -0.0010874 -0.00159434 0.000220529 0.000583899 3.54539e-05 0.00109048 0.000491167 0.000608333 0.000244139 0.000917013 0.000455961 0.000161916 -0.00158236
internal_weight=300.724 225.949 12.8406 74.775 70.6044 27.751 24.5316 10.9753 9.03515 20.2973 17.8033 12.7461 42.8534 40.9051 34.1881 17.0767 17.1114 10.2735 5.05712 1.7818 11.5653 8.32911 13.8739 213.108 154.794 71.0113 83.7822 64.7617 48.109 6.21731
internal_count=4034 1572 182 2462 1490 925 892 142 136 743 633 396 565 526 497 356 141 321 237 64 307 281 105 1390 913 461 452 421 346 58
is_linear=0
shrinkage=0.00228442


Tree=368
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 13 5 9 9 6 14 18 2 6 16 9 7 0 3 5 3 0 10 0 3 18 5 5 18 5
split_gain=0.628851 2.13039 1.23837 1.8177 1.36744 1.42427 1.11386 1.10877 1.4014 1.14251 0.748039 2.24011 1.17891 0.943581 0.869189 0.735153 0.703596 1.30383 1.12348 2.15886 1.43453 1.17837 2.35806 2.81916 1.70942 1.49677 1.15256 1.35953 1.44801 1.42618
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 17.679107616400003 206.57490536735003 213.27127849780001 14.135330269750002 277.23638966875006 17.399600107550004 174.09315058345001 8.5652001245500013 22.674946976100003 203.06170522940002 25.395581754250003 94.047642319350018 85.923121849150007 18.160071980500003 86.589859465500012 90.297243227400017 66.590419433100024 91.937202686950016 89.695028606150018 14.329845562450002 20.444185446200006 20.849573174100005 14.118140587000001 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=10 -2 6 7 5 -5 -3 15 9 -9 12 14 -1 -13 -12 -4 17 18 -8 -20 -21 24 -23 -24 -22 26 -26 -28 29 -29
right_child=1 2 3 4 -6 -7 16 8 -10 -11 11 13 -14 -15 -16 -17 -18 -19 19 20 21 22 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.0016516117311626201 0.015367274867402327 0.015088066512004197 0.00055541292948377394 -0.029278987391245802 -0.027663196352507521 0.0018640484223474616 0.014520178342155896 -0.036079631165864004 0.0019332433877493403 -0.0038649023234153157 -0.026177167726821705 -0.026949964282191423 0.022855884835726193 0.012050071568312051 0.027014152698777841 0.01396852940333463 0.013923466504647661 -0.01840301853643727 -0.027756803722304883 -0.020992949735245982 -0.022359177202426802 0.020560619130527851 -0.021389126042632017 0.013226266533306384 0.0090011075056172576 -0.022066364077005293 -0.011494625403709978 0.017785043877709222 0.020006823629072485 0.00059544761137341514
leaf_weight=20.660460917206372 7.4105565510690203 4.3044935464859 7.9741156380623632 1.3334887687815333 3.1460314588621259 3.9695863910019398 4.4956436268985263 1.6248757878784084 4.3121188790537417 1.3871542438864706 3.6658225410646987 0.49721157710882868 1.426299987360834 2.7759514343051706 0.22143194824457157 4.26202935539186 3.1065407991409293 2.2290931879542759 1.719081301242112 1.8791445922106493 2.0637783344136542 6.4762653631623817 2.8038170849904418 3.7225372567772865 13.824179904535411 1.7960676985385351 5.6052606967277816 3.394391529262065 2.852153016254305 98.028102363576181
leaf_count=802 43 20 43 58 229 29 34 27 44 18 433 351 23 88 3 20 38 18 18 19 21 43 41 21 95 34 48 29 22 1322
internal_value=0.00112037 0.00165837 0.00111309 -0.00394009 -0.0140456 -0.00596705 0.00200719 0.000425017 -0.00759812 -0.0212435 -0.00244305 -0.00976598 -6.89875e-05 0.00612575 -0.0231472 0.0052274 0.00164155 0.00138869 0.00168546 0.00128522 0.00163571 0.00193821 0.00941503 -0.00164501 0.0011761 0.00156312 0.0019062 0.00101358 0.00168596 0.00117075
internal_weight=222.968 193.721 186.31 28.0094 8.44911 5.30308 158.301 19.5603 7.32415 3.01203 29.2472 7.16042 22.0868 3.27316 3.88725 12.2361 153.996 150.89 148.66 144.165 142.446 140.567 13.0026 6.52635 127.564 125.5 123.704 109.88 104.275 101.422
internal_count=4034 2334 2291 468 316 87 1823 152 89 45 1700 875 825 439 436 63 1803 1765 1747 1713 1695 1676 105 62 1571 1550 1516 1421 1373 1351
is_linear=0
shrinkage=0.0260716


Tree=369
num_leaves=31
num_cat=0
split_feature=8 9 10 10 3 15 2 0 4 15 16 19 16 5 5 15 13 8 4 17 2 18 13 5 19 4 5 2 15 17
split_gain=3.20195 2.63748 2.60146 2.21684 5.16692 2.44255 2.41367 2.38499 2.3847 2.66045 2.38043 4.46999 2.34874 2.28915 2.21475 2.16781 2.2018 1.85739 2.3683 2.27118 2.39101 1.92581 3.23412 1.85695 1.74826 1.80658 1.70481 1.7384 1.70034 1.69593
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 70.206395618550019 83.538459487450012 46.074827201850006 310.17567643235003 97.878695155250014 309.28270023145006 41.195083317300011 19.199955102150003 13.751109481500002 22.634947069650003 24.367802910700004 14.050239455300002 29.037712645600003 108.17011287860002 8.8430989333000021 168.01744813895002 183.49170501290004 90.745765132650021 13.927976454650002 117.67650082785001 15.904541771600002 10.350835137000002 342.39448800975009 24.458659404000002 258.06114663960005 24.006097767650004 189.72181505755
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 7 6 8 23 10 12 -2 -12 -10 -7 24 16 -6 19 -19 20 -13 22 -20 -5 -9 -26 -15 -28 -25 -16
right_child=3 -3 -4 4 15 13 -8 14 9 -11 11 17 -14 26 29 -17 -18 18 21 -21 -22 -23 -24 28 25 -27 27 -29 -30 -31
leaf_value=0.00014130349292452394 0.001471883717382446 -0.0024263016345780564 -0.0023638983665524057 0.0022781930015275944 -0.0026214066950387585 -0.0028523011847144558 0.0018979357998302989 -0.0024169032442983782 -0.0023411819940876589 0.00057373624220244249 -0.0018236821275102262 0.00071420961476496489 0.00070112247785773904 0.0021600320715484977 -0.0022756195820223084 -0.0024813557198935026 0.0002620630283488158 0.00075595660490095334 -0.0036076472927675618 0.00070097619851308994 -0.0019878225880598692 0.00057581790257323659 -0.00022894581473191993 -0.00036752058025017623 0.00078670341562764616 -0.0017755676149491108 -0.0017112378718093834 0.00032709440702334119 0.00090990436677389978 -0.00039856423791936294
leaf_weight=14.406555114546796 13.53497600648552 3.4686607022304079 2.5560168636147855 3.608873741701248 1.9117889595217983 1.8692732634954143 6.4950218647718421 1.0928086029598514 4.7382548507302982 6.5281345788389444 4.3223401717841616 3.3922235891222945 1.847106985747814 1.494104909710585 3.0863548382185426 5.2104352167807519 5.0515793524682522 7.4846889898180988 2.6614855751395208 122.73958343267441 3.4692319370806217 2.7919136434793472 3.3529724301770329 7.7996013667434481 16.551801098510627 1.5785910440608848 3.6159514617174846 5.561754007358104 18.170358769595623 13.759353776928036
leaf_count=272 94 486 702 16 55 40 56 200 66 33 33 21 20 17 86 236 29 46 22 637 21 15 34 40 275 66 68 57 91 200
internal_value=0.000265919 -0.000608014 -0.000236195 0.000331152 4.39073e-06 0.000460959 0.000527789 0.000258324 0.000477472 -0.000461558 0.000552672 0.000469847 -0.00148786 -0.00051614 -0.000136686 -0.00136495 -0.000529592 0.000537798 -0.00019051 0.000629347 -0.000651969 -0.000994929 -0.00172407 0.000740005 0.000394172 0.00056361 -0.000106938 -0.000475994 0.000526253 -0.000742465
internal_weight=294.152 20.4312 16.9626 273.721 77.8215 195.899 183.358 65.6477 176.863 13.1135 163.749 150.214 6.58536 12.5411 36.0689 12.1738 6.96337 145.892 16.2911 129.601 6.86146 8.80637 6.01446 29.5788 19.2232 18.1304 10.6718 9.17771 25.97 16.8457
internal_count=4034 1460 974 2574 1294 1280 1098 974 1042 119 923 829 86 182 827 320 84 796 117 679 42 71 56 147 541 341 142 125 131 286
is_linear=0
shrinkage=0.0022885


Tree=370
num_leaves=31
num_cat=0
split_feature=9 9 0 16 5 3 2 8 10 4 6 17 2 15 7 12 2 7 6 18 18 6 16 18 16 16 17 2 18 14
split_gain=0.580706 1.52418 1.40293 2.30604 1.15822 1.52581 0.983725 1.24888 1.11078 0.93844 1.05888 0.86639 1.50972 1.26173 0.825897 1.37467 1.58246 0.91621 0.767043 1.01076 2.3599 1.23106 1.53982 0.793042 2.33842 1.9047 2.00697 1.88331 1.86113 1.70307
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 56.478612905150008 7.943800736700001 71.365121072750014 377.6847677435 17.475408310100004 192.94032447935004 121.36426933400001 36.124429763000009 19.078733418100004 134.98489220775002 154.94328103605002 23.9417051038 18.195425133200001 12.794482498400003 12.909082926650003 17.095399431250005 22.714946882600003 13.843998451900001 22.654947022900004 22.494947397000004 199.03437346465003 154.94328103605002 14.118140587000001 273.54171774295008
decision_type=2 2 2 2 2 2 2 2 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 11 3 -3 5 -5 -1 8 9 10 14 12 13 -2 -8 -16 -17 -18 19 -4 -21 22 23 25 28 27 -27 -22 29 -25
right_child=1 2 18 4 -6 -7 7 -9 -10 -11 -12 -13 -14 -15 15 16 17 -19 -20 20 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.016845041611060728 0.011993481618393939 -0.031207343888850551 0.027208536080749569 0.0027891871468227821 0.014656523078477486 -0.023178255217396009 0.015070493937374359 -0.02064703425762426 -0.028361523473955312 -0.029193623261853669 -0.029895969599238646 0.021336975318130343 0.018158500186050551 -0.01021283634182678 -0.029937855990521112 0.011789251764584866 -0.033253569785018595 0.027586052059189105 0.018693444124840117 -0.026788554682817524 0.017187187493167749 -0.016227815822256762 0.026245711012087506 -0.0034204259428496793 0.025640192719978278 -0.00014307586818791568 0.020298027248994082 -0.0097830582168457574 0.00083284398563010921 -0.023898131508175057
leaf_weight=1.6493719688151056 3.309079556725921 2.625353440816979 1.145542662590741 4.3884894248330948 2.4163270071148872 2.8687146902084351 3.8213239645701815 3.3657140322029582 1.1068972616340023 0.76100958349707148 0.72315715803415592 3.7192564554861738 5.0069242478639344 4.8170371055603027 1.0625207723351193 4.6708901561796665 1.0841119914257431 0.23002871376229439 1.962992931716143 2.2927544564008704 12.042322419583796 2.9528184672817579 1.953519508242606 9.6284744171425682 2.6321028210222712 49.032508010976017 3.9813432134687892 2.3766624405980101 79.255404923882452 4.6016400046646586
leaf_count=17 23 134 7 41 16 71 73 31 762 69 157 50 38 30 209 74 129 5 13 17 118 24 15 92 34 262 18 13 1451 41
internal_value=0.00113829 0.00156599 0.00084414 -0.00819317 -0.00194722 -0.00747553 -0.00356139 -0.00556177 -0.00178964 0.000591338 0.0025467 0.00953981 0.00619887 -0.00117008 0.00470526 -0.000914971 0.00423745 -0.0226041 0.00148345 0.00128691 0.00111301 0.00149276 0.00180892 0.00151703 -9.78912e-05 0.00381892 0.00139205 0.0127417 -0.000822552 -0.0100424
internal_weight=221.484 203.009 186.157 12.2989 9.67353 7.2572 18.475 16.8257 13.4599 12.353 11.592 16.8523 13.133 8.12612 10.8689 7.04755 5.98503 1.31414 173.858 171.895 170.75 168.457 165.504 163.55 96.1176 67.4328 53.0139 14.419 93.4855 14.2301
internal_count=4034 2508 2367 262 128 112 1526 1509 1478 716 647 141 91 53 490 417 208 134 2105 2092 2085 2068 2044 2029 1618 411 280 131 1584 133
is_linear=0
shrinkage=0.0276883


Tree=371
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 3 17 3 9 10 6 3 9 15 16 18 16 2 7 10 10 0 5 10 5 6 0 5 19 16
split_gain=1.77227 3.4924 2.94958 2.22092 2.94681 2.13703 2.05916 1.72349 2.47129 4.39993 2.79479 1.73947 1.96543 1.79066 1.68723 2.12665 4.61898 1.92525 1.61702 2.76107 1.78179 2.56604 2.30495 2.29838 1.5092 1.43019 1.37135 1.72364 1.52341 1.35954
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 89.695028606150018 162.13109061465002 93.281431752200021 194.56033515110002 64.407391431150018 16.455384477450004 91.017750006350013 207.30588428080003 37.870720399650004 22.544947280100004 13.893471991850001 22.604947139800004 189.95856246190002 19.078733418100004 64.730006406800015 69.999384342500022 93.399723909900004 19.865285687250005 69.238550691600025 20.374719724350005 15.785368822600002 92.313586825200005 23.195398057700004 13.351077205700003 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 -5 -2 -1 8 10 11 -7 25 14 -14 -13 17 -17 -16 -8 -20 21 23 29 26 -9 -10 27 28 -21 -22
right_child=3 -3 -4 4 -6 7 18 24 9 -11 -12 12 13 -15 15 16 -18 -19 19 20 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0031463652898761499 -0.0020863037743798557 -0.0028213028935924808 -0.0031252547623325157 0.0024589420547305807 -0.00061054158377872158 0.0021722397337842121 0.0018790230013920107 0.0017754220281337471 0.00066606953251708483 -0.0022814133733624758 -0.00015296213426944382 0.0021691397328594017 -0.0028241317747588032 0.00054785831434514391 -0.00010917717919869832 -0.004389447592574992 0.0015958296646666804 0.001701463723989537 -0.0031565478870667885 -0.0032409424394129684 0.00018611975536808278 0.0024922463184957827 -0.0032573074274144039 -0.0028676901032430127 6.6984539398773078e-06 0.003133641799694224 0.0026009583834793858 0.002417845695147294 0.00034167067595061723 -0.0016148445745771713
leaf_weight=1.5596105655131385 2.9201084971427909 3.5891595873981705 2.3499658954387987 9.5893652960658056 3.6362178586423388 16.253914140164856 4.6963677048333912 4.3221800345927468 3.9669625610113135 4.7306299805641165 5.9534685909748069 5.2874818518757847 2.8131347596645346 2.5137927085161209 10.289403066039091 2.2355850413441649 2.1152562648057938 9.5399159900844079 2.1021613606135352 1.5626060478389279 72.281897973734885 6.5045817986829197 1.7658541207783844 1.7494753375649441 68.769807616015896 3.9529382959008217 2.4870560423005372 1.8212130034808067 2.7813378013670444 3.71494714077562
leaf_count=319 22 49 279 58 29 123 83 32 26 29 28 18 28 16 43 38 19 40 239 37 1622 56 113 15 551 21 18 37 17 29
internal_value=0.000280277 -4.902e-06 9.10251e-05 0.000475852 0.00161502 0.000372421 0.000164386 0.000422719 0.000749528 0.000375375 0.00154889 0.000669615 0.000390086 -0.00123288 0.000683473 0.000358602 -0.00147957 0.000761925 0.000215274 0.000134531 0.000207611 0.00106187 2.18884e-05 0.000167393 0.000111289 0.00189767 0.000781086 4.69408e-05 -0.000947069 9.80834e-05
internal_weight=267.856 108.966 105.377 158.89 13.2256 145.665 103.027 142.744 69.6525 47.4451 22.2074 42.7145 34.7946 5.32693 29.4676 24.1802 4.35084 19.8293 101.467 96.7711 94.669 16.9063 77.7627 10.4017 73.092 7.9199 8.65221 6.16516 4.34394 75.9968
internal_count=4034 2913 2864 1121 87 1034 2585 1012 429 278 151 249 202 44 158 140 57 83 2266 2183 1944 180 1764 124 583 47 109 91 54 1651
is_linear=0
shrinkage=0.00290337


Tree=372
num_leaves=31
num_cat=0
split_feature=6 15 17 7 18 17 16 17 17 18 15 8 9 0 18 9 3 13 18 15 17 3 16 10 16 16 5 15 6 16
split_gain=0.595743 1.4055 1.57716 0.969193 1.9243 2.24171 1.97251 1.52113 1.50715 3.53962 2.39917 1.45358 1.39388 2.74126 1.37374 1.3557 1.23752 2.87179 1.08218 1.92556 1.07141 2.25175 2.1392 2.35073 2.8733 2.2326 1.81454 1.60578 1.73232 1.66844
threshold=14.825346391850003 38.62622401090001 209.55094140555002 23.109894804950002 13.314799198000001 191.58460912770002 22.554947256700004 191.08747234645003 188.19076296340003 13.065205089100003 41.800301886400014 8.9430209551500024 187.94830913940004 86.692020874450009 12.993189857450002 225.10873817095003 93.281431752200021 117.59047016770002 13.531614672700002 31.385732506450001 186.26099832155003 85.538672336450006 18.964955651700002 66.964115113200009 19.974953289850003 22.454947490600002 21.850554661550003 44.891409666300007 16.405383309150004 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 7 18 8 9 14 16 20 13 -11 -2 -13 -10 -18 -6 -20 -5 -22 -23 25 -25 -24 -27 29 -29 -28
right_child=3 2 -4 11 6 -7 -8 -9 10 12 -12 15 -14 -15 -16 -17 17 -19 19 -21 21 22 23 24 -26 26 27 28 -30 -31
leaf_value=-0.00033498348181076784 -0.0027497877015189116 -0.046454235662513561 0.0096642968306346506 0.023463268464448971 0.0082323937525080292 0.021860474730019425 -0.038159846911521897 -0.029808815224539893 0.032461309856819394 -0.059391537617687416 -0.016958239020847251 -0.034164049840343082 -0.060468840833105761 0.020809784225338673 0.015398364354138289 0.0071135334573592061 -0.014399760217172146 0.024432744548746454 0.0042740738630932442 -0.040556803508803654 -0.026977750648054796 0.030767085520955164 0.021118325894259951 0.0019505049679717889 -0.040049252981717645 -0.0048699266789734028 0.005599535533806853 -0.027146740312857243 0.0055223264680825859 0.025459530647148891
leaf_weight=67.080202533819829 26.174564077169638 1.5824948153458529 0.89139942545443762 3.8181413006968787 3.7494379049167019 5.841819485416635 2.7445742704439899 1.899830413982271 3.7027647718787184 0.91596710251178537 3.1260147034190586 2.0267395987175401 1.4653076548129318 1.0318955555558202 5.8017577280988908 1.6382536999881265 3.5481170815182832 5.5761044435203075 2.3593597144645173 2.0289890468120575 2.4054377060383549 3.8236309621133833 10.735261999070643 5.6339673548936826 2.7647534683346748 16.718922758474946 10.321089431643491 2.3142229495570055 9.1753746434114856 9.0305444169789535
leaf_count=2238 588 43 15 21 31 52 36 20 25 66 38 31 18 5 51 18 32 28 37 16 37 29 119 33 47 115 59 37 80 69
internal_value=0.00132612 -0.00125614 -0.0262335 0.00252052 -0.000383538 0.00201807 -0.0134227 -0.000159062 0.00093807 -0.00294352 0.00954882 0.00504753 -0.035607 -0.0169043 0.000542998 -0.015713 0.0160088 0.00933203 -0.00507981 -0.0164539 0.006039 0.00512669 0.00622181 0.00481461 -0.0118753 0.00721915 0.00408183 0.00893455 -0.00105784 0.0148673
internal_weight=219.927 69.5541 2.47389 150.373 69.9665 59.0841 10.8824 53.2423 51.3425 35.3895 15.953 80.4063 3.41317 1.94786 31.9763 3.66499 12.827 9.12422 8.13779 4.38835 76.7413 72.9232 70.5178 66.6941 8.39872 58.2954 47.5602 30.8412 11.4896 19.3516
internal_count=4034 2296 58 1738 1043 923 120 871 851 728 123 695 89 71 639 49 85 60 84 53 646 625 588 559 80 479 360 245 117 128
is_linear=0
shrinkage=0.0337431


Tree=373
num_leaves=31
num_cat=0
split_feature=3 3 10 0 9 7 7 5 10 7 15 19 19 12 12 9 8 0 3 8 17 17 16 0 7 3 7 17 7 8
split_gain=0.556892 0.72278 0.617691 0.97264 1.44667 1.19725 0.95366 1.35408 1.49839 1.29076 1.25614 0.877235 0.867688 0.77899 1.50437 1.4962 0.752398 1.32873 1.7624 1.06547 0.875311 3.93847 0.956093 2.64328 1.40742 2.01843 1.46273 1.3447 1.60929 0.951718
threshold=108.47659710545001 112.77544165605001 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 29.996566321350006 60.613977009100005 21.147833206800005 27.201366220250005 14.651182102100002 11.550931964450003 69.826413229550027 79.133367176650012 190.49354742400001 8.8430989333000021 87.48511602295001 93.394346993650018 8.7431769115000026 183.35201426355002 182.63036160245002 22.764946765650006 85.495657006400009 22.721067571950005 93.819123378250012 22.407814303000006 188.83172615260003 22.233191240750003 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=2 -2 -1 4 -4 -5 9 8 -8 10 12 13 -7 -10 15 -15 19 18 -18 20 21 29 23 -22 26 -26 27 28 -25 -16
right_child=1 -3 3 5 -6 6 7 -9 11 -11 -12 -13 -14 14 16 -17 17 -19 -20 -21 22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.017214005217650482 -0.029016017594587388 0.014084650646338065 0.014707203324133205 0.019486291343821589 -0.032064983066180296 0.014795681767991833 -0.031787434318005361 0.029007646294507534 0.016745710457821576 -0.02329171163681476 0.01527133262005406 0.010245395630115502 -0.03350018991154291 0.0038590271642468701 -0.0043665288333072797 -0.041664139901630308 -0.04226071107416788 0.0039576533409521521 -0.0041758345582902845 0.011509683537481165 -0.034331122871477444 -0.045166604840525204 0.016942418638802026 0.0038512286799120068 0.00084655977946885078 -0.032276816494380869 0.012804889696707211 0.01678765552250313 -0.033295706752009012 0.01484273367748557
leaf_weight=1.8458404486009374 1.022655741078778 0.43182112975046028 0.76422707363963072 2.7526210916403206 1.5890008338610639 0.41538722541008544 1.0758740473538626 1.3650373332202423 2.3865963218267998 2.938662117048807 2.1272262060083449 8.1471645468845946 0.96390908991452307 0.99904526618774925 9.1321081428759481 1.2919905420858411 1.5377354770898799 4.0132220997475088 2.4730915611144155 7.6894768329802892 1.6205340469605278 1.7406343576294592 3.0537940524518481 1.9262242066906794 131.08926288071962 1.4514953025500279 15.077157887018982 1.6342718063388018 1.7251481001731006 2.5816721618175498
leaf_count=52 177 9 12 53 185 40 46 13 13 85 46 58 118 9 459 37 14 37 29 48 47 30 17 24 2121 59 124 32 23 17
internal_value=0.00100739 -0.0162198 0.00112371 0.000984641 -0.0168754 0.00118363 0.000941949 0.00127944 0.0010908 -0.00963605 0.00180817 0.00126804 -0.0189555 0.00088596 0.000685731 -0.021813 0.000961749 -0.00740649 -0.0187774 0.00133746 0.000880122 -0.00595902 0.00146407 0.00115817 0.0015343 0.000483815 0.0083719 -0.0042731 -0.0136994 -0.000132881
internal_weight=216.863 1.45448 215.408 213.563 2.35323 211.209 208.457 202.012 200.646 6.44518 3.50652 199.571 1.3793 191.423 189.037 2.29104 186.746 8.02405 4.01083 178.722 171.032 13.4544 157.578 154.524 152.904 132.541 20.3628 5.28564 3.65137 11.7138
internal_count=4034 186 3848 3796 197 3599 3546 3257 3244 289 204 3198 158 3140 3127 46 3081 80 43 3001 2953 506 2447 2430 2383 2180 203 79 47 476
is_linear=0
shrinkage=0.0279347


Tree=374
num_leaves=31
num_cat=0
split_feature=16 16 5 17 10 18 12 8 4 18 17 16 18 9 19 12 18 0 9 12 3 18 0 6 10 16 17 3 6 2
split_gain=2.60065 1.85912 2.43391 2.14425 2.3202 2.02779 1.82583 2.79829 1.65878 1.59277 1.87954 1.48654 2.19637 1.48469 1.48446 2.45394 1.42583 2.22329 1.59966 1.58338 1.24331 1.35598 1.20988 1.70009 1.61498 3.44857 2.56029 2.22667 2.27911 2.75409
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 71.015621515800021 13.314799198000001 151.46967002190004 8.2435668022500028 239.70509694970005 13.919698996450002 195.00249838555001 15.404963976500001 15.981927061500002 219.96883426190004 12.551012654050002 145.97209859650005 14.773181214800003 99.239054969250006 198.74336288960004 161.47699165635004 78.387373709500011 15.289002683150001 85.995710218650018 16.375382608200002 64.407391431150018 20.894951138500005 199.59317753375004 91.017750006350013 16.585387514950003 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 -1 4 5 -3 7 14 -7 -10 -11 12 16 -14 -6 -16 18 -18 19 -4 -19 -22 23 -2 27 -26 -27 -24 29 -29
right_child=22 3 11 -5 6 8 -8 -9 9 10 -12 -13 13 -15 15 -17 17 20 -20 -21 21 -23 24 -25 25 26 -28 28 -30 -31
leaf_value=-0.002880971027874529 -0.0017625543484967759 -0.0021424768002662711 -0.0035096563370701993 0.0015235259524941965 0.002337091013486703 0.0023909136761122753 -0.003062371150220059 -0.0032031913531313412 -0.0042983534844933634 0.0021946392300737755 -0.0031283774708920826 0.0012735798419270697 0.0010045864663000123 -0.0018711268282660736 -0.0020185029226199619 0.0025607603861532453 -0.0040032767398923063 -0.0023593145379245378 0.0015425495278005243 0.00041504061634643432 -0.0015241510538075826 0.0018552938301609162 0.002021933550242729 0.00022517823948158496 0.00045395778293792321 7.7671438715097774e-05 -0.0035951605835760955 0.002020193073232591 -0.0013600446130059268 0.00052575347000143773
leaf_weight=1.9366258540539991 3.5701013711513943 2.2846335212234461 1.3512860691407715 2.8054217966273418 1.6560666188597659 3.0589196672663093 5.1971463359659529 3.0047724675387144 0.67378281895071301 1.670983412768692 0.7465749334078281 9.673539085313676 14.61413960135542 1.5441842197906215 3.2805415421025828 1.2599905454553662 2.1209786685649306 2.1512537924572825 3.3707981968764216 1.9588803664082659 1.7068686487618836 2.0127957495860755 10.754291348159311 53.624224056489766 58.450015224516392 2.9155613481998435 2.9912186004221439 11.592597268521784 4.0935480743646613 55.615025410428643
leaf_count=798 51 314 99 38 13 15 237 115 22 30 49 47 188 48 99 11 29 118 17 130 32 13 75 536 425 13 28 102 25 317
internal_value=0.000287306 -0.000184604 0.000173628 -0.000777604 -0.00106033 0.000101284 -0.00174083 -0.000994388 0.000934772 -0.000506097 0.000550819 0.000319676 2.03801e-05 0.000729766 7.66759e-05 -0.000747765 -0.000760824 -0.00155577 0.000190106 -0.00118711 -0.000671561 0.000304544 0.000445099 0.000101103 0.000579477 0.000248713 -0.00178227 0.000838898 0.000660461 0.000783528
internal_weight=271.687 68.0802 42.4414 25.6388 22.8334 8.43489 14.3985 9.20137 6.15026 3.09134 2.41756 40.5047 30.8312 16.1583 6.1966 4.54053 14.6729 7.9919 6.68096 3.31017 5.87092 3.71966 203.607 57.1943 146.412 64.3568 5.90678 82.0555 71.3012 67.2076
internal_count=4034 2462 1519 943 905 430 475 238 116 101 79 721 674 236 123 110 438 192 246 229 163 45 1572 587 985 466 41 519 444 419
is_linear=0
shrinkage=0.00278911


Tree=375
num_leaves=31
num_cat=0
split_feature=16 16 5 17 10 7 8 12 15 7 19 12 3 10 16 16 10 6 10 4 6 19 17 2 0 17 10 8 16 19
split_gain=2.77386 1.82281 2.38108 1.73623 2.62739 2.64073 1.82495 2.86453 1.64094 2.2307 1.54203 2.61496 1.44718 2.06354 5.38828 2.75912 2.40617 2.03189 2.36375 2.1386 2.02458 1.92597 2.38028 4.49468 1.81952 3.27954 2.67015 2.73527 2.25145 2.61348
threshold=18.634956423400002 15.584963555600002 11.270433591700002 236.15709471040003 71.015621515800021 22.356277907050004 8.2435668022500028 151.46967002190004 29.329759478700002 24.437987282900004 12.551012654050002 145.97209859650005 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 16.375382608200002 62.181348099150007 284.07887079910006 16.235379337050002 14.551174033150001 201.53484968420003 231.65109648115003 96.163458868000006 205.83789591070004 70.206395618550019 7.943800736700001 19.199955102150003 13.751109481500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 10 -7 -10 -6 -12 13 15 20 -2 21 18 -14 -19 24 22 -17 -24 25 26 28 -28 -15 -30
right_child=12 3 -4 -5 6 8 -8 -9 9 -11 11 -13 17 14 -16 16 -18 19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0025708844701224152 0.001942763839186055 -0.0016706032518139222 0.00029235555009099126 0.0012977925228102416 0.002060467365655805 0.0016882202226201279 -0.0028304722128119015 -0.0027424097715009676 0.0025925587772514225 -0.002958092312875288 -0.0018144147199403333 0.0023277868506802039 -0.0030543067305568447 0.001413814497046113 -0.0023943927888283108 0.000484127767922424 0.0021794597555332791 0.00045449250050231269 0.00052177933263821482 -0.00059048706375100805 0.0015240307954238587 0.0015227572773446557 -0.0037893146924881959 0.00054976505774164482 0.0010919287995118814 -0.0025842605336645276 0.0012781156926530085 -0.0029425953431109183 -0.0017715635627242963 0.00041921456935544869
leaf_weight=1.8927009241306212 12.457670271396635 3.5669276927365043 40.287896780355368 2.5695684198290101 1.7291844189167003 5.2135063854511827 4.6534041315317145 3.5570264580892399 0.69902384094893921 1.2683005370199678 3.4882297156145796 1.3029416124336419 2.5714579524938008 10.239859722554685 4.4395771585404864 31.812507331371307 5.6081212013959876 60.5318648298271 2.0818916670978069 15.263691193656994 9.2998459190130216 8.5032471492886526 2.4994675107300273 3.6642440147697926 12.411641843616961 2.843874914571642 1.3936235215514887 3.041212054900825 4.2047119531780508 17.476741643622518
leaf_count=798 99 347 721 38 13 24 162 190 4 69 100 11 49 59 32 152 41 444 15 197 49 39 37 32 47 40 20 65 36 104
internal_value=0.000265431 -0.000163878 0.000163878 -0.00065678 -0.000853903 8.40302e-05 -0.00153823 -0.000941516 0.000955608 -0.000985851 4.09185e-05 -0.000687958 0.000408766 0.00057162 0.000259116 0.000888026 0.000635767 0.000145813 -0.00145438 0.000244055 0.000452518 0.000449508 0.000209197 -0.00120979 0.000259444 -4.14045e-06 0.000197683 -0.00161626 0.000449695 -5.64583e-06
internal_weight=280.574 70.2287 42.1806 28.0481 25.4785 10.7478 14.7308 10.0774 7.18083 1.96732 6.52036 4.79117 210.345 129.896 65.3511 64.5453 52.0876 80.4489 4.65335 75.7956 60.9115 46.4795 37.9762 6.16371 51.6117 39.2 36.3561 4.43484 31.9213 21.6815
internal_count=4034 2477 1519 958 920 444 476 314 97 73 124 111 1557 852 452 400 301 705 64 641 420 260 221 69 371 324 284 85 199 140
is_linear=0
shrinkage=0.00249484


Tree=376
num_leaves=31
num_cat=0
split_feature=13 12 2 15 10 18 16 19 8 15 6 6 13 17 7 5 13 6 18 18 10 2 17 16 15 13 18 13 17 15
split_gain=0.54001 0.623796 0.773445 0.534542 0.643753 0.499162 0.740065 1.48033 1.71066 1.21526 0.901258 0.850727 2.41876 1.56601 1.0706 1.24654 1.19184 1.04605 1.58236 2.41825 0.884627 0.788051 0.71391 1.9209 0.572546 0.639551 0.512263 1.88205 1.87121 1.0758
threshold=95.986020631400024 217.19140783420002 206.07223625840001 50.314162856800003 61.778079379550007 17.138111898250003 18.594956516900002 13.051052998800001 7.6440346712000009 23.214132849600002 15.51536251395 13.65531905435 101.53768667075001 200.26331585350002 22.356277907050004 13.154029769200003 101.01074887720002 13.78532209185 14.85568425095 15.343833331950004 80.468240302450013 71.340832650850004 211.67127343905003 17.684958644900004 28.504445985850001 107.94965931190002 15.042884401850001 109.46594969745001 197.38773738110004 30.046989284200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 9 -9 11 12 13 14 -2 -16 20 -13 21 -20 -17 -19 -7 -24 25 -23 27 28 29 -8
right_child=3 2 -4 4 -6 22 26 8 -10 -11 -12 17 -14 -15 15 16 -18 18 19 -21 -22 24 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.026925071030127815 -0.028042868006503421 0.024439631364279808 -0.026432602063017091 0.0071638510506022374 -0.028734270761416433 0.023485654402352289 0.0081255688418293507 -0.031795316459763877 -0.027539842319777016 0.013941822406134181 -0.027006622708095368 0.016004488001101567 -0.02833726386884329 -0.028302984368152709 0.021500402704256235 -0.032116548454553528 0.019793634512089476 -0.0020844544107809075 -0.032925208600087012 0.0022107734912458375 -0.0014102768773793909 0.0079642129547144482 -0.018454497307116537 0.027230538757034156 -0.0043458987409342262 0.024726488048584079 0.0065364478153599175 0.0020042271830668394 -0.029690247010090345 -0.018234119319365073
leaf_weight=1.0126061113551248 0.701386186061426 0.49719994311453763 0.34728810797969345 0.5585184097290028 0.88068082620156929 1.6558749675750721 2.8409033361822358 0.52530735993059297 3.0890976061346009 1.6330489335232412 0.84149738017003883 3.8386937724426415 2.4343597479164591 1.192040829831966 2.4878188847796974 0.7259858171455561 1.6882667355239389 4.8916032724082488 2.0767608504975206 3.7784124003956094 5.541882538003847 4.0250581935397349 1.4454118674620988 1.1157239079475401 1.3341735671274362 2.5400157656986266 14.312301045283673 144.7958004391985 2.5569927329197526 1.6890927152708171
leaf_count=566 72 8 413 5 45 15 29 44 248 89 237 22 119 60 78 24 9 25 57 38 137 94 52 17 22 16 119 1294 47 33
internal_value=0.00096313 -0.0130811 0.00351888 0.00108433 -0.0148031 0.0011913 0.00101198 -0.00203183 -0.0150564 0.00281018 -0.000237878 0.000366738 -0.00450969 0.000191864 0.00323951 0.00534034 0.000287223 0.0035704 0.00101056 -0.0102515 -0.00496688 0.00616594 0.0101012 0.00144757 0.011275 0.0144495 0.00180584 0.00136007 -0.0118009 -0.00170313
internal_weight=217.054 1.85709 0.844488 215.197 1.4392 213.758 209.541 43.3454 5.24745 2.15836 38.098 37.2565 14.7717 12.3374 11.1453 10.444 7.95614 22.4847 18.646 5.85517 6.26787 12.7909 4.21701 2.56114 7.89925 6.56507 166.195 151.883 7.08699 4.53
internal_count=4034 987 421 3047 50 2997 2913 1391 381 133 1010 773 499 380 320 248 170 274 252 95 161 157 84 69 132 110 1522 1403 109 62
is_linear=0
shrinkage=0.0261565


Tree=377
num_leaves=31
num_cat=0
split_feature=9 9 15 3 19 8 4 8 4 17 6 15 2 17 8 17 4 13 18 0 7 17 17 16 9 4 2 16 9 16
split_gain=0.529512 0.531961 0.74658 0.721261 0.591549 0.907456 0.692622 1.20453 1.78006 1.46859 0.908894 0.998124 0.611056 1.1189 0.836516 1.35361 0.834074 0.772028 1.15314 2.27271 1.90779 1.83165 1.59547 1.44409 1.38935 2.74818 1.47528 2.55892 1.36124 1.32515
threshold=233.77854820110002 227.07958281845004 50.314162856800003 87.955596195750019 14.651182102100002 8.6432548896500023 137.02556730370003 8.9430209551500024 168.01744813895002 178.80434635775003 17.475408310100004 47.117206525000007 60.327272492300004 185.45496942040003 8.7431769115000026 198.10578792550004 147.84286409485003 117.61735474900001 13.552878921100001 86.135510041400025 23.626037400350004 193.50449793755004 195.42788627465004 22.654947022900004 196.26893085885004 161.32746469610001 156.81164617195003 22.624947093000003 197.55459634620004 18.544956633800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 6 -6 -1 10 -9 -10 12 -12 13 -8 17 -16 -15 18 20 -20 21 -14 -23 24 25 -21 -27 29 -26 -28
right_child=-2 3 -4 -5 5 -7 7 8 9 -11 11 -13 14 16 15 -17 -18 -19 19 23 -22 22 -24 -25 28 26 27 -29 -30 -31
leaf_value=0.011693174722671189 -0.018020668171131342 -0.0065987416806567011 -0.020644812349255061 0.023003276927059949 0.014721805106192372 -0.003952072498860407 0.00085150851726676301 0.0081004373563642127 0.0010688625407658269 -0.034694683398122379 -0.032973254607877971 0.029674375232956754 0.0033068284505231469 -0.042402309072050344 0.0016413882610600088 0.02272939016883883 -0.0069490535115068345 -0.0038571552419138979 -0.043078686447034185 -0.047205934715461632 -0.025752778715734628 0.023513782702994888 -0.0037636287134282785 0.019541653351957011 0.015949277222167445 0.00039736697524480084 -0.0087872942587626946 0.017748406565074731 0.00037932048789571287 -0.041138948520788782
leaf_weight=4.1432020938955239 1.0897641183983058 0.92319254792528171 1.1908505482715543 1.798920154571533 5.3998219664208573 3.00080022867769 3.8280551193456622 2.1749926158227018 1.2780568967573347 2.5474521776195616 1.066681762196821 0.22896896302700032 42.907200528628891 0.96914132684469201 6.5398746032733452 3.4444680921733379 0.99874132464174181 22.796028979471885 0.9092935454682437 1.1737197075272003 1.477855410426854 6.6420372868888062 2.0893512917682528 2.769398469477891 4.4264969478826961 13.65004460095952 1.6109970992692972 1.2096487656235693 69.66671253075765 2.2480297316797078
leaf_count=41 77 41 48 15 33 36 32 34 23 50 174 1 645 10 37 27 35 194 42 15 9 93 13 35 28 444 666 5 1102 29
internal_value=0.000908784 0.00100558 0.000850859 0.0129639 0.000973223 0.00805128 0.000677101 0.000445009 -0.0115655 -0.0227465 0.00082302 -0.0219021 0.000978513 -0.00772515 0.00125333 0.00891647 -0.024409 0.000812538 0.00151853 -0.000237324 0.004747 0.00561988 0.0169865 0.000165294 -0.000405653 -0.00679409 -0.00426015 -0.0168029 0.00130951 -0.0276334
internal_weight=214.2 213.11 210.388 2.72211 209.197 8.40062 200.796 196.653 6.0005 3.82551 190.653 1.29565 189.357 5.79594 183.561 9.98434 1.96788 173.577 150.781 97.6643 53.1164 51.6386 8.73139 96.755 93.9856 19.8924 18.7187 5.06868 74.0932 3.85903
internal_count=4034 3957 3901 56 3853 69 3784 3743 107 73 3636 175 3461 77 3384 64 45 3320 3126 2366 760 751 106 2324 2289 1159 1144 700 1130 695
is_linear=0
shrinkage=0.0272254


Tree=378
num_leaves=31
num_cat=0
split_feature=16 16 16 17 3 19 4 15 15 16 6 7 17 9 0 6 6 6 16 6 12 7 9 5 0 5 15 9 16 10
split_gain=0.495699 1.17117 0.996073 0.502871 0.857105 0.444647 0.433713 1.22567 2.16141 1.1527 2.37899 1.09694 1.58024 2.44612 1.97586 1.33421 1.2451 2.22247 1.78894 1.50304 1.37046 1.10854 1.107 2.20165 1.43789 1.38369 1.35734 1.07066 1.02927 1.39253
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 241.79519611995002 76.825379535700009 11.750948102400001 244.52697497700004 43.890399822900008 42.841315546000011 22.674946976100003 16.545386580300001 23.109894804950002 189.50863627480001 195.30595290385003 86.329079026800017 16.555386813950005 14.935348962050002 13.915325129350002 19.254954973500002 13.65531905435 212.86469446750002 26.560603234350001 195.10791980860003 22.468249633400003 88.606203063300015 21.089169479000002 33.928396949100005 219.21617201485003 17.684958644900004 78.285212300550015
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 27 -11 12 -8 14 15 -14 17 19 21 20 28 -19 23 -18 25 -24 -26 -6 29 -13
right_child=3 -3 -4 -5 6 -7 11 -9 -10 10 -12 16 13 -15 -16 -17 22 18 -20 -21 -22 -23 24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.029046222925701103 -0.0012937853776729586 -0.029478127062809018 0.026704455719533813 0.017418746777841665 0.0029462086366680261 -0.028629427709633018 0.00031262974671555075 -0.021814539203256357 0.020863204655671042 -0.030012840872356127 0.00042844563540926704 -0.033865975947715218 -0.040086473747155599 -0.042712755272139455 0.01747233948665328 -0.0024634005428124666 -0.025155050321879587 -0.034853138509272297 -0.0036599515796277775 0.016267485206968794 -0.019584147533735993 0.0077089870834868785 -0.01926679911689038 0.0060753217182563301 -0.0027030368956176194 0.00437551931815079 0.021793948270686349 -0.01845949705992906 0.014107237858932496 0.0040775951896156433
leaf_weight=0.36458914588001723 0.77262412843992834 1.3194708893424829 0.7839167358179111 1.4373940257937636 103.42329677222006 1.1495688301802145 9.4995477649354161 1.6406653948361043 4.7473931796848765 2.6343781426548949 8.1945102382451278 1.068977469287349 1.3772887247032479 2.050754604395479 1.7255863367754498 1.5620251186192033 2.8687472306191912 3.4492144553805684 4.7196208797395229 4.3350869338028124 2.8828675053664483 0.55109902285039414 2.0757963862270143 4.5062149241566658 2.3793135890737158 25.985441144090146 6.7083212845027447 1.8468321624677617 3.4460898102261126 2.5254777580848895
leaf_count=455 73 435 40 36 1453 198 221 23 22 22 80 42 30 30 25 11 19 132 35 38 146 10 36 30 25 220 59 29 22 37
internal_value=0.000846946 -0.0115687 0.0090066 0.000993162 0.000879722 -0.0176419 0.00105238 0.00210893 0.00243372 0.00168012 -0.0069771 -0.000493463 -0.00700158 -0.0173478 -0.00619703 -0.0200926 0.0010699 -0.00419819 -0.0152801 0.00257904 -0.00340082 -0.0289896 0.00378872 -0.00607281 0.00574648 0.00262661 0.0153802 0.00257067 0.0032257 -0.00720668
internal_weight=212.032 2.46798 1.14851 209.564 208.127 1.92219 206.205 122.487 120.846 116.099 10.8289 83.7175 16.2152 6.71565 4.6649 2.93931 67.5023 22.9784 8.71993 14.2585 9.92341 4.00031 44.5238 7.37496 37.1489 28.0612 9.08763 105.27 7.04055 3.59446
internal_count=4034 930 495 3104 3068 271 2797 1629 1606 1584 102 1168 317 96 66 41 851 462 177 285 247 142 389 49 340 256 84 1482 101 79
is_linear=0
shrinkage=0.027866


Tree=379
num_leaves=31
num_cat=0
split_feature=3 16 6 10 0 9 7 7 8 8 0 7 15 6 19 16 0 15 15 15 9 3 7 17 9 5 5 6 2 7
split_gain=0.482924 0.710584 0.626569 0.540843 0.852968 1.30946 1.00191 0.920492 1.18783 1.41046 2.31715 1.07769 1.06012 0.826543 0.804752 0.739473 1.88329 1.54846 1.53643 0.685179 0.639795 2.19296 1.49028 2.02823 1.09819 1.29416 1.96527 1.0933 1.07116 0.732074
threshold=108.47659710545001 21.094950670800003 5.1651206822000004 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 9.5425530862500008 8.9430209551500024 87.009258933850006 21.147833206800005 27.201366220250005 18.495432142800002 11.550931964450003 22.704946905950003 85.495657006400009 42.841315546000011 40.309074029200012 43.216642080150002 186.68586460755003 93.846007959550022 22.814487719050003 191.08747234645003 185.90443620030001 19.925387549600003 21.566902724800006 16.565387047600002 71.340832650850004 23.051546669900002
decision_type=2 2 2 2 2 2 2 2 2 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 -5 -6 11 9 15 -11 12 14 -14 -8 16 -9 18 -17 -13 22 29 24 -24 25 -18 27 -27 -23 -22
right_child=1 -3 3 4 6 -7 7 8 -10 10 -12 19 13 -15 -16 17 20 -19 -20 -21 21 28 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.030962583932464184 -0.031410677668928369 0.016416635505947696 0.017705397456111275 0.014997005614803081 0.019907060163429195 -0.034563413763146811 0.015773740054347479 -0.03505033510663607 0.020360632166105171 -0.039263210167812056 0.001782249221540232 -0.037717201836260171 0.031714763504441849 -0.007410302449019762 -0.036415007906381198 0.018445308366690526 0.027935173029198838 0.024421175203841954 -0.017171041528361398 -0.0075659388432570158 -0.0038884033248256893 0.013884123864829507 -0.033872847456597091 0.0082880363574927285 0.02716166065344721 -0.029049567554061261 0.015371629788042468 0.0022695390867760136 -0.034760361283082269 0.0019653269074544253
leaf_weight=0.56811299009132099 0.96456988692807388 0.41018501669168472 1.7899480466148805 0.74421635828912203 2.5924838825594625 1.4685079166956709 0.39355132881610122 1.3355226205894712 2.9611311936750999 2.1133734812028697 3.2091621500439942 1.5932203574848247 1.1515175956301393 0.88447500020265568 0.8991338984342292 1.975792171433566 2.1560109882848364 3.8469379656016827 2.5971061084419489 1.243053216487169 23.275677665136755 0.51209259405732099 1.7848506801965403 2.5926871864357963 3.18259523063898 2.0953221590025333 4.5575781574007124 2.0360645726323128 2.3164832917973399 132.28699903024244
leaf_count=659 183 3 52 12 40 185 40 56 29 48 32 72 9 37 118 20 31 27 28 6 160 3 83 82 32 30 35 11 80 1831
internal_value=0.000840356 -0.0171405 0.000959105 0.00104646 0.000901576 -0.0178945 0.00110586 0.000863363 0.00122976 0.000934522 -0.0145153 -0.0107162 0.00103095 0.0147181 -0.0205264 0.00137532 0.00095869 0.0101897 -0.00178244 -0.0245028 0.0012307 0.000606537 0.00660216 -0.00890219 0.0114406 0.006827 0.00158939 -0.0136146 -0.0259536 0.00108948
internal_weight=209.538 1.37475 208.164 207.595 205.806 2.21272 203.593 201 194.835 191.874 5.32254 6.16495 3.32868 2.03599 1.29269 186.552 178.132 8.41984 4.5729 2.83627 176.796 158.391 18.4051 4.37754 14.0276 10.845 8.68896 4.13139 2.82858 155.563
internal_count=4034 186 3848 3189 3137 197 2940 2900 2618 2589 80 282 204 46 158 2509 2434 75 48 78 2378 2074 304 165 139 107 76 41 83 1991
is_linear=0
shrinkage=0.0304377


Tree=380
num_leaves=31
num_cat=0
split_feature=16 16 13 9 14 2 18 17 13 13 2 12 17 4 15 5 3 19 10 16 0 5 16 19 8 19 8 8 19 10
split_gain=1.81245 1.74757 2.16602 1.79478 1.50375 1.34726 1.53711 2.88917 1.53046 1.87632 1.67945 1.95194 1.86552 1.37126 1.25021 1.94376 1.80756 1.69318 1.20025 1.47614 1.6663 1.10766 1.49543 1.3556 1.70694 1.10135 1.63544 1.02943 1.02193 1.01751
threshold=18.594956516900002 15.584963555600002 98.050756475600011 209.21153814325001 171.16849715720005 72.843776848050013 14.85568425095 236.15709471040003 110.06278740240002 108.49810477050001 112.79372507800001 156.64017958600002 193.46017548480003 193.73972847335003 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 62.025417527550012 22.604947139800004 79.532656873050016 13.154029769200003 15.089964713100001 11.850956171350001 8.2435668022500028 10.550851274900003 7.2443465838000014 7.7439566930000003 12.651020723000002 60.613977009100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 -6 8 13 9 10 -7 -12 -13 -8 29 -16 -17 -18 19 -19 -21 -4 23 27 -25 -5 -27 -23 -24 -2
right_child=14 4 21 25 5 6 7 -9 -10 -11 11 12 -14 -15 15 16 17 18 -20 20 -22 22 28 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0030947715820691763 -0.00041378008829384856 -0.0031045306047252576 0.0022344366822083239 0.0021799756991609403 0.0039606187406915063 -0.0032183456301245529 -0.00034790938841702064 0.0013696156357476392 -0.0037789307816612355 0.0026963511046217224 0.002130626045170632 -0.0034521036140580334 0.0023276258734532779 -0.0032271094155158736 -0.0035697279527536195 0.002608059963313284 0.0015127769079283631 0.0019086500156134543 -0.0034115586317364091 0.001601161856658615 -0.0035095789536832866 0.0012834365197004214 0.0015686279268366425 -0.002516376553967001 0.00038152255945035624 0.0035068089019540814 -0.003266133720640647 -0.00072533519235948719 -0.0002643586100476088 0.00054555428340687497
leaf_weight=2.9078342756838529 10.324491973267866 2.2728255253168781 3.0252658920362583 1.3429624903947117 0.56683695316314953 1.403266866924241 2.011001209728418 2.3129525063559413 0.80341094516916278 2.4820340282749385 2.7665370730683208 1.5313685135915878 0.72684586467221368 5.3283291027182713 1.5826781867071975 1.8698360174894322 2.3369680554606003 1.4009269382804634 1.9104043864645062 0.82737290859222445 1.7625590288080273 5.7328203468350747 10.017043444328008 3.9907865480636238 3.2590636254753917 0.42881800327450026 1.182074960961472 3.7081156894564629 3.66742861829698 177.92241441598162
leaf_count=966 226 116 29 58 1 146 28 38 175 23 35 78 11 292 40 6 18 10 54 5 49 87 55 123 31 2 109 31 28 1164
internal_value=0.000297232 -0.000148923 0.0002278 -0.00143789 -0.000815021 -0.000553959 -0.000686101 -0.00152574 0.000148252 0.000502362 -0.000344797 0.000457702 -0.0015918 -0.0024382 0.000434395 -0.000508302 -2.89574e-05 -0.000627483 -0.00147505 -0.000548053 -0.00187692 0.000520125 0.000349385 -0.000247492 -0.00121367 0.000193169 -0.00146318 0.000494451 0.00107739 0.000492939
internal_weight=261.405 61.4676 39.2622 5.86169 22.2054 19.9326 19.3657 9.65228 9.71346 8.91005 6.42802 5.02475 2.25821 7.33933 199.938 11.6907 10.1081 8.23823 5.90126 3.99086 2.58993 33.4005 30.3753 16.6908 7.24985 2.95386 1.61089 9.44094 13.6845 188.247
internal_count=4034 2462 1519 1135 943 827 826 358 468 293 270 124 89 320 1572 182 142 136 118 64 54 384 355 272 154 169 111 118 83 1390
is_linear=0
shrinkage=0.00297089


Tree=381
num_leaves=31
num_cat=0
split_feature=16 16 13 9 17 10 5 19 9 2 19 3 10 16 16 6 15 6 10 4 0 6 2 5 6 17 4 6 13 15
split_gain=2.14106 1.89172 2.12118 1.80985 1.79143 2.48078 2.37148 2.00374 1.79926 1.45806 1.43941 1.33769 2.28442 4.9023 2.22641 2.20445 2.03997 2.00288 2.36384 1.92804 1.74059 1.89589 1.68406 1.60632 1.55645 1.50882 2.54774 1.52799 1.40066 2.5718
threshold=18.594956516900002 15.584963555600002 98.050756475600011 209.21153814325001 236.15709471040003 71.015621515800021 19.234448447350001 12.551012654050002 188.63457064660003 102.94361713510001 12.851036860900001 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 16.235379337050002 28.343014915050002 16.375382608200002 62.181348099150007 284.07887079910006 89.705782438650019 15.155354102400002 206.07223625840001 21.500664456800006 16.315381206250006 204.49254535040004 331.55739242175008 16.525386113000007 114.02557468670001 40.042228346200012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 9 -9 -7 -4 12 14 15 23 16 -14 18 -13 -19 21 -16 -21 -2 -17 27 -27 -23 29 -18
right_child=11 4 10 -5 -6 7 -8 8 -10 -11 -12 17 13 -15 20 24 28 19 -20 22 -22 25 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0025582821098999965 0.0024527591088177049 0.0011257371016542837 0.00052625417702131805 0.00015489762821590538 0.0012554701336212205 0.0023739397759516448 -0.0016335947258648256 0.00035787779221638103 -0.0023655311287721767 -0.0012751107698250705 -0.0017364175784125766 -0.0030295660205092497 0.0010585221702773507 -0.0023004351955176511 -0.0011339046609697399 0.0027083077057815604 -1.8536384669458274e-05 0.00042232006425430306 0.00050066808002282941 -0.0033456867593677319 0.0022932434581303179 0.0010332407702850724 -0.00032744722187122845 0.00043816952023702915 0.00064859612209024003 -0.0023182205689733452 0.0012148875434752646 -0.0003216707321210428 0.0014606876864823655 -0.002457269782304291
leaf_weight=2.889154043456073 7.9077159464359266 5.4350495662074589 33.959901748807169 3.0214622116764076 2.6151332957670084 1.2209673114120954 2.8532737407949753 1.7136793498648319 9.7389990999363345 1.4260660938452927 1.7773247768636782 2.5479075501207253 12.683579504489897 4.3620994873344889 3.8230330422520629 3.7686612606048566 35.280292985960841 56.233349571703002 2.0611477345228195 1.2114130335394282 3.5807522088289252 32.957480449229479 13.331547135952858 3.3997112289071083 5.3079794608056545 2.5421383716166011 2.368243120610714 5.8942000716924658 3.3248475492000571 2.8041006270796052
leaf_count=966 82 56 356 169 38 7 374 95 325 48 28 49 66 32 28 16 265 445 15 18 30 158 179 17 33 38 20 27 18 36
internal_value=0.000250538 -0.000131158 0.000188776 -0.00117133 -0.000664073 -0.000888294 0.000175831 -0.00151383 -0.00195802 0.000408046 0.000413724 0.000374402 0.000525024 0.000212533 0.000862815 0.000386064 0.000198511 0.000114651 -0.00145086 0.000216599 0.000645304 0.000521297 -0.000578863 0.00184705 0.0015038 0.000665895 -0.000614227 0.000827687 -6.49091e-05 -0.000198097
internal_weight=272.041 66.651 41.6478 5.91062 25.0032 22.388 8.28832 14.0997 11.4527 2.64703 35.7372 205.39 130.005 67.5316 62.4733 63.1695 54.0928 75.3854 4.60906 70.7763 51.1658 47.5851 14.543 11.3074 9.07664 43.7621 4.91038 38.8517 41.4092 38.0844
internal_count=4034 2462 1519 1135 943 905 430 475 420 55 384 1572 866 466 400 434 385 706 64 642 301 271 197 99 49 243 58 185 319 301
is_linear=0
shrinkage=0.00245095


Tree=382
num_leaves=31
num_cat=0
split_feature=16 16 2 5 17 13 3 10 16 0 6 0 5 13 17 6 5 16 2 13 6 2 13 3 2 5 19 15 19 7
split_gain=3.8541 3.7524 3.40383 2.51572 2.45909 2.27057 3.38305 3.46252 5.28897 2.45079 2.15728 2.30002 2.04387 2.22974 1.98232 1.92916 1.86081 2.98045 2.28093 1.82253 1.82194 2.893 3.35822 1.92911 2.46042 2.20864 1.81361 7.0425 1.79703 1.7367
threshold=20.404952284350003 19.974953289850003 322.38159739250005 23.626838821450004 162.13109061465002 109.46594969745001 83.538459487450012 71.096275259700022 19.144955230800004 97.878695155250014 16.405383309150004 86.479632682150012 14.050239455300002 98.050756475600011 203.72643944000004 13.245309474550002 18.331264779650002 18.684956306450005 76.243484112200022 101.66942111915002 16.455384477450004 198.51835910855002 117.64961624655002 93.499196860750018 131.42729508740004 19.749058312400006 13.551093343600002 35.215351613950006 12.551012654050002 25.797620402650001
decision_type=2 2 2 2 2 2 2 2 2 2 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 20 -1 6 9 8 19 -6 14 -12 13 15 -5 28 -7 18 -18 -8 23 -22 -23 24 25 -2 -19 -28 -11 -14
right_child=3 -3 -4 10 5 16 7 -9 -10 12 11 -13 29 -15 -16 -17 17 26 -20 -21 21 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0021906471536142988 0.00033375154005169935 -0.0019522657845117684 -0.0022004443921333459 -0.0023339348014347252 0.00064994092783966827 0.0014164688458444153 -0.0021802740463782739 -0.0017196623920243831 -0.0028922702240929792 -0.0019548457655375441 -3.4677244149031416e-05 0.0018265059476465482 -0.0016249792210991339 0.00076966172176519984 0.00047435076115933788 0.0021238300952760021 0.0016344817531453635 0.0015331689200540947 -0.0019468671261845065 0.00059846021761195719 0.00045186671316962143 -0.0026263554692028518 0.00080237778444223063 2.2765625691815423e-05 0.00063740136951648361 0.0018118460434128651 -0.002859894419899609 0.0018671908430264838 0.00034621492193479052 -0.00019409275188692735
leaf_weight=1.9141645749332372 5.546042766422036 4.0123661123216143 2.730300801631528 2.9715710864402345 31.537307197460905 9.2785029858350772 1.0695852627977789 8.3810510421171767 2.4195350017398587 3.7062053098343339 25.358290802221749 3.1183547973632804 5.3905418213689691 13.776903989724813 1.626679293811321 0.9085388546809553 0.94910814519971864 6.457904343493281 3.4372524393256754 12.808238387340678 52.972017593681812 2.8507305160164824 2.0564729981124401 11.642287958413361 43.492981266230345 17.788637936115265 2.2322829053737223 3.2184942252933979 2.3003839760785922 10.375376588897778
leaf_count=319 34 49 279 53 176 37 75 303 26 672 266 10 112 134 13 6 11 41 203 211 252 45 8 70 238 132 45 12 56 146
internal_value=0.000263378 -6.10226e-06 5.74392e-05 0.000465227 0.000108743 0.000145965 -2.8995e-06 -0.000651472 -0.000102146 0.000232495 -4.07408e-05 0.000169133 -0.000128608 0.000294051 -0.00134047 -0.000653502 0.000685421 0.000269158 -0.00117195 0.000384299 0.000587962 0.000312709 -0.00118947 0.000790988 0.000924823 0.00146054 0.000799963 -6.87151e-05 -0.00107359 -0.000683329
internal_weight=296.328 126.904 122.892 169.424 120.161 118.247 92.6737 24.6784 16.2974 67.9953 33.0749 28.4766 36.458 20.692 4.59825 6.91513 25.5735 16.295 4.38636 13.8778 136.349 57.8792 4.9072 78.4699 66.8277 23.3347 11.9087 5.45078 6.00659 15.7659
internal_count=4034 2913 2864 1121 2585 2266 1917 615 312 1302 342 276 1126 868 66 734 349 312 214 286 779 305 53 474 404 166 98 57 728 258
is_linear=0
shrinkage=0.00204504


Tree=383
num_leaves=31
num_cat=0
split_feature=9 9 9 0 16 10 4 19 2 15 6 5 3 10 16 16 17 10 6 12 6 5 6 9 19 15 13 5 13 9
split_gain=0.542019 1.58742 0.917861 1.03266 1.91626 0.905545 0.930653 0.903283 1.39761 1.31131 0.85184 0.838557 1.22191 0.715993 2.78105 2.35324 2.30804 1.63281 1.4059 1.6272 1.61243 1.32283 1.13267 1.16248 1.29912 1.00895 1.83909 1.63535 1.54109 0.962403
threshold=179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 22.664946999500003 72.378669787950017 377.6847677435 14.451165964200003 121.36426933400001 35.965617804200001 17.475408310100004 29.996566321350006 94.972471916200007 64.407391431150018 22.494947397000004 20.894951138500005 199.59317753375004 62.837331883000012 16.235379337050002 320.0928336514001 16.315381206250006 21.500664456800006 15.155354102400002 191.72037998490001 14.351157895250003 38.884669609800007 117.41840884735002 20.482113285800001 117.51519334005 199.68228938305
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 7 4 -4 6 10 8 9 -2 -1 12 -6 14 21 18 -17 22 19 -15 -20 -5 -16 24 -24 27 -27 -25 29 -29
right_child=2 -3 3 13 11 -7 -8 -9 -10 -11 -12 -13 -14 15 17 16 -18 -19 20 -21 -22 -23 23 25 -26 26 -28 28 -30 -31
leaf_value=0.0057637027186425889 0.0064994879131939302 -0.047896018134320199 -0.040140535003950449 0.034669541925373526 0.0035674209325156363 -0.037135866404570721 -0.038509639854431718 0.018916872374829669 0.018221196832177371 -0.026257338046630462 -0.038202256497067447 0.017343013679298223 -0.028596342000900752 0.00011971612639632382 -0.020877209144973461 0.00042488000629714573 -0.047211492413021805 0.026299802680892451 0.038859613091523387 -0.041039195747337158 0.0022940738661520999 0.007527564719186427 -0.029930671892716455 0.017620894408583263 0.00076359185479783688 0.030723635824831862 0.0038938955610430506 -0.010580134546063503 0.0023441722394941492 -0.037864718437895295
leaf_weight=10.185409870646245 3.6165586868301052 1.0890879860671709 2.212603625142946 5.243092115968464 4.0614843342918885 0.90636625440674912 0.75171304709510955 7.6088314075022927 4.4969395657535642 2.9017531462013721 0.61564583951258178 2.1520633324980736 2.5224520554766059 76.62203004269395 3.1776072569191447 2.6145722270011893 2.7485253736376762 3.3340339548885813 2.6394490450620642 1.286661702019045 3.9910569805651903 4.3103424832224846 3.127094328403472 3.7267184890806702 4.3345925882458687 3.7505620196461669 32.808603206183761 4.3090733848512155 7.3256553374230862 2.8161406293511391
leaf_count=500 27 17 134 82 41 744 73 69 57 19 161 16 71 1337 24 14 28 41 16 95 39 27 21 20 29 21 212 22 51 26
internal_value=0.00114912 -0.00587407 0.00163032 0.000832925 -0.009968 -0.00220082 0.000539993 0.00929916 0.00265569 -0.00808285 0.0032577 -0.00232608 -0.00875523 0.00153613 0.00407447 -0.000673598 -0.0239882 0.00152322 0.000805462 -0.000560023 0.01685 0.0224236 0.00025967 0.00133952 -0.0121 0.00317158 0.00664633 -0.00381691 -0.00934548 -0.021364
internal_weight=211.287 13.5482 197.738 179.114 10.9486 12.4591 11.5528 18.6241 11.0153 6.51831 10.8011 8.736 6.58394 168.166 78.2635 89.9023 5.3631 68.7101 84.5392 77.9087 6.63051 9.55343 65.376 62.1984 7.46169 54.7368 36.5592 18.1776 14.4509 7.12521
internal_count=4034 1495 2539 2367 262 1478 734 172 103 46 661 128 112 2105 576 1529 42 467 1487 1432 55 109 426 402 50 352 233 119 99 48
is_linear=0
shrinkage=0.036296


Tree=384
num_leaves=31
num_cat=0
split_feature=10 16 16 16 15 5 5 0 8 9 16 18 7 17 5 19 12 12 15 2 5 9 15 7 0 15 2 12 16 14
split_gain=0.472965 0.470682 1.10638 0.92032 0.455543 1.42574 1.37635 1.35982 1.29044 0.780219 0.707293 1.76057 2.21657 1.22994 1.40671 2.31088 1.19636 2.23234 1.7922 1.69909 1.43325 1.70878 1.88131 1.1011 1.37765 1.96879 1.06812 1.53719 1.79012 1.45015
threshold=54.879495816850003 12.604970524100002 9.719977270450002 9.2849782877000013 46.074827201850006 24.367802910700004 24.458659404000002 86.692020874450009 8.3434888241000014 213.27127849780001 22.624947093000003 13.820816557100002 23.626037400350004 187.51563899930002 21.566902724800006 14.451165964200003 246.36519872610003 251.89085751685002 43.890399822900008 231.65109648115003 21.386268748550005 200.95377551580003 25.186533201700005 20.873561687950005 85.963448721100022 41.29990759910001 188.47750099235003 218.69180565645004 22.574947209950004 273.54171774295008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 10 -6 -7 8 -8 -10 16 12 13 23 15 -15 18 -18 26 -19 -21 22 -22 -12 25 -25 29 -28 -29 -3
right_child=1 4 -4 -5 5 6 7 -9 9 -11 11 -13 -14 14 -16 -17 17 19 -20 20 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.032730986783729474 -0.032547081187920324 0.0014065581012429437 -0.032987908889311753 0.029598913306556729 -0.03716195332403336 0.031701659791955432 0.0029431215468346508 0.022278351496689011 -0.037365670918505525 0.00027579905383473731 0.017860638173172513 0.022422498461285342 -0.021400315025615846 -0.02238793945073745 0.014153835276788963 0.010408335720327353 -0.040311389814514646 0.028732781371970606 -0.023641385851126937 -0.02416345159081959 0.013407362859046189 0.015168529518072921 -0.048376627521537159 -0.031308112723943238 0.011318694427287038 -0.00086823154964687729 0.026611900241364388 0.010689418707770498 -0.019872838442248606 -0.017515927012576104
leaf_weight=0.40828046543174323 0.33937956480804066 115.12574073346332 1.2544357518345348 0.74530638894066215 1.2219145445851589 1.0947269625030456 2.5687014746945351 1.3242100924253462 2.0982080339745157 0.72509730234742154 2.1566361114382735 4.9397883280180386 3.4353579089511177 3.2259695604443568 16.904583342373371 6.0370170511305332 1.8876931477570895 1.3999485988169897 2.7822071181144556 3.4299527390248823 0.85357829171698529 3.3945832683239132 1.1087922750739378 3.4279000917449576 3.1418465562164775 5.2852224763482809 3.878244828345486 8.0416440278058854 2.4459393098950377 4.104652422363869
leaf_count=125 452 1642 433 40 40 17 41 5 68 11 17 61 35 22 100 48 46 10 27 244 22 44 41 57 16 30 65 161 16 98
internal_value=0.000905621 0.000971526 -0.0129821 0.0101545 0.00112994 -0.00573947 -0.000823856 -0.00612544 -0.0131011 -0.0276984 0.0014449 0.00472239 0.00271767 0.00477978 0.00878481 -0.00101344 0.00037294 -0.00906495 0.00120854 -0.00327477 -0.00837428 0.00173521 -0.0215023 -0.00269986 -0.00644019 -0.0128438 0.00172606 0.00978434 0.00356162 0.000755128
internal_weight=208.788 208.379 2.33912 1.08469 206.04 9.03286 7.81094 6.71622 5.39201 2.82331 197.007 48.5543 43.6145 40.1792 26.1676 9.26299 148.453 12.0745 136.378 10.1869 8.78691 5.35695 1.96237 14.0116 11.855 8.71312 133.596 14.3658 10.4876 119.23
internal_count=4034 3909 925 492 2984 182 142 125 120 79 2802 386 325 290 170 70 2416 407 2009 361 351 107 63 120 103 87 1982 242 177 1740
is_linear=0
shrinkage=0.0312825


Tree=385
num_leaves=31
num_cat=0
split_feature=16 16 17 13 9 18 12 2 14 10 18 14 12 18 7 3 6 16 15 9 19 9 3 18 16 18 9 4 10 5
split_gain=3.15571 2.04849 2.97675 2.96343 2.62121 2.57235 2.59155 2.21343 1.96671 2.12896 2.74163 1.79334 1.76042 1.54095 2.52011 1.98885 2.30267 2.90372 1.74713 1.47753 1.83079 1.42315 1.39512 1.70589 3.25499 2.16353 2.22589 2.66914 1.76783 2.92633
threshold=18.594956516900002 15.584963555600002 236.15709471040003 98.050756475600011 209.21153814325001 15.289002683150001 96.375827709250018 72.843776848050013 234.57881148155005 70.389210771400016 13.919698996450002 193.44745668155005 109.22180275385001 15.534338342150003 25.016749795550002 81.93344998355002 12.350288562550002 15.164964537700001 20.729785921300003 212.96061447425004 10.550851274900003 218.97685776085004 93.499196860750018 13.843998451900001 22.654947022900004 14.118140587000001 205.22231928645002 274.40025405315004 66.964115113200009 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 5 4 -1 6 -3 -7 11 10 -10 12 -8 14 -5 16 18 21 -15 -6 -21 -18 23 -2 25 26 27 -25 -27 -30
right_child=22 2 -4 13 19 7 8 -9 9 -11 -12 -13 -14 15 -16 -17 17 -19 -20 20 -22 -23 -24 24 -26 28 -28 -29 29 -31
leaf_value=-0.0023935293462197475 0.00074765872487264943 -0.0028348284077016239 0.0014273377729931765 0.00019231515295307439 0.0020227072416309595 0.0012443333087629547 0.00049599535505780439 -0.0025220690286600379 -0.0030346119702853057 -0.0025874485778413559 0.0021234301062303838 0.0011952770179053348 -0.0025115343997761464 0.0020334974209654461 -0.0027523796031201095 0.0025398992586604737 -0.0024957312826314093 0.0016336736268950476 4.1760698930660079e-05 0.0016568385513025803 -0.0024828950820020707 0.00018048163239195656 9.6504640586496184e-05 -0.00039109333680853193 0.0022561968423896934 0.0010290194912940189 0.00043715401406350002 -0.0029116859346429774 0.00076847793080613469 -0.00051697925615704662
leaf_weight=4.1221291355905114 74.872515875846148 2.0759915178641775 3.2087650252506128 17.481720534968193 1.4682755530811848 0.92913155630230804 2.5009566369699296 6.3850394389592111 0.82034732901956831 2.8741166322724894 1.5436647790484128 6.4241900042397901 1.6990225184708831 5.8321514111012274 1.6536950292065729 3.05010046577081 2.8985216785222283 2.2417904734611511 3.7688901089131832 0.90152369230054352 1.4461794953094793 1.6048493050038812 60.925904348958284 6.0453176423907262 3.9911023452877989 14.803110398352144 6.4250640757381907 3.4190056622028351 17.607181292958558 19.293942490592599
leaf_count=966 418 88 38 219 26 9 50 211 50 162 11 125 199 27 32 12 44 14 24 45 98 12 609 44 37 119 30 30 113 172
internal_value=0.000241546 -0.000159477 -0.000641176 0.000135548 -0.00113296 -0.000904017 -0.000439355 -0.00204362 -0.000125846 -0.00126919 0.000333513 0.000437869 -0.000720644 0.00039688 -6.21673e-05 0.000849753 0.000534383 -0.000486561 0.00125164 0.000228738 -0.000893227 -0.00154202 0.000386443 0.000507056 0.000255403 0.000137265 -0.000598551 -0.00130166 0.000363391 9.637e-05
internal_weight=282.314 74.9311 28.4612 46.4698 7.93811 25.2525 17.9383 7.31417 15.8623 5.23813 2.36401 10.6242 4.19998 38.5317 19.1354 19.3963 16.3462 6.74516 9.60104 3.81598 2.3477 4.50337 207.383 146.457 71.5847 67.5936 15.8894 9.46432 51.7042 36.9011
internal_count=4034 2462 943 1519 1135 905 685 220 597 223 61 374 249 384 251 133 121 70 51 169 143 56 1572 963 545 508 104 74 404 285
is_linear=0
shrinkage=0.00227998


Tree=386
num_leaves=31
num_cat=0
split_feature=16 16 17 10 5 6 19 9 5 16 19 8 2 8 15 5 3 5 16 16 16 5 0 13 16 19 7 7 18 7
split_gain=2.73171 2.03344 2.42939 2.99793 2.36749 2.19216 2.03261 1.87651 1.62795 2.14319 2.09608 1.87404 1.51804 1.28411 1.25924 1.72021 1.38058 1.65045 1.81303 1.95432 1.25254 1.52086 1.18952 1.15323 1.20586 1.14959 1.09612 1.06057 1.05295 0.982626
threshold=18.594956516900002 15.584963555600002 236.15709471040003 71.015621515800021 19.234448447350001 11.075258771650001 12.551012654050002 188.63457064660003 13.154029769200003 15.089964713100001 11.850956171350001 8.2435668022500028 102.94361713510001 8.1436447804000007 46.074827201850006 24.367802910700004 92.913112988300014 24.458659404000002 23.044946110900003 22.584947186600004 14.464966174600002 13.812766882300002 99.994511703900017 108.45777789855002 16.744960843000005 12.651020723000002 29.575580426850003 29.767756780500005 16.444362185000006 23.851446749400001
decision_type=2 2 2 2 2 2 2 2 2 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 13 26 12 22 -7 10 20 28 -5 -3 -2 -16 -17 -18 19 -19 21 -10 -8 24 -6 -11 -1 -28 -12 -14
right_child=14 2 -4 6 23 8 7 -9 9 25 11 -13 29 -15 15 16 17 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0028965861272350971 0.00050299141884992224 0.00010434499099596839 0.0015283535041713658 0.0025880795198415835 -0.0028522264242519372 0.0021802386017115492 -0.0029787834328834223 -0.0026417199730343773 0.0009019751540010482 0.0014691458852157187 -0.003679663100554498 5.5664483391636331e-05 0.0010800961649536662 0.0026891756830958327 -0.0032594048376402328 0.0022146303744828787 0.0026290447431163342 0.00027062124355801259 0.0015461985435993553 -0.0031834828159583353 0.001473843608713613 -0.0014248073815192439 0.0018901980065620856 -0.003124297122466457 0.0030768232522655793 -0.00022821213267546064 0.0032805698731360558 -0.0027615854506603198 -0.0011079167992851867 -0.0033458070716619148
leaf_weight=2.4331280597543805 186.39810981415212 3.2954928199760669 3.0904159117490044 1.2550444751977914 0.45704947388730965 3.4094389639794818 0.54325526021420856 11.116923729889093 4.1077736173756438 10.812973114661871 2.6699668502551486 3.7286776807159185 0.65329842083156087 2.563832838088274 1.4262083664070804 1.6859800517559032 1.0766134690493343 2.0373811274766922 1.5753326788544653 3.0974608680699021 4.6897832825779906 4.3286756431916729 1.2261524321511386 1.8153185531264169 0.58907657861709595 4.1400267612189046 0.50249361502937961 0.3849270548671484 2.161445532925427 0.88786407618317753
leaf_count=646 1390 45 38 7 74 33 72 325 29 48 101 35 26 11 40 6 16 20 10 90 45 253 23 298 2 28 12 250 39 22
internal_value=0.000284392 -0.000176908 -0.000759672 -0.00104943 0.000238023 0.000192532 -0.00176535 -0.00222471 0.000369856 0.000201393 -0.000348705 -0.00140322 0.000351604 0.00123538 0.000450076 -0.000454894 -3.26504e-05 -0.000519227 -0.00102435 -0.00181298 0.000338984 -0.000291879 0.000395291 -0.00180424 0.000486438 0.0009992 -0.00194616 0.000659728 -0.00252913 -0.00146967
internal_weight=268.16 70.863 27.4937 24.4033 8.72077 43.3693 15.6825 12.8863 40.0488 36.6393 21.6863 8.56009 2.79621 5.85933 197.297 10.899 9.47277 7.78679 6.71017 5.13484 13.1262 8.43645 1.76941 2.86144 1.04613 14.953 3.32055 0.887421 4.83141 1.54116
internal_count=4034 2462 943 905 430 1519 475 420 611 578 502 175 55 56 1572 182 142 136 120 110 327 282 95 374 76 76 908 262 140 48
is_linear=0
shrinkage=0.00273913


Tree=387
num_leaves=31
num_cat=0
split_feature=9 9 0 6 8 15 13 6 10 9 2 9 19 19 13 6 8 2 19 16 17 18 5 7 7 7 7 18 19 2
split_gain=0.471082 1.09292 0.917473 1.83765 0.741298 0.931859 1.55304 1.63079 0.714445 0.771319 1.163 0.790626 1.26473 0.758733 0.833634 0.66681 0.795095 2.28254 1.03054 0.853757 0.637655 1.35312 1.08818 0.604591 1.29307 0.839914 0.71914 1.83091 2.17783 1.78597
threshold=181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 8.4434108459500017 35.098844929350008 121.87049551135001 16.625388449550005 72.378669787950017 66.346857137250012 56.478612905150008 64.765169068750012 13.451085274650001 12.651020723000002 107.70500962200002 18.195425133200001 8.8430989333000021 73.245799595050016 14.451165964200003 22.714946882600003 192.94032447935004 13.091807150500001 21.566902724800006 22.356277907050004 22.516377366000004 22.545611589100002 23.109894804950002 13.314799198000001 14.351157895250003 108.63443756215001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 20 3 -3 -5 -6 7 -7 9 11 -11 12 13 14 -1 16 19 -18 -19 23 21 22 -2 -4 -25 -26 27 28 -27 -30
right_child=1 2 15 4 5 6 -8 -9 -10 10 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=-0.030397772088808797 -0.00014558236502732052 -0.032147150142579996 0.021190960309295067 0.016495017578044752 -0.032456179445554213 0.0092747333770848116 0.023936131599074709 -0.025989227284345422 -0.029631366898355528 0.026041502986499206 -0.010632220166067545 0.022732586757671553 -0.035027740881306363 0.014391320251939054 0.030578086645053393 0.018915910892243426 0.017222346703373331 -0.0073915270045448542 -0.032851149771739127 0.021022672759320064 0.020371762086000077 -0.010452467314335245 0.020501884765025281 -0.024311126268335641 0.0233537678915633 -0.010908123940030351 0.0019351195957115336 -0.017453598698628947 0.028717216631999179 0.001660526210052413
leaf_weight=0.75564378387935105 3.7734249308705312 2.0705654192133798 1.2627035677433003 1.5473050610162298 0.94677535467781115 2.0095306690782309 1.511410769075155 2.4483559920918196 0.85582509477535573 0.79406541027128597 8.7119319484481803 1.6599692733434492 0.75177408987656225 2.6615311453351751 0.25150058418512344 1.7646791376173485 2.1461485438048831 3.1943823746405542 2.3024723399430513 1.8500489518046368 3.1592169623472719 3.192372913210419 4.9875651076436043 1.6755665391683567 1.4413660317659367 7.0074225366115632 128.99024732786347 5.9708831915631881 3.0473907738924009 6.2933556297793984
leaf_count=83 27 112 8 11 50 14 12 63 753 10 603 21 21 33 2 13 13 33 26 15 50 37 27 11 7 43 1830 45 21 40
internal_value=0.00088895 0.00129134 0.000653638 -0.00764997 -0.00165674 -0.00571775 -0.00147684 -0.0100929 -0.00382441 -0.00240739 -0.00756875 0.00566177 -0.000748675 0.00627569 -0.0151711 0.00117758 0.000988074 -0.00814974 -0.0180558 0.00143139 0.00878049 0.00571697 0.0116089 0.00119859 0.00103512 0.00131315 0.00110319 -0.00370483 0.00131666 0.0104877
internal_weight=209.035 192.593 177.481 10.5339 8.46338 6.91607 5.9693 4.45789 16.4422 15.5864 9.506 6.08042 4.42045 3.66868 1.00714 166.947 165.182 7.643 5.49685 157.539 15.1126 11.9534 8.76099 155.689 154.426 152.751 151.309 22.3191 16.3482 9.34075
internal_count=4034 2508 2367 262 150 139 89 77 1526 773 613 160 139 118 85 2105 2092 72 59 2020 141 91 54 2005 1997 1986 1979 149 104 61
is_linear=0
shrinkage=0.0290103


Tree=388
num_leaves=31
num_cat=0
split_feature=6 13 0 13 16 3 16 16 13 3 10 15 3 16 5 6 8 15 16 7 16 13 9 9 5 9 6 18 2 10
split_gain=0.535764 0.451876 2.56942 2.45103 1.92879 2.88467 1.09669 2.27203 1.64718 1.4462 1.8386 1.48618 1.29738 1.21856 1.8051 1.34997 1.28214 1.21582 1.07221 3.09633 1.54547 1.35831 1.04435 1.65839 0.998999 0.932794 0.873356 0.826753 0.822004 0.77915
threshold=5.1651206822000004 112.64908412395 90.407470010750018 113.82394032690001 19.974953289850003 84.995603794150014 19.644954061550003 19.199955102150003 109.34496908160001 83.538459487450012 71.397382570300024 29.198705243000003 85.63276837105002 18.684956306450005 18.280220412300004 14.935348962050002 8.3434888241000014 26.912781836550003 20.784951395750003 22.620600126450004 20.844951255400005 116.60649449195002 210.65484416470002 213.27127849780001 19.234448447350001 209.86393725660002 14.060328517350003 13.927976454650002 322.38159739250005 81.479100559500012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 3 27 6 -6 7 8 9 22 11 17 -9 14 -10 -16 24 -11 19 21 -20 28 25 26 -17 29 -24 -3 -5 -2
right_child=1 2 -4 18 5 -7 -8 12 13 10 -12 -13 -14 -15 15 16 -18 -19 20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.026879299190798411 0.0029478276572409436 -0.047772933121088663 0.018200773361999049 0.017244597987879428 0.012332981326241093 -0.03156875451877425 0.011667237259612464 -0.006256460454935049 0.021209787888424526 -0.0066215539106595535 -0.028735245592933546 -0.022692555333466358 -0.034034468365708163 0.020760279749675391 -0.034986118212589151 0.0057293233835056323 0.025452219038516025 0.017169266159410144 0.024568530494905934 -0.053263608894136977 0.0014797764348182063 -0.027105966646666087 -0.031180922378531511 -0.00015385916697286607 -0.038706407022920608 0.016676309151735604 -0.0010021404916866956 -0.01162786579266684 -0.02766444453952132 -0.017698196187889405
leaf_weight=0.49088571967877115 28.727327161985162 0.89884405523480271 6.3666277006268492 2.0627716717717703 1.5646978318691243 3.1789461877197027 5.5207602656446388 2.7517120973207048 2.1521299630403501 3.7453441949692188 2.6800284727214594 2.122198885306716 2.0596919199451804 4.5194913037121296 1.0346374958753588 0.77994082868099235 0.93071743473410595 2.5158657561987638 2.0698901624418786 0.96696168929338444 108.35276084029465 0.90054631268139917 2.1980164872948076 10.72479406421189 0.64975897636031732 3.388643898186273 0.96756203845143307 0.87487809360027313 0.33142384668462899 1.3403608829976281
leaf_count=659 365 36 56 121 5 54 29 22 16 249 169 168 26 32 19 6 6 16 16 9 981 178 51 281 60 31 13 9 27 324
internal_value=0.000740139 0.000805834 0.00182736 0.000932246 -0.000695839 -0.0170877 0.000290814 -0.000566165 0.000669179 -0.00103507 -0.00965105 -0.00355017 -0.0181478 0.0105578 0.00224543 -0.00977611 0.00127415 0.00293802 0.00140979 -0.0116177 0.00191258 0.000604853 0.000978218 -0.00512268 -0.0144655 0.00351118 -0.0219567 -0.0299446 0.0110279 0.00202747
internal_weight=206.868 206.377 122.825 116.458 83.5526 4.74364 78.809 73.2882 68.4768 58.4101 11.0634 8.38341 4.8114 10.0667 5.54718 3.39505 2.36042 6.26121 114.684 4.2617 110.423 3.29474 47.3467 13.8904 1.4297 33.4563 3.16558 1.77372 2.3942 30.0677
internal_count=4034 3375 1433 1377 1942 59 1883 1854 1806 1667 602 433 48 139 107 91 72 265 1332 335 997 326 1065 345 66 720 64 45 148 689
is_linear=0
shrinkage=0.0264688


Tree=389
num_leaves=31
num_cat=0
split_feature=16 3 10 16 16 16 0 17 17 5 13 16 17 7 10 12 7 13 8 0 18 13 10 6 15 3 17 18 10 3
split_gain=3.34563 2.26153 2.10935 4.14681 2.59454 2.03138 3.01304 2.46346 2.33813 1.99142 1.92483 2.1196 2.98478 4.14539 2.1336 2.02079 2.53179 4.85228 2.23247 1.87343 2.12244 1.85069 2.83549 1.84959 3.116 3.01797 1.81436 2.39888 2.04683 3.57067
threshold=18.594956516900002 93.499196860750018 64.407391431150018 20.959950986500004 22.494947397000004 15.584963555600002 103.33357670195001 236.15709471040003 199.59317753375004 18.066672237450003 116.60649449195002 22.744946812400002 193.31651039250002 22.381996090050006 61.622148808000013 140.52911877810001 23.127267687200003 117.59584708395001 8.4434108459500017 89.705782438650019 13.065205089100003 117.60122400020002 61.977025281250008 15.785368822600002 40.042228346200012 88.931506497100017 189.19102531915004 13.314799198000001 62.041548276350007 92.437255899200025
decision_type=2 2 2 2 2 2 2 2 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 23 -2 6 9 8 -7 -1 -3 12 13 21 -13 -15 17 18 -17 20 -6 -12 -23 24 -4 -25 -22 -28 -29 -30
right_child=1 10 3 -5 19 7 -8 -9 -10 -11 11 14 -14 15 -16 16 -18 -19 -20 -21 26 22 -24 25 -26 -27 27 28 29 -31
leaf_value=0.00039961004547380029 0.0013607873140349827 0.0010061534904692031 0.00030177177309385721 -0.0014584426013430373 0.0015352012619827906 -0.00036183692222369979 -0.0013332734944125288 0.00098779845240935739 -0.0016537348536467477 -0.00091174379547180411 -0.0024112837224025564 8.8518961574342715e-05 -0.0016498705817568004 0.00081960835219408747 0.0015607698742444891 0.00062968211511013064 0.00073144171531061715 -0.0027780691696424947 -0.0014353582456151169 0.0017263496375112496 -0.00080923995557312498 -0.0012219042254168967 0.0016413383953775632 -0.00038997233243419696 -0.00156643164290139 0.0015380313454050019 0.0011802343658275075 0.00064938615524433503 0.00046755944056974853 -0.00093819627847604851
leaf_weight=36.936325033078901 13.904557317495344 6.2598673477768889 46.340693253092468 4.4422627426683894 5.2563129588961592 16.237003416463274 4.2038089375710106 3.1020686384290448 6.2979690157808355 4.1751193990930906 2.6146794953383488 10.449669726192949 4.4098768457770339 11.877539832144977 4.588624980300664 5.6847215431043896 6.6380900163203469 2.6850375016219905 2.4166678432375193 3.8708583414554587 4.1253983974456778 5.429774175863713 1.4115990102291105 3.7571694143116465 3.0844025593250981 8.7652119025588018 11.028563875705002 21.437978606671095 14.125372443348171 9.9937536232173425
leaf_count=377 105 63 322 32 18 685 890 38 220 252 41 105 82 53 17 37 26 32 33 30 22 116 4 31 38 43 63 111 69 79
internal_value=0.000227778 0.000339795 0.000460865 0.000221269 0.000650812 -0.000111024 0.000118032 -0.000515898 -0.000722891 0.000266434 5.78416e-05 -4.41458e-05 -0.000246858 -8.72235e-05 0.000537746 0.000247145 -0.000143078 -0.000681267 1.36746e-05 0.000509458 0.000438053 -0.00112335 -0.000631124 0.000341722 0.000185185 0.00095956 0.000343063 0.000427072 0.000244745 -0.000114915
internal_weight=285.551 214.599 150.133 66.3897 83.7428 70.9523 45.3153 25.637 22.535 41.1114 64.4661 58.2063 43.168 38.7581 15.0383 29.3021 17.4245 10.7864 8.10139 69.8382 65.9674 9.45605 6.84137 61.9475 49.4251 12.5224 60.7111 56.5857 45.5571 24.1191
internal_count=4034 1572 963 466 497 2462 1519 943 905 629 609 546 424 342 122 181 128 102 70 392 362 161 120 434 360 74 344 322 259 148
is_linear=0
shrinkage=0.00179978


Tree=390
num_leaves=31
num_cat=0
split_feature=16 16 17 6 10 5 12 8 16 18 19 19 12 3 6 10 10 16 16 0 4 18 5 7 17 6 0 10 2 8
split_gain=2.37478 2.19188 2.33921 2.2839 2.13954 1.86058 1.67918 2.37025 1.58584 1.90242 1.55608 1.36323 2.07734 1.36157 1.93076 1.99177 1.84971 3.28224 2.05489 1.73595 1.7263 1.68309 1.66091 1.55231 3.59201 1.49658 1.6453 4.13571 2.90777 2.60739
threshold=18.594956516900002 15.584963555600002 236.15709471040003 11.075258771650001 71.015621515800021 19.234448447350001 151.46967002190004 8.2435668022500028 15.404963976500001 15.981927061500002 12.250988447150002 12.551012654050002 145.97209859650005 93.281431752200021 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 89.705782438650019 245.59135436325002 13.276755824150003 22.629964856950004 22.907491544400003 189.31157886915003 16.235379337050002 96.163458868000006 70.206395618550019 133.20345888755003 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 3 4 -1 5 -3 7 11 9 -5 -11 -6 -13 16 15 -15 18 25 -2 21 -16 -20 -22 24 -24 26 27 28 -18 -30
right_child=13 2 -4 8 6 -7 -8 -9 -10 10 -12 12 -14 14 20 -17 17 -19 19 -21 22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0020472699081279851 0.0020809139511317517 0.00099705131152048616 0.0016397858204501051 -0.00064800539371594418 0.0021488272381297562 -0.0019101311379838043 -0.0030596786351033945 -0.0031760326387336919 0.0013978302148011091 0.0011838465521119884 -0.0012962768960512478 -0.0020452310804938128 0.0023195016514003441 -0.0033464184214075984 0.00060867805234298366 0.00042634396351725885 0.00082951953191900659 -0.0021208556203474145 0.0017677735845519015 0.002612861540875614 -0.0025066781153305403 0.00035861794824631847 0.00011807541642228746 0.00036987013048327832 -0.0041262539352456135 0.0015591144130883568 0.0011663180247102028 -0.002221872488625549 -2.6739956468150056e-05 -0.0034460406598196538
leaf_weight=3.1407018475874784 10.534767583012579 5.1188887947937536 2.6170799480751148 13.879411851579791 1.5810176720842699 2.5251928540528752 5.0676975792739531 2.7337789358571172 9.4182078354060632 12.171675185672937 2.3124278690665951 3.0999289865139872 1.147698058048263 2.3832834123168132 42.641442705877125 1.9579235538840292 25.314465224742889 4.0560535416007033 7.8151289671659461 3.5167017877101889 2.3578788973391083 39.009120982140303 5.1376792218070504 17.726124440319836 2.1822193157859147 8.1511579416692239 12.241017294116316 5.5159457474946967 5.5275340825319272 2.4823809415102005
leaf_count=908 99 56 38 423 13 374 237 115 41 120 27 99 11 49 345 15 158 32 39 30 18 232 91 156 32 49 47 108 51 21
internal_value=0.000294869 -0.000165765 -0.000832812 0.00022367 -0.00113698 3.66748e-05 -0.0017952 -0.00104681 0.000412447 8.52474e-05 0.000787888 -4.81501e-05 -0.000865891 0.000445235 0.000148714 -0.00164487 0.00062288 0.000291113 0.000967797 0.000734857 0.000259876 0.000593811 -0.000282873 -7.35204e-05 -0.00114725 0.000456277 0.000280295 1.05364e-06 0.000368999 -0.00108643
internal_weight=263.365 64.8137 23.8913 40.9224 21.2742 7.64408 13.6301 8.56242 37.7817 28.3635 14.4841 5.82864 4.24763 198.551 74.3866 4.34121 124.164 63.2886 60.8757 50.341 70.0453 46.8242 27.4039 25.046 7.3199 59.2325 51.0813 38.8403 33.3244 8.00992
internal_count=4034 2462 943 1519 905 430 475 238 611 570 147 123 110 1572 706 64 866 466 400 301 642 271 297 279 123 434 385 338 230 72
is_linear=0
shrinkage=0.00277154


Tree=391
num_leaves=31
num_cat=0
split_feature=16 19 6 3 10 16 16 4 5 6 10 18 10 3 16 17 16 3 2 18 17 5 16 7 6 5 15 17 0 2
split_gain=2.58555 1.68369 2.68917 1.65858 2.59596 3.80683 2.49054 2.12716 4.03963 1.89213 1.88503 2.18546 2.08078 2.31614 1.847 1.65271 1.64808 1.79315 1.6173 2.119 2.79415 2.68224 1.80281 1.59352 2.00987 1.51684 1.49452 1.57755 2.45213 1.75289
threshold=18.594956516900002 12.651020723000002 8.5652001245500013 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 248.34582299520005 22.629964856950004 16.235379337050002 62.837331883000012 13.276755824150003 62.052302108850007 92.437255899200025 22.574947209950004 162.13109061465002 22.604947139800004 93.090551224900011 71.340832650850004 14.85568425095 236.15709471040003 18.613387752550004 17.684958644900004 23.051546669900002 16.525386113000007 21.500664456800006 28.343014915050002 190.25644477395002 91.937202686950016 90.745765132650021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 9 25 -5 -9 26 11 -8 16 -14 -15 -4 17 -13 -3 21 -21 -20 -22 24 -10 -2 -6 -28 -29 -30
right_child=3 18 15 7 5 -7 10 8 23 -11 -12 12 13 14 -16 -17 -18 -19 19 20 22 -23 -24 -25 -26 -27 27 28 29 -31
leaf_value=-0.0028212744366216966 0.0027395934337482819 -0.0025900303384297171 -0.0029263172764252094 0.00046903191628333113 0.0010817536347321409 -0.0022145373227167985 0.0018383813647185145 -0.0040941283910986195 -0.0026322688248649794 0.0016219382345634863 0.002326297766754977 -0.0016471807265472397 0.00044263719014166599 -0.00030391746945661503 -0.002982703504618326 0.0004331639730350317 0.0015891444013895911 0.0012654811085083234 0.001312454561210135 -0.0019581537297813645 -0.0015981377098954535 -0.0018316127206548544 0.0026150134372043051 0.00033483956485726027 -5.4818585226824469e-05 0.00062299611764653358 0.0010406100510629531 -0.0018686623999539841 -0.0013652083529988458 0.00042334704218609926
leaf_weight=2.1107662270660503 8.6927174478769285 3.021041831001642 1.1185072637163092 49.503125886665657 11.79332649707794 4.3421310149133197 8.4916793853044492 2.1093199662864235 3.7018523330334592 8.432952579110859 5.1423191204667082 3.0309430882334736 12.377912878990175 4.45182941854 3.3418767750263214 37.41903065139195 11.689747728407381 3.2468087300658226 7.3918248501140642 9.4423924651928228 1.2247983242850744 2.7651745434268378 1.9563983427360652 16.502541417255998 5.6967184895183891 3.5310900360345832 8.2162667457014305 5.9821094870567348 5.070293357595804 20.474559740163386
leaf_count=752 82 62 208 386 66 32 39 18 80 49 41 31 58 29 33 675 58 12 93 325 42 283 22 146 76 17 48 59 57 155
internal_value=0.000293416 -0.000173642 0.000171727 0.000444206 0.000634218 0.000247803 0.00102253 0.000129679 -0.000470063 0.00042609 0.000761487 0.000588924 0.000310733 -0.000289609 -0.00145256 0.000335659 0.00098472 -0.000140773 -0.000717743 -0.00046945 -0.00121448 0.000456503 0.0009929 -0.000174929 -0.00107001 0.00212817 0.000230413 -2.2212e-05 -0.000299195 6.8344e-05
internal_weight=272.272 66.4499 40.6483 205.822 128.309 64.3116 63.9969 77.5136 28.0104 59.9695 51.7731 46.6308 38.1391 20.1716 7.79371 38.5375 17.9675 6.27775 25.8016 22.7806 12.6236 10.157 3.1812 25.9011 9.39857 12.2238 51.5366 39.7432 31.527 25.5449
internal_count=4034 2462 1635 1572 866 466 400 706 320 434 301 260 221 120 62 883 101 43 827 765 389 376 64 302 156 99 385 319 271 212
is_linear=0
shrinkage=0.00272331


Tree=392
num_leaves=31
num_cat=0
split_feature=16 16 17 0 17 3 10 0 16 10 9 9 6 15 19 15 7 2 13 0 15 4 14 10 18 5 16 17 17 19
split_gain=3.18473 2.27728 2.74342 2.47076 2.37179 1.84143 1.85684 3.73858 2.93802 2.84706 2.80948 2.04676 2.76942 2.36313 3.04509 2.52545 2.04176 1.98498 2.50054 4.9952 1.98943 1.79347 1.78769 1.9431 2.94367 1.62921 1.81764 1.94566 1.61581 1.76516
threshold=18.594956516900002 15.584963555600002 236.15709471040003 103.33357670195001 199.59317753375004 93.499196860750018 66.590419433100024 90.407470010750018 19.974953289850003 65.611820673600008 204.27826083785001 195.30595290385003 16.455384477450004 45.169600924000008 14.451165964200003 41.195083317300011 23.109894804950002 62.922191810850009 109.34496908160001 96.163458868000006 27.437241680050004 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 18.160071980500003 19.199955102150003 200.79056394860001 204.64886559710001 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 3 4 -1 21 6 7 9 17 11 -10 12 -2 15 -15 16 -13 -8 19 20 -19 -3 -23 24 -24 -20 -27 -28 -18 -30
right_child=5 2 -4 -5 -6 -7 8 -9 10 -11 -12 13 -14 14 -16 -17 28 18 25 -21 -22 22 23 -25 -26 26 27 -29 29 -31
leaf_value=0.00035455648733619024 0.0018044234990786305 -0.002955932915874968 0.0014257634422990295 -0.0017431213368331209 -0.0022448789475758854 8.3333291471075096e-05 0.0018167182575968889 0.0022834471445458953 -0.0031731624932725298 -0.0010143346867745227 -2.7043569139504011e-05 -0.0011756088857718303 0.00031682190500741542 -0.0033039352737989154 0.00051054368468363837 0.0015151472027405426 0.000781808956238943 2.4834479058177445e-05 0.0016939450217558487 0.00074243416551025767 -0.002822697236768759 0.00030672926816312527 -0.0034123636928718552 -0.0027267375397512575 0.0023051327079181704 0.0010353804960464817 -0.0021456388955376463 0.00079078664216032917 -0.0019026254561876435 0.00078791506849617892
leaf_weight=40.822882104024757 19.328121766448024 1.6231092558591722 3.1383293820545068 3.6093707957770667 6.4896242935210458 60.732839868403971 5.4004557877778998 8.848026290535925 2.748967867344617 5.8291802480816832 4.2961295731365681 4.9168659448623648 11.967033781111239 2.1683069001883259 2.8745458945631981 13.431462325155733 24.769099026918415 2.0322155877947798 7.5529103502631214 8.7140879333019239 5.0493458015844226 10.500662971229756 0.8311852275510313 2.9702230817638338 1.4765615898650137 7.6625657211989147 2.9258812554180622 2.4472997691482306 3.0801509507000437 2.704596221446991
leaf_count=629 149 84 38 890 220 609 25 50 38 35 28 31 56 29 23 62 113 13 30 33 101 371 50 169 11 46 25 16 43 17
internal_value=0.000288792 -0.000154209 -0.000710422 0.000184156 -0.000991028 0.000439917 0.000585508 0.000775321 0.000197105 0.000628796 -0.00125465 0.000741162 0.00123558 0.000454338 -0.00112959 0.000617675 0.000277835 0.000441877 0.000237812 -0.000489544 -0.00200553 -0.00052343 -0.000273205 -0.001427 0.000245852 0.000795841 0.000275479 -0.000808198 0.00051173 -0.000644692
internal_weight=280.942 71.4619 27.0297 44.4323 23.8914 209.48 148.747 99.9174 48.8299 91.0694 7.0451 85.2402 31.2952 53.945 5.04285 48.9022 35.4707 41.7848 36.3843 15.7956 7.08156 17.4017 15.7786 5.27797 2.30775 20.5887 13.0357 5.37318 30.5538 5.78475
internal_count=4034 2462 943 1519 905 1572 963 608 355 558 66 523 205 318 52 266 204 289 264 147 114 685 601 230 61 117 87 41 173 60
is_linear=0
shrinkage=0.0024302


Tree=393
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 12 2 0 18 16 13 16 9 16 17 2 15 18 0 17 16 14 10 18 5 16 5 6 4 3
split_gain=2.78141 2.27747 2.98517 2.55927 2.20431 2.28592 1.9813 1.73694 2.01416 3.12772 2.01211 2.25334 1.86022 3.82423 3.27597 2.47908 2.50733 3.17446 3.13514 1.93954 1.81135 1.68432 1.8713 2.48336 1.6495 1.99944 2.01982 1.62072 2.39094 1.60765
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 15.289002683150001 96.375827709250018 72.843776848050013 85.995710218650018 13.843998451900001 22.654947022900004 116.60649449195002 22.574947209950004 205.22231928645002 22.544947280100004 197.20536406400001 200.74412770730004 30.243446395250004 14.320472989450002 93.133566555000002 204.42624920380004 22.604947139800004 234.57881148155005 70.389210771400016 13.919698996450002 13.154029769200003 14.464966174600002 13.812766882300002 16.455384477450004 195.50296729855003 93.663192806700025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 10 27 12 -2 -12 13 15 -14 16 -10 -18 -19 -20 -15 -7 23 -23 -4 26 -26 28 -9 -13
right_child=7 3 24 -5 6 21 -8 8 9 -11 11 29 14 20 -16 -17 17 18 19 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0016644853351587086 0.0012968397196778433 -0.0026881970095625628 0.0017697061535081528 0.0012483453247815021 0.0010984532235031479 0.00038311127808307089 -0.0024171707848586756 0.0017352301351541597 0.00054132586221480883 0.0021405582160520112 -0.0014834892027952211 -0.0015613870243578257 -0.0016979502670457763 -0.0033653442692154634 0.00072907052429563724 0.001971672615304993 -0.0023089165404771672 0.001390916656832205 -0.0027323496814016385 0.00018732175447931277 -0.00053991608918717087 -0.0028043869505803985 -0.0024900238479624091 0.002078980571789749 0.00064713557899297603 0.00057948855118218937 -0.0012319909358797726 0.00037947830600986332 0.00068209188171819695 0.00018496585277360381
leaf_weight=3.7863169030169948 5.8787824911996713 1.91827859589831 3.6778914926107964 3.0948591604828826 0.88981860131025214 9.6440790018532407 5.7102340951096267 15.207795172929762 12.507385540753608 3.9640004187822333 4.8176185919437549 2.6801488865166894 2.9379962477833024 2.4863717891275874 29.377106008119881 2.9309432860463849 4.546756310388445 3.9255817309021932 2.2381187910214067 2.1350391507148743 1.9398013763129709 0.79015627253102083 2.5432208374841139 1.3624032353982327 4.426731792278586 25.036045664455742 7.2396081326296553 31.80815502256155 32.429642925038934 45.667059972067364
leaf_count=908 63 88 33 38 9 374 211 128 89 37 133 21 35 36 193 18 47 19 46 14 13 50 162 11 35 184 359 148 162 370
internal_value=0.00027066 -0.00010667 0.00019608 -0.000621887 -0.000875105 -0.00044151 -0.00194319 0.000398184 0.000524644 0.000250705 8.02636e-05 -5.42612e-05 0.000135497 -0.000232917 0.000508413 6.35036e-05 -0.000157092 -0.000837127 -3.07549e-05 -0.00130692 -0.00212708 -0.000140965 -0.0012173 0.000286406 0.000370539 0.00023033 -0.000518966 0.000762528 0.0010183 8.8156e-05
internal_weight=277.598 70.1196 44.1666 25.953 22.8582 16.2581 6.60005 207.478 148.435 68.9891 59.0436 53.1648 65.0251 32.71 32.3151 28.2838 25.3529 12.8455 8.29874 4.37316 4.42617 14.3399 4.69578 2.15256 40.3803 36.7024 11.6663 79.4456 47.6374 48.3472
internal_count=4034 2462 1519 943 905 685 220 1572 985 547 587 524 510 282 228 233 215 126 79 60 49 597 223 61 611 578 394 438 290 391
is_linear=0
shrinkage=0.00219145


Tree=394
num_leaves=31
num_cat=0
split_feature=16 16 17 10 5 5 9 15 5 19 16 5 4 4 19 14 0 15 19 0 10 10 12 4 5 6 6 6 13 10
split_gain=2.66461 1.87248 2.36753 2.42976 2.36561 2.17742 1.77666 1.74055 2.01759 1.57412 1.46091 1.93371 1.69051 1.66194 2.0864 2.0457 2.30633 1.51191 1.38769 1.79548 1.36968 2.88798 1.66544 1.44464 2.14024 3.37394 3.79833 1.28147 1.27278 1.25905
threshold=18.594956516900002 15.584963555600002 236.15709471040003 71.015621515800021 11.270433591700002 19.234448447350001 191.72037998490001 46.074827201850006 24.367802910700004 12.551012654050002 15.404963976500001 15.237417718750002 169.88079978325004 169.88079978325004 12.350996516100002 233.74709437980002 99.470262368500016 19.215947067900004 14.251149826300002 86.692020874450009 60.613977009100005 58.167480110400007 335.9827356823501 310.49012963040008 23.195398057700004 16.325381439950004 15.760368238450001 14.185331438000002 108.45777789855002 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 4 3 5 -1 -3 -5 20 -9 -8 11 12 -6 -13 15 -15 17 -17 -10 29 21 -2 23 -22 25 26 -25 -14 -7 -20
right_child=7 2 -4 6 10 28 9 8 18 -11 -12 13 27 14 -16 16 -18 -19 19 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0026276629913666956 0.00037385522034822554 0.0010728462871423489 0.0014745275208497485 0.00019422961358880823 -0.0027285606626145454 0.00062640387117486845 0.00013355361452548482 -0.003085076429045834 0.0014931038401866984 -0.0024575623566561091 0.001172542666654807 0.00089729677667462415 0.00050877363879960156 -0.0023348315118537212 -0.0032296905375089166 -0.0011424617104523751 -0.0027550203264289164 0.0028254408407617231 -0.00045524610440139278 0.0019007283166383895 0.00056150013873923607 -0.0026045982518344761 0.0018912927498522841 -0.0023095711772572586 0.0011156328996172241 -0.0034868904907262152 0.001939053461235025 0.0028610344028829398 -0.0028457600332188675 -0.002952219353003866
leaf_weight=1.8623858765349712 8.4049236236605775 5.4621143245603943 2.9035049472004166 2.8516909956233567 0.96809191803914174 1.055473385145888 1.8034707121551026 1.7012323567178089 2.6559372032061201 9.701196492649613 9.6577938720583898 2.980600612005218 16.19330433069263 2.5138285332359356 2.5867207223782316 0.87212009192444417 1.0060973592335356 2.1794611462391913 4.018328492064029 1.4387252405285833 164.70777985174209 2.8200736669823518 5.7479467615485182 2.4852660056203586 4.2934689116664222 2.6194262355566025 3.0275680162012577 1.6558233946561802 1.9497377854422664 1.9432272311532868
leaf_count=798 141 56 38 136 37 76 19 40 19 320 47 21 283 80 77 93 59 18 64 5 992 85 62 30 20 44 16 6 298 54
internal_value=0.000286927 -0.000149361 -0.000691587 -0.000967148 0.000179056 0.000114874 -0.00160532 0.00043147 -0.000520043 -0.00205138 0.000307761 3.79623e-05 0.00054921 -0.000754557 -0.00129216 -0.0005295 0.000588947 0.00169144 -8.61105e-05 -0.000652885 0.000489106 -0.000374426 0.000542108 0.000498327 -0.000339055 -0.00110706 2.37115e-05 0.000726988 -0.00162629 -0.00126916
internal_weight=274.067 68.2034 25.7272 22.8237 42.4762 8.46733 14.3564 205.864 11.7575 11.5047 40.6138 30.956 18.8172 12.1388 9.15823 6.57151 4.05768 3.05158 10.0562 7.40028 194.106 11.225 182.881 177.134 12.4257 8.13226 5.51283 17.8491 3.00521 5.96156
internal_count=4034 2462 943 905 1519 430 475 1572 182 339 721 674 326 348 327 250 170 111 142 123 1390 226 1164 1102 110 90 46 289 374 118
is_linear=0
shrinkage=0.00254682


Tree=395
num_leaves=31
num_cat=0
split_feature=10 0 0 5 3 13 5 15 12 15 10 0 10 0 9 3 6 5 6 4 19 6 9 12 7 17 18 12 18 6
split_gain=0.546362 2.90931 1.92794 2.24088 1.94715 1.37462 2.51239 2.3754 1.68432 2.11436 1.19863 1.59276 1.19023 1.16698 1.97057 1.94825 1.22973 1.66357 1.12509 1.34564 1.55057 1.91608 1.09941 1.03192 1.48746 3.16198 1.40879 2.45073 1.34395 1.34094
threshold=66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 88.931506497100017 113.97180552410002 20.016397659050003 40.042228346200012 152.73554204000004 37.408632939650005 69.999384342500022 93.399723909900004 64.730006406800015 87.170566421650008 195.30595290385003 92.703413254150021 16.355382140900002 22.580289596950006 16.605387982250004 372.47712237630009 14.351157895250003 16.100376182700003 204.27826083785001 69.826413229550027 24.786990758350004 196.54125635090003 14.349498564250002 107.96682590455002 14.118140587000001 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 10 -2 6 -1 8 9 -8 11 -4 -10 15 -15 -7 17 -17 19 20 -16 -22 -6 -12 25 26 27 -25 -29 -28
right_child=2 -3 3 -5 22 13 7 -9 12 -11 23 -13 -14 14 18 16 -18 -19 -20 -21 21 -23 -24 24 -26 -27 29 28 -30 -31
leaf_value=-0.038002218005720109 -0.02807940444259097 0.020815162967659371 -0.0016407032028281808 -0.030666711021620583 -0.020985540526236079 -0.021606470882316379 -0.0037803646836929998 -0.045504625930875203 -0.0065820360221529152 -0.085373624806831472 0.019206918587901686 0.018367402160631246 0.02862081688395092 0.018609088671282685 0.0074620116231611669 -0.00036590802105314238 0.0019160591134640985 -0.037009869955095698 0.017958332391328775 0.016506733273984692 0.0011628522990833508 -0.024430875315717582 0.023219800361547211 -0.039200007552743922 0.0019447677916031247 -0.03122245900197242 -0.0025342251182728305 0.01048848835455299 -0.02998935639943508 0.017520803634456062
leaf_weight=1.6952963491858088 3.3827272233320391 5.5838001295924178 5.2388676324626413 1.5989338967192441 0.62956548953661684 2.7040938232094041 2.1740541090548509 0.76207375526428212 0.99211128163733553 0.24847114831209172 1.8422090602107335 5.9846435051877052 2.1054266744904453 7.2877000980079201 5.3261317647993627 2.4180455547757442 82.117563323408831 1.3585706382291389 2.7948548421263686 2.7957887612283221 4.3643647842109186 3.8792799357324839 1.0603030595229936 1.7922846472356528 42.5324563049071 3.1332931155920951 10.158443666128731 2.2170177269144919 0.77801722555886943 3.0417601969093075
leaf_count=24 72 55 41 93 56 39 187 6 90 2 10 47 15 50 26 23 979 47 19 43 29 36 15 42 1490 111 220 66 83 18
internal_value=0.00102536 0.00210855 -0.000645162 0.000380198 -0.0164761 0.00125949 -0.00937715 -0.00165239 0.00440164 -0.0121491 0.00102726 0.0090281 0.0173457 0.00199705 0.00688148 0.000538959 0.00123613 -0.0135479 0.00242087 -0.000232567 -0.00368137 -0.010881 0.00675097 -0.000343788 -0.000909611 -0.00665767 -0.00237867 -0.0146923 -2.64008e-05 0.00208711
internal_weight=211.998 128.608 83.3905 78.3179 5.0726 123.024 7.97743 6.28214 5.52006 2.42253 76.719 11.2235 3.09754 115.046 26.4481 88.5983 85.8942 3.77662 19.1604 16.3656 13.5698 8.24364 1.68987 65.4955 63.6533 21.1208 17.9875 4.78732 2.99503 13.2002
internal_count=4034 1670 2364 2221 143 1615 324 300 294 189 2128 88 105 1291 203 1088 1049 70 153 134 91 65 71 2040 2030 540 429 191 149 238
is_linear=0
shrinkage=0.0264974


Tree=396
num_leaves=31
num_cat=0
split_feature=16 16 5 17 18 4 2 4 15 5 7 16 0 5 2 0 9 19 10 18 16 13 9 9 4 5 15 7 7 9
split_gain=2.83346 1.88247 2.77087 2.68742 2.43962 2.89915 2.83659 2.57162 1.85785 2.01145 2.11435 1.6441 1.63396 1.62924 1.7499 1.65224 1.61271 1.55468 1.45008 2.55857 1.72423 2.08277 2.77138 2.77521 2.4468 1.48704 1.40426 1.37937 1.87252 4.73805
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 14.85568425095 195.50296729855003 137.02423825130003 193.73972847335003 46.074827201850006 24.367802910700004 23.203497038450006 17.634958761800004 79.532656873050016 18.066672237450003 186.79363985910004 102.70985441565001 68.722917647950013 14.251149826300002 60.613977009100005 11.928667296000002 22.724946859200003 117.61735474900001 195.41812862360004 187.45330412110005 286.86996866160007 30.284449345300001 19.215947067900004 22.721067571950005 23.109894804950002 195.30595290385003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 18 -10 12 -8 -11 14 15 -4 26 -12 19 -2 21 27 23 -23 -24 -21 -15 -20 29 -29
right_child=8 3 13 -5 7 6 11 -9 9 10 17 -13 -14 16 -16 -17 -18 -19 20 25 -22 22 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0022139780049997872 0.00051224041071561057 -0.001578818922231366 0.00035271472594491379 0.0012250455241531728 -4.7751111348545846e-05 0.0017083030810075926 -0.0018959102488666742 -0.0023651916284409694 -0.0026002707331764991 0.0011552485254070779 0.0019235084348435912 0.00067966981232408044 -0.0022167869526454969 -0.0012545458487604178 0.0014296026647562866 -0.0014281226265657489 -0.0023722334954553825 -0.00013702825024994363 0.00092469505831691717 -0.0024327537133464376 0.0013295832149990241 7.2503168406042861e-05 0.0012233373318424926 -0.0020091340484147745 -0.00073547367660310693 1.3898107843586842e-05 0.0020770377283156889 0.00054401074769062756 0.00054377212817006547 -0.0015103280248664052
leaf_weight=2.1738392848055801 7.2756486558355373 4.8028843185165959 29.464160229195841 3.4032157361507407 3.2631422579288465 4.4539403619710338 2.4584756195545197 6.850523664848879 1.6908936998806883 0.86827041208743905 2.5679011195898056 2.1397717136424035 2.8100304901599884 1.3023462670971633 6.5030829251045352 2.6185631063999599 2.0296395606128499 4.9451915081590414 30.546077203005552 3.0101890284568071 10.233845688402651 6.2988246604800242 8.363230746239422 5.5709824226796627 4.5423068162053815 1.8522550938650963 1.0587593448581172 15.772850506007673 99.005113427527249 7.7180378558114162
leaf_count=798 97 332 261 38 42 64 133 292 40 5 10 42 69 83 89 114 162 58 169 104 44 30 31 39 28 25 12 80 690 53
internal_value=0.000249837 -0.000116973 0.00015254 -0.00056154 -0.000815209 -0.000229585 0.000486288 -0.00161748 0.000374687 -0.000416169 -8.61754e-05 -0.000697377 -0.00142081 0.000272244 0.000413355 0.000207364 -0.000967842 0.000567243 0.000425579 -0.00029415 0.000472035 0.000422681 -0.000155229 -0.000904494 0.000533903 -0.00150075 0.000239392 0.000516236 0.000414381 -0.000130952
internal_weight=285.594 72.5223 45.1504 27.372 23.9687 13.8551 9.05219 10.1137 213.072 12.8823 11.1914 4.59825 3.6783 42.9766 38.5858 32.0827 4.39075 7.51309 200.189 12.1381 188.051 177.817 24.7753 11.8698 12.9055 4.86244 2.36111 153.042 122.496 23.4909
internal_count=4034 2462 1519 943 905 571 239 334 1572 182 142 175 74 721 464 375 257 68 1390 226 1164 1120 128 69 59 129 95 992 823 133
is_linear=0
shrinkage=0.00214848


Tree=397
num_leaves=31
num_cat=0
split_feature=0 17 9 15 5 5 2 16 19 10 5 2 18 15 9 6 15 16 13 7 0 13 18 15 3 6 18 16 3 15
split_gain=0.522433 1.06026 0.545498 0.478407 1.34408 1.23567 1.24252 0.814845 0.707166 2.08974 2.0756 2.12399 3.3083 1.6751 1.66321 1.2989 1.34451 1.35345 1.24057 1.78382 1.34144 1.75076 1.46942 1.50965 1.2221 1.12744 1.46084 2.48569 1.18823 1.44573
threshold=103.33357670195001 241.79519611995002 218.72979271345005 46.074827201850006 24.367802910700004 24.458659404000002 258.06114663960005 23.064946064100003 14.351157895250003 64.665483411650015 20.204934414350003 258.06114663960005 13.946975448150001 43.890399822900008 195.30595290385003 16.535386346650004 43.030193406950012 22.594947163200004 113.0174028878 23.974509389900003 92.313586825200005 111.12203990580001 13.545319032100002 36.548474543700003 92.249063830050019 16.395383075500003 13.531614672700002 22.614947116400003 93.181958801350021 43.216642080150002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 -5 -6 7 -7 13 10 -10 12 25 15 -11 18 17 -17 20 -20 21 -1 -22 -24 -14 26 27 -12 -27 -30
right_child=1 2 -4 4 5 6 -8 -9 9 14 11 -13 24 -15 -16 16 -18 -19 19 -21 22 -23 23 -25 -26 28 -28 -29 29 -31
leaf_value=3.0711949356492986e-05 -0.032734299551145665 0.025377696693214758 -0.024604359754390296 -0.037883127909459136 0.031236005164792843 -0.037487819129978527 0.0042684911750266357 0.0025626049100203434 0.024415395336991306 0.0062264531465861892 0.0073863492699686182 0.030552629154879427 -0.047525933406020321 -0.019070762487625011 -0.029931386976435385 -0.0038383190052935635 0.036602005763763795 -0.027421729515960638 0.0037371477447115235 0.02338280284290396 0.028993252268383656 -0.032594849584856499 0.0011210860165882673 -0.034933107919976211 -0.0076846296838601379 0.01555719118612736 0.0086971630164551506 -0.036127210323739133 -1.0894281546448039e-05 0.016061841040182274
leaf_weight=4.1133129663139689 1.3417003518698032 0.74465173811768159 0.32443293102551252 1.1810238538309912 1.0595915098674593 1.6363544444320726 4.2690559247566853 0.77458952553570259 5.6793891433626404 2.2482442520558825 2.4922673348337394 2.9823630396276704 1.7188343368470662 4.4771291594952336 3.1770534329116344 7.6445708509709185 0.63186836242675859 3.755705589428544 24.239964067441182 5.9591011926531783 1.9241564330877725 2.9039263087324798 70.348097046211478 1.2227827486349259 1.4853300992399452 11.688397556543348 4.3114567995071411 2.9868786809965968 25.60175468865782 7.4850103668868533
leaf_count=232 864 26 43 40 17 62 57 6 52 19 24 40 20 38 36 461 2 26 174 50 23 43 1169 72 30 105 24 27 213 39
internal_value=0.00119927 -0.0136904 0.0102097 0.00137185 -0.00591657 -0.00103863 -0.00615808 -0.0246204 0.00169844 0.00424964 0.00581743 0.00407881 0.0027121 0.00025747 -0.0149476 0.000962477 -0.0090759 -0.0116076 0.00205345 0.00761377 -3.21503e-05 -0.0134706 0.00125094 0.000505103 -0.029057 0.00457762 -0.00531136 -0.0163345 0.00673996 0.00362514
internal_weight=210.409 2.41079 1.06908 207.998 8.92062 7.73959 6.68 2.41094 199.078 71.857 66.4317 60.7523 57.7699 127.221 5.4253 122.743 12.0321 11.4003 110.711 30.1991 80.5123 7.01724 73.495 71.5709 3.20416 54.5658 9.7906 5.47915 44.7752 33.0868
internal_count=4034 933 69 3101 182 142 125 68 2919 629 574 522 482 2290 55 2252 489 487 1763 224 1539 275 1264 1241 50 432 75 51 357 252
is_linear=0
shrinkage=0.03217


Tree=398
num_leaves=31
num_cat=0
split_feature=16 16 17 5 10 7 19 9 3 13 16 15 3 5 2 3 18 16 18 14 10 10 5 2 17 3 5 2 15 15
split_gain=3.03788 2.14004 3.05255 2.82449 2.53647 2.26427 1.90158 2.05127 1.72098 1.72731 1.61318 2.40393 1.77936 1.57849 1.92971 1.93024 1.48859 2.87036 1.85325 2.21842 2.54558 1.74422 2.77036 2.86965 1.7707 1.6944 2.04416 2.17731 1.45527 1.81297
threshold=18.594956516900002 15.584963555600002 236.15709471040003 11.270433591700002 71.015621515800021 22.356277907050004 12.551012654050002 188.63457064660003 93.499196860750018 116.60649449195002 22.574947209950004 46.327654127900004 112.77544165605001 18.066672237450003 186.79363985910004 76.172084209950015 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 62.020040611300011 66.964115113200009 18.128874633450007 90.745765132650021 205.83789591070004 89.356282881700011 21.991679690250006 223.33025333645003 32.548041893900006 30.243446395250004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 5 -3 -6 -8 16 -10 11 12 -11 14 15 -5 -2 18 19 28 -21 25 -23 -24 -25 -20 27 -27 29 -18
right_child=8 2 -4 13 6 -7 7 -9 9 10 -12 -13 -14 -15 -16 -17 17 -19 21 20 -22 22 23 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0024802873742386052 0.00081578082447964341 -0.0014792954258668447 0.0014296964733674482 -0.00250088770602141 0.0002211527910064487 0.0010293960911365967 0.00036739889548648499 -0.0023584095463020306 0.0013223774201832977 -0.0028908089336278356 0.00010757599965998375 0.0014384367792482659 0.0014805343901281485 -0.0011237570002131879 0.0016595219387760386 0.00035933465847841291 0.00056424841627699361 0.0022881479794153283 0.0020404812229450988 -0.00017957347600865603 -0.0035503503069271316 0.00084073359942695152 -0.002962154275889097 0.00030480405681614575 -0.0016442848657055328 0.00071091268480100167 0.0015857759801695054 -0.0028859245097463525 0.0010174944766191234 -0.0022956568879337782
leaf_weight=2.1647499182727179 75.696360671892762 3.3540319670573862 3.524043188430368 1.4203561802860338 2.8465996521990737 5.4090928640216589 1.8676498860586424 10.635097394697366 6.0526743209920815 3.4123398254159829 50.221791994292289 1.4039853555150328 0.63565677730366577 3.9126028207829213 6.5720862178131929 30.791630009305663 2.7045172005891782 4.0416283160448065 6.4998627454042426 2.677337482571601 2.486582025885582 16.619330271147192 2.4003869257867363 11.749910509213803 3.4754905067384234 2.250930160284041 4.0694733187556267 1.6997723430395124 5.197077140212059 2.4140364192426205
leaf_count=798 418 346 38 95 55 84 95 325 63 118 410 9 9 257 89 280 14 37 42 17 23 113 43 94 35 13 33 31 20 30
internal_value=0.000291641 -0.000130604 -0.000655705 0.00019288 -0.000960487 6.92099e-05 -0.00154835 -0.00195123 0.000440453 0.000105349 -2.69626e-05 -0.00126629 -0.00220438 0.000328411 0.000474908 0.000233216 0.000584115 0.00032731 0.000203954 -0.000519188 -0.0018027 0.000433501 0.000138088 -0.000524436 -0.000140113 0.00113023 0.000392519 -0.000836611 0.000123329 -0.000784554
internal_weight=278.207 72.4979 27.6365 44.8614 24.1125 8.76312 15.3493 12.5027 205.709 61.7264 55.6738 5.45198 4.048 42.6967 38.7841 32.212 143.983 68.2863 64.2447 15.4796 5.16392 48.7652 34.2451 17.6258 15.2254 14.52 8.02018 3.9507 10.3156 5.11855
internal_count=4034 2462 943 1519 905 430 475 420 1572 609 546 136 127 721 464 375 963 545 508 104 40 404 285 172 129 119 77 44 64 44
is_linear=0
shrinkage=0.00239883


Tree=399
num_leaves=31
num_cat=0
split_feature=16 16 17 18 12 4 14 19 14 5 16 16 12 13 18 2 18 9 0 19 3 10 12 17 15 0 13 6 15 12
split_gain=0.510172 1.19501 1.26108 1.46694 1.85578 1.74989 1.27786 1.19022 1.1668 1.15702 1.3042 1.1525 1.09452 1.00971 0.901417 0.895654 1.6441 1.40868 1.04221 1.01116 1.25418 1.02103 1.01982 0.730577 0.722988 0.680252 0.664844 0.621481 0.583693 1.49284
threshold=18.594956516900002 15.584963555600002 236.15709471040003 15.078113735950003 96.375827709250018 180.93811691895004 234.57881148155005 12.851036860900001 193.44745668155005 17.505247228350004 17.634958761800004 15.404963976500001 81.514192512750014 108.65403534205002 15.097325840300002 83.586740321150003 15.625782642300001 199.38481636575003 97.674372337300014 12.350996516100002 77.801289837050021 80.468240302450013 178.48484864030004 185.45496942040003 24.545953118950006 92.501778894350011 98.384125283750009 13.200308423050002 43.890399822900008 202.12526968910001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 -3 -5 8 11 13 10 -8 12 -1 -6 -13 23 17 -17 -18 20 21 -20 -22 -14 -9 -15 27 -23 -2 -30
right_child=28 2 -4 5 6 -7 9 24 -10 -11 -12 14 15 25 -16 16 18 -19 19 -21 22 26 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0403818580382619 0.0024710798839609198 -0.035178430709392208 0.015089215379400086 0.0032038037223904815 -0.030780399933319887 -0.030910681235021456 -0.032971762153719213 -0.036227469652426791 0.018146420112911711 -0.034985286087408043 0.019366930877510971 0.004070485279728594 0.0043555529137777171 -0.029348889197194947 0.024832172744740567 -0.0045638840733023926 0.028408109388724411 -0.035124604956850596 -0.037647601925472896 -0.020655190333436144 -0.0014420858297899204 -0.028835157377937976 0.023774887193037254 0.027604124485357272 0.0040569842611955786 0.03049085254912241 0.007832678070876762 0.018460449662344006 -0.025421949154952404 -7.9911663585555199e-05
leaf_weight=0.5282218423672117 139.16316342970822 1.2756703234044859 1.7936961515806604 1.6981957179959852 0.89573719853069433 4.2470759752904996 0.58495677541941438 1.0340412950608868 3.8676814752398059 1.2032524369133168 1.1188261652132494 3.7980631776154032 3.6088317913527161 0.21290547121316195 3.0358556741848588 3.4977856375262517 1.2319849951309141 1.8661688492866231 0.7311842293420322 1.5201367964618828 2.1870599001122173 0.95366393236327007 3.1684874594502617 1.562819654936902 0.55096107721328724 0.54721975326538086 2.4098244532942772 0.29304027371108532 2.0887280444148955 18.366102189873345
leaf_count=31 1298 84 38 20 134 244 67 61 119 115 17 19 89 102 26 317 16 54 29 45 29 739 31 18 2 3 8 5 43 231
internal_value=0.00103173 -0.00149003 -0.00746994 -0.0100553 -0.00324955 -0.0211663 0.00158176 0.00177222 0.00960436 -0.0136617 0.00139758 0.00302364 4.46119e-05 -0.0103478 0.0132935 0.000971804 -0.00204247 -0.0151962 0.00360412 0.000891067 0.0042527 -0.00700624 0.013477 0.011381 -0.0222242 0.0137302 -0.00087898 -0.0177182 0.00181255 -0.00266769
internal_weight=209.041 49.4233 17.4452 15.6515 9.70625 5.94527 8.43058 31.9781 5.52354 2.90704 1.70378 30.3931 23.5592 1.65586 6.83392 23.031 17.8593 5.36395 12.4954 11.2634 9.74326 4.38771 5.35555 5.17165 1.585 0.760125 3.65653 1.2467 159.618 20.4548
internal_count=4034 2462 943 905 641 264 557 1519 358 199 84 1456 1411 239 45 1380 1273 371 902 886 841 781 60 107 63 105 752 744 1572 274
is_linear=0
shrinkage=0.0284045


Tree=400
num_leaves=31
num_cat=0
split_feature=16 16 13 17 10 7 9 19 9 0 18 16 13 16 0 9 13 7 5 12 17 9 16 6 2 6 4 10 0 2
split_gain=3.70086 2.61356 3.08693 2.26884 2.41739 2.834 2.08442 2.04473 1.69808 1.57728 2.1086 3.04538 2.05296 2.65737 2.28562 2.02163 2.2805 2.75505 1.82045 3.80529 2.65552 1.74026 5.03225 2.95307 1.94084 1.73383 2.23216 1.68972 3.17638 2.39366
threshold=18.594956516900002 15.584963555600002 98.050756475600011 236.15709471040003 71.015621515800021 22.356277907050004 209.21153814325001 12.551012654050002 188.63457064660003 85.995710218650018 13.843998451900001 22.654947022900004 116.60649449195002 21.094950670800003 85.925810307250018 196.26893085885004 109.63263410155001 23.822419043000004 18.128874633450007 101.85466269095001 196.31479727660005 205.22231928645002 22.544947280100004 14.825346391850003 158.13149931390004 16.455384477450004 195.50296729855003 62.025417527550012 87.170566421650008 154.31016903475003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -3 -1 -6 -9 12 25 15 -2 -14 -15 16 -12 -18 -17 -20 -21 22 24 -23 -22 26 -11 -27 29 -29
right_child=9 3 -4 -5 7 -7 -8 8 -10 10 11 -13 13 14 -16 18 17 -19 19 20 21 23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.0021275760490278343 0.0011747620657904963 -0.0013517633177498908 0.00040405350311531864 0.0010634876497200966 0.00026288248194329867 0.00092364660238387062 7.1397285958515962e-05 0.00012720203848616004 -0.0020029784483412429 0.0016136786465924891 -0.0023696844727183041 0.0019717727522453369 -0.0021690293975289783 0.00020996421925392419 -0.0014168882722850127 0.00086972362588619463 -0.0011866356881546176 0.0013162361821797647 -0.002629831766456123 -0.0017925999981743162 -0.00036918735183384335 -0.00075338997528405028 -0.0021490492883463374 0.0010730666194605244 0.0014879602853263439 0.00085483795213124397 0.00068266932112624355 -2.0955132719492187e-05 0.0012958574390455515 -0.0019789624029032801
leaf_weight=3.6836401895852751 6.945662096142768 3.8908139476552659 38.231680996250361 2.9630973357707253 2.7374301683157674 5.5275315050967038 3.5135877557331696 1.8322864269139234 10.549764606170354 15.775282531976698 2.5252500837668759 4.0828499123454085 2.2670886334963134 48.649719619890675 3.890794336795806 16.751432787626982 4.3300480265170336 3.1837230026721954 2.0674922354519358 2.5683591766282907 4.5525712333619577 4.6388212926685837 3.9907622896134844 18.110926512628794 4.8468146845698357 15.845925539731978 33.679657494649291 8.2439382448792475 5.0071655362844458 3.8076902814209452
leaf_count=966 63 346 384 38 55 84 169 95 325 128 52 37 103 392 29 78 40 16 33 29 29 50 45 113 25 60 162 37 24 27
internal_value=0.000269975 -0.00012779 0.000173046 -0.000624743 -0.000828608 -1.63483e-05 -0.00105407 -0.00133459 -0.00168776 0.000404424 0.000515006 0.000258773 0.000128641 -3.93198e-06 8.94906e-05 0.000155261 -0.000690476 -0.000126123 0.00030285 6.99672e-05 0.000214169 0.000356785 -0.000227423 0.00070064 0.000588455 0.000737916 0.000979645 0.000374604 -7.14855e-05 -0.000639584
internal_weight=288.692 72.9298 45.4289 27.5009 24.5378 9.41835 7.19723 15.1195 12.3821 215.762 154.009 71.6491 61.7533 54.8076 52.5405 67.5662 10.039 7.51377 57.5272 40.7757 38.7083 36.1399 13.3901 22.7497 9.39939 82.3597 49.4549 32.9047 17.0588 12.0516
internal_count=4034 2462 1519 943 905 430 1135 475 420 1572 985 547 587 524 421 510 108 56 402 324 291 262 99 163 54 438 290 148 88 64
is_linear=0
shrinkage=0.00204248


Tree=401
num_leaves=31
num_cat=0
split_feature=16 16 16 17 3 4 9 15 15 16 6 17 18 10 17 0 12 15 15 7 17 9 17 6 6 13 17 19 9 5
split_gain=0.465765 1.13566 0.941373 0.450371 0.939739 0.499904 1.07738 0.923348 1.66131 0.967669 2.1883 0.962267 1.36101 1.35198 2.20839 0.947187 1.10804 1.08916 1.1234 0.919445 1.43026 1.97064 1.83453 1.14199 1.72783 2.56201 1.04285 1.16615 1.03388 1.8074
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 241.79519611995002 76.172084209950015 244.52697497700004 219.21617201485003 43.890399822900008 42.841315546000011 22.674946976100003 16.545386580300001 203.30705351230003 15.788786379500001 75.634392583900009 182.20563699335005 85.705356740550016 90.84682862195001 38.483556206400003 23.214132849600002 23.109894804950002 189.50863627480001 195.30595290385003 192.94032447935004 14.935348962050002 14.135330269750002 109.96062599345002 189.72181505755 11.350915826550002 195.10791980860003 22.468249633400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 6 7 8 9 11 -11 12 13 15 -15 16 -6 18 -18 20 -7 22 -22 24 26 -26 27 -21 29 -25
right_child=3 -3 -4 -5 5 19 -8 -9 -10 10 -12 -13 -14 14 -16 -17 17 -19 -20 23 21 -23 -24 28 25 -27 -28 -29 -30 -31
leaf_value=-0.035701202535031187 -0.034939396045588038 -0.036104881977212622 0.031867109096086657 0.019832399575352558 -0.047534975615638388 0.00050839549928752888 -0.017846219770987777 -0.023059167181568852 0.024285127516776896 -0.034464731915118743 0.0023798806777174937 -0.0073679590865629793 0.022605525400111549 0.0052509110422106339 -0.041583215409392416 0.0058833645261884048 -0.03566639905646718 -0.039449317536706691 0.010552103222192476 0.011503388668049562 -0.030830416623254111 -0.049658820519836527 0.012727936806570313 -0.02837305174651928 -0.042367621216074763 -0.00048885651021355464 0.0041215122605976519 -0.043249194001600662 0.0068126329255411731 0.0066890595625840347
leaf_weight=0.34920178759057241 0.8382518510625222 1.2648707127373198 0.78560552861017641 1.5390654518851068 0.73126333695836265 9.2472335477068537 2.8954420487862071 1.5383452071109776 4.398573722690343 2.5890193432569486 6.9990122299641371 8.3042604874353838 4.7730495995492666 2.9270181769388719 1.9781763037899507 78.245291361352429 0.72736110791447561 0.80905908439308394 4.0480776691401843 0.73262626922224328 2.1837675403221501 1.9118193818721918 2.3573326228652149 2.8876160979270926 3.1150898573687291 3.8042787164449692 14.725410851679042 1.2081625238060949 35.610910698771477 4.2764202214311808
leaf_count=455 232 435 40 36 37 221 41 23 22 22 69 118 28 19 74 746 170 14 250 11 28 30 38 19 138 23 267 58 340 30
internal_value=0.00120426 -0.0137935 0.0110751 0.00137948 0.00124017 0.00138955 0.00278897 0.00329502 0.00364293 0.0028332 -0.00756913 0.00380584 0.00479046 0.00384002 -0.0136364 0.00485379 -0.00790151 -0.00271169 0.00351243 -0.000673322 -0.00812476 -0.0204963 -0.00821882 0.0010896 -0.00495948 -0.0193426 0.00101202 -0.0225807 0.00442499 -0.00744346
internal_weight=207.802 2.39968 1.13481 205.402 203.863 203.025 120.964 118.069 116.53 112.132 9.58803 102.544 94.2393 89.4662 4.90519 84.5611 6.31576 5.5845 4.77544 82.0607 15.7002 6.45292 4.5411 66.3605 23.5856 6.91937 16.6662 1.94079 42.7749 7.16404
internal_count=4034 930 495 3104 3068 2836 1633 1592 1569 1547 91 1456 1338 1310 93 1217 471 434 420 1203 317 96 66 886 497 161 336 69 389 49
is_linear=0
shrinkage=0.0342406


Tree=402
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 9 0 19 5 8 19 5 15 15 18 18 3 18 6 18 7 16 13 3 15 5 17 9 18 3
split_gain=0.478335 1.70443 0.899556 1.80001 1.14704 1.18247 0.854108 1.22796 0.821984 0.73592 0.896585 0.941561 0.819476 0.81077 0.806651 0.609352 2.21883 0.90935 2.25173 1.62645 1.36252 1.85955 1.25346 0.906764 1.3237 3.09617 1.63082 1.34308 1.24587 0.971334
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 204.68881850780005 97.752337623100019 12.250988447150002 17.679107616400003 8.1436447804000007 14.051133688400002 15.363313533450002 35.965617804200001 32.167495462450006 17.399600107550004 14.876098287500001 85.538672336450006 14.366548389000002 15.155354102400002 13.910998540000001 24.437987282900004 18.964955651700002 113.0174028878 93.281431752200021 36.535628266450011 20.911722254300006 201.71342726775001 200.76482212275002 13.552878921100001 93.337889372900023
decision_type=2 2 2 2 2 2 2 2 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 8 6 5 -5 -4 -8 -3 10 11 -1 -13 14 -11 16 -10 18 19 -18 -19 -22 -23 24 25 26 27 28 -20 -25
right_child=1 2 3 4 -6 -7 7 -9 15 13 -12 12 -14 -15 -16 -17 17 20 23 -21 21 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=0.00076804989605126122 0.017047863086820443 0.016354102835161179 0.0036089312782838761 0.0042352064923899457 -0.033522251973829069 -0.028778277473585922 0.0041399469825317394 -0.038254916280988351 -0.037842780425471144 -0.035360161384472816 0.033614832800653409 -0.033533264534374503 0.0097252088268434643 -0.0015336855046320351 0.0060414505720230759 0.013612541672079025 -0.0023306303976429977 0.023052935623117356 0.010143368412520566 -0.033743635360647173 0.026215879232741809 -0.040320658816170314 0.00040333380200891948 -0.024089328571784942 0.0085085295063804696 -0.029135682781398626 -0.017110203724311799 0.026423038702482599 -0.013221263009554042 -6.7494489826552814e-05
leaf_weight=19.156037789347476 6.9408850467298171 3.9053488150238982 16.225336388684816 2.9733286620466961 2.8260165001847781 1.7326757163973523 1.4906098786741488 1.2825225135311482 1.4519601962529112 2.0569897935492913 0.76065206527709861 1.5599451000089168 0.61649754643440235 2.8898083390668035 0.61735713842790563 4.1213153588905689 3.5523756933398536 4.7943713932763767 7.6715591885149532 3.1271367429289967 1.704540930688381 1.212706904858351 2.0547891445457935 1.7481704987585533 35.913082441315055 3.4315436617471269 3.0656272694468489 3.2347848191857329 3.2905141115188599 59.731917529934435
leaf_count=1370 43 20 102 35 229 52 15 35 15 77 7 190 2 27 27 58 95 40 58 39 14 17 33 12 262 28 43 26 25 1038
internal_value=0.00101226 0.00161776 0.000989773 -0.00438517 -0.0175259 -0.00791983 0.000824507 -0.0154669 0.00197997 -0.0028734 -0.000273049 -0.00148139 -0.0212799 -0.0131984 -0.0258028 0.0015793 0.00121461 0.00163614 0.000905475 -0.0170372 0.0109705 -0.000680272 -0.0147111 0.00192039 0.00482125 -0.00157777 0.00390037 0.00843733 0.00312995 -0.000750549
internal_weight=205.14 177.483 170.542 26.5305 7.53202 4.706 18.9985 2.77313 144.012 27.6573 22.0931 21.3325 2.17644 5.56416 2.67435 140.106 135.985 134.533 124.767 6.67951 9.76641 4.97204 3.2675 118.087 56.6071 20.694 17.2625 14.1969 10.9621 61.4801
internal_count=4034 2334 2291 468 316 87 152 50 1823 1700 1569 1562 192 131 104 1803 1745 1730 1626 134 104 64 50 1492 442 180 152 109 83 1050
is_linear=0
shrinkage=0.0317651


Tree=403
num_leaves=31
num_cat=0
split_feature=16 16 5 17 3 13 16 3 17 0 9 5 19 19 5 0 6 16 5 3 10 7 8 10 0 16 5 10 18 17
split_gain=2.3679 1.5293 2.33958 1.89038 1.43467 1.65886 1.91124 3.67442 3.36483 1.49022 1.7512 2.942 1.88652 1.44896 2.45727 2.02387 1.55782 1.40437 1.88105 1.46225 1.40123 2.26476 1.74874 1.32878 3.37664 2.69886 2.59159 2.33246 1.76744 3.61853
threshold=18.594956516900002 15.584963555600002 11.270433591700002 252.75344531235004 93.499196860750018 116.60649449195002 22.704946905950003 93.980430866100008 193.31651039250002 85.121961326250016 186.68586460755003 30.284449345300001 14.451165964200003 14.451165964200003 21.850554661550003 85.877418060900013 16.435384010100005 13.564968279200002 13.812766882300002 77.69375151185001 71.015621515800021 22.356277907050004 8.2435668022500028 66.590419433100024 90.407470010750018 19.974953289850003 17.679107616400003 65.611820673600008 13.065205089100003 188.41589330430003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 20 23 -6 7 8 13 10 -8 12 -12 14 -7 -16 -15 18 19 -4 21 -3 -22 24 27 -25 -27 28 -2 -30
right_child=4 3 17 -5 5 6 9 -9 -10 -11 11 -13 -14 16 15 -17 -18 -19 -20 -21 22 -23 -24 25 -26 26 -28 -29 29 -31
leaf_value=-0.0025284191661949311 0.0018554600623403412 -0.0015265969100756423 -0.00276178027891197 0.0024814610802272995 0.001314014110795059 -0.0018989661331106598 0.0014266317427370581 -0.0020718000474720536 -0.0023808581772448451 0.0015717266585978848 6.74736565113783e-06 0.0013623714143221957 -0.003135955965033702 -0.00033071483512123672 0.00092374732348889804 -0.0011491836583379918 0.0015879359471282694 0.00048347600921374494 -0.0020482691931866938 0.0011704416147273837 -0.00070381155960656241 0.001085045446076704 -0.0025655763088178992 0.00042081454752508049 0.0022306493306541229 0.0011602899136791177 -0.0023505492701770864 -0.0009859360884401354 -0.0020247794119364945 0.00066021839930284053
leaf_weight=1.9053151382249769 6.846713498234748 3.3952679586946086 0.70091841818066258 1.1285919379442919 5.982104029506444 3.9867223408073249 3.9145524576306361 6.3567685307934871 3.2980626891367129 6.370000295341014 2.023952804505825 2.8825185149908066 2.7184753455221653 3.9109059162437898 9.5237059122882766 4.0890611233189693 7.4987949281930923 32.893974270904437 3.4079598050157074 3.1822863542474806 10.77169039880391 4.9675849149934947 4.2828151490539303 37.65758425462991 7.9301743879914275 1.7980440035462368 4.4075423032045364 5.609944447875022 3.1812561005353919 73.165041392669082
leaf_count=798 29 346 89 13 63 29 17 198 47 32 19 14 57 30 48 27 28 333 277 22 331 84 169 289 50 9 57 35 20 474
internal_value=0.000258069 -0.000145074 0.000140043 -0.000633983 0.000390306 7.98105e-05 -5.06946e-05 -0.000358995 -2.1984e-05 0.000614882 8.66869e-05 -0.000601224 -0.00179473 0.000246197 -0.000197292 0.000301071 0.00093028 0.000266564 -0.000712029 0.000460676 -0.000784131 2.47344e-05 -0.00123346 0.000528454 0.000689792 0.00017265 -0.0013333 0.000552192 0.000655913 0.000548338
internal_weight=269.788 66.6364 42.0905 24.546 203.152 62.5556 56.5735 38.664 32.3073 17.9095 11.5395 7.62495 4.74243 29.0092 17.5995 13.6128 11.4097 40.1851 7.29116 3.8832 23.4174 8.36285 15.0545 140.596 96.7331 43.8632 6.20559 88.803 83.193 76.3463
internal_count=4034 2462 1519 943 1572 609 546 407 209 139 107 90 76 162 104 75 58 721 388 111 930 430 500 963 608 355 66 558 523 494
is_linear=0
shrinkage=0.00246454


Tree=404
num_leaves=31
num_cat=0
split_feature=3 13 7 9 9 15 10 7 9 0 16 0 5 9 7 19 2 15 2 6 8 2 18 16 19 12 15 15 13 7
split_gain=0.441886 0.800957 0.606766 0.952291 1.18835 1.0693 0.987752 1.23333 0.807228 0.859065 1.8905 1.2297 1.51253 1.07674 0.831467 0.807677 1.19138 1.01139 0.79304 0.684782 0.681751 2.12509 1.0085 0.869226 0.591572 0.694049 2.92656 2.56641 2.09101 1.94045
threshold=108.47659710545001 120.87576600310001 19.078733418100004 179.18874144770004 177.77223095870002 32.393814985100008 64.730006406800015 22.671301016600001 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 24.628131835750001 187.45330412110005 21.725272673150005 14.451165964200003 121.36426933400001 33.593648142250011 154.94328103605002 18.195425133200001 8.8430989333000021 73.245799595050016 14.164583421250002 22.714946882600003 14.651182102100002 132.72446965985003 33.005488016050009 31.233764884050004 117.51519334005 22.977992916200005
decision_type=2 2 2 2 2 2 2 2 2 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 -4 18 15 10 13 12 -12 -10 -14 16 17 -5 -8 20 23 -22 -23 24 25 26 27 -11 -28 -27
right_child=1 -3 3 8 -6 -7 7 -9 9 19 11 -13 14 -15 -16 -17 -18 -19 -20 -21 21 22 -24 -25 -26 29 28 -29 -30 -31
leaf_value=0.013782565703365739 -0.03120070459601014 0.017556592881677789 -0.032750586249343357 0.0087155071747752541 -0.038886809613958705 0.016647463896649225 0.0096109976773510152 -0.032985898803429149 0.015129563221149204 0.0022174659190175223 -0.036689932635010122 0.019710900402868346 -0.010100927199497858 -0.033380942854307885 0.017142886711751144 0.014793414911268968 0.014175212158601267 -0.015618829467483256 -0.032137976493708413 0.01990309058504976 0.017510210934800909 -0.028196367931737538 -0.00064836259472033156 0.02159249888206739 0.012457939715440108 -0.014630507865714289 0.028964391583659155 -0.023813757738334725 0.0041654817827820462 0.00065707424122542744
leaf_weight=3.2907262398002777 0.95677016234549117 0.44012936856597662 1.3869846970337656 2.5006892243400234 1.0375173125212311 1.638824160210788 3.150511231637211 1.0226921431603839 0.47864540619775509 33.025269121018937 1.1891136481426654 2.1793292406946421 2.3257587179541588 2.8291979075002018 1.7614057725295422 7.4971202779561272 4.3060419741086662 3.9294723495841026 0.46750392019748677 1.7302887020632614 2.0841838903725138 3.3022795207798481 1.8580034784972665 1.8856857940554608 4.0335413962602606 8.101980457082389 6.036879067309199 3.7761391871608785 6.1325498856604099 89.405605842897785
leaf_count=78 172 14 305 22 17 15 102 681 4 516 41 15 27 153 22 69 57 24 111 13 13 35 24 15 27 60 80 102 34 1186
internal_value=0.000927372 -0.0158385 0.0010431 0.000832518 -0.00884274 -0.00477685 -0.0106017 -0.00398204 0.00127489 0.000640956 -0.0075411 0.000808962 -0.00699835 -0.0263615 0.00164008 0.00725968 0.00199885 -0.00615521 0.00421638 0.0011867 0.000983837 -0.0079816 -0.0182775 0.00141002 0.00115717 0.000845981 0.00375137 -0.00045356 0.0164675 -0.000613183
internal_weight=203.761 1.3969 202.364 199.073 8.70403 7.66652 6.02769 4.64071 190.369 172.136 10.7635 7.45561 5.27628 3.30784 4.08716 18.2333 10.7362 6.43016 3.61802 161.372 159.642 7.24447 5.16028 152.398 150.512 146.478 48.9708 36.8014 12.1694 97.5076
internal_count=4034 186 3848 3770 1231 1214 1199 894 2539 2367 262 105 90 157 49 172 103 46 213 2105 2092 72 59 2020 2005 1978 732 618 114 1246
is_linear=0
shrinkage=0.0299121


Tree=405
num_leaves=31
num_cat=0
split_feature=16 15 5 3 19 16 0 17 17 4 14 10 18 18 13 3 17 5 15 17 10 18 12 4 12 5 9 19 10 16
split_gain=3.12101 2.91332 2.43336 2.03735 2.16309 1.84168 3.41961 2.79664 2.73658 1.85547 1.81169 2.26789 2.63476 1.60112 2.84414 2.09066 1.82774 1.54402 1.56084 2.18506 1.5031 2.54543 2.10139 2.80384 3.42397 3.00791 1.69968 1.57197 1.47194 1.75424
threshold=18.594956516900002 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 15.584963555600002 103.33357670195001 236.15709471040003 199.59317753375004 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 15.534338342150003 103.93041440690001 81.93344998355002 182.20563699335005 16.569990495050003 24.545953118950006 184.94410812320004 60.613977009100005 11.928667296000002 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 228.88999534805001 14.651182102100002 62.025417527550012 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=5 20 -3 -4 -5 6 13 8 9 -7 -11 12 -12 14 16 -15 -1 -16 19 -19 21 -2 23 27 -25 -26 -23 -22 29 -6
right_child=1 2 3 4 28 7 -8 -9 -10 10 11 -13 -14 15 17 -17 -18 18 -20 -21 22 26 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.00035743994340732858 0.00050121934592634607 -0.0023577751846061696 0.0016366535670481472 0.00093727980537806942 0.0012287199245952759 -0.0022503062824000097 -0.0014071796623325412 0.0010827023694864968 -0.0017020301643170884 0.00033509458337099634 -0.0024308460439368498 -0.0020974889312124936 0.0018079225408529065 0.00041305851053534572 0.0016245519983456719 0.0020327774666503923 -0.0023350195192745455 0.00012897853805852143 0.0014310564494230684 -0.0026800634468668646 0.00043751930092182428 -0.0018244557412408905 0.0014551165685574726 -0.0019329062380831156 -0.00066068661392755046 0.0014360817466064918 0.00091381261853424418 0.0012289970613638562 -0.0022367540355749463 -0.0012840258547592162
leaf_weight=5.2535063231480335 6.9073886019177717 2.0881662666797629 1.8879894763231266 2.6480812355875951 1.5078875105828045 1.5753352531464866 4.5593831137521184 3.5900850286707273 6.874845095910131 10.706090341671372 0.7821426626760507 2.9761870667571202 1.5434015877544878 19.330519965500574 3.1183388829231253 3.302856426453217 2.4147555631352589 5.5626621218398196 2.2913717147894204 1.1899032846558837 163.02454635407776 3.9396917033009231 7.1416632533073416 3.7547501102089873 6.1072029108181578 4.0133105181157589 1.0076342299580572 9.3946376480162126 2.4407839183695614 2.827998043037951
leaf_count=169 97 40 6 18 10 84 890 38 220 371 50 169 11 205 9 22 97 104 7 16 948 124 62 50 44 16 5 44 54 54
internal_value=0.000244605 0.000358226 -0.000491708 -0.000147259 -0.000504617 -8.63873e-05 0.000141204 -0.000467949 -0.000695562 -0.000302043 -0.000110314 -0.00100975 0.000382311 0.000307455 -8.2846e-05 0.000649422 -0.000980185 0.000482922 8.92897e-05 -0.000366017 0.000413707 -0.000236605 0.000453562 0.000415167 -0.000398485 0.000170791 -0.00126675 0.000480645 -0.00106806 -0.00041017
internal_weight=293.763 218.692 13.4009 11.3127 9.42475 75.0714 47.0233 28.0481 24.458 17.5832 16.0078 5.30173 2.32554 42.4639 19.8305 22.6334 7.66826 12.1623 9.04394 6.75257 205.291 11.8547 193.436 186.294 13.8753 10.1205 4.94733 172.419 6.77667 4.33589
internal_count=4034 1572 182 142 136 2462 1519 943 905 685 601 230 61 629 402 227 266 136 127 120 1390 226 1164 1102 110 60 129 992 118 64
is_linear=0
shrinkage=0.00188144


Tree=406
num_leaves=31
num_cat=0
split_feature=8 16 8 8 19 0 16 3 0 7 19 2 5 7 7 12 7 2 2 18 0 16 2 4 17 15 7 2 16 16
split_gain=0.444259 0.779766 0.855784 0.813116 0.92437 0.970615 0.733719 1.06974 0.913928 1.66649 1.12339 1.21786 0.91543 0.863064 1.66485 0.862408 0.854244 0.605948 1.3927 0.590576 2.08828 2.18579 0.963362 1.48275 1.32945 1.02515 2.64403 1.43941 1.65802 1.41175
threshold=10.441851282850001 23.244945643200005 9.5425530862500008 8.8430989333000021 14.451165964200003 87.009258933850006 22.744946812400002 94.421337999450017 85.667718326750006 19.078733418100004 13.851117550450002 319.18044405035005 21.043187000650004 22.105125139000005 20.873561687950005 69.826413229550027 22.181995028450004 145.31340866805002 151.26092141510003 13.843998451900001 86.692020874450009 22.654947022900004 103.92649527695001 185.29521033610004 199.03437346465003 37.491361913600009 23.296055099200004 199.66651340635002 22.594947163200004 22.644947046300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 -5 -6 8 -8 9 10 11 -1 -11 14 -10 -16 -15 -14 -19 22 -21 -22 23 -18 25 26 -24 -27 -29 -30
right_child=-2 -3 -4 4 5 -7 7 -9 13 12 -12 -13 17 16 15 -17 19 18 -20 20 21 -23 24 -25 -26 27 -28 28 29 -31
leaf_value=0.016259910268198625 0.015685068987499454 -0.016840210938491834 0.016328085951688956 -0.00011733849823447587 -0.029163961726544025 0.0012891624060854825 0.02267563835179924 0.00076861241636567079 0.014235574054418139 0.012016351379832932 -0.027922078023672456 -0.028028043239780136 -0.030394701063593304 0.021760454505176264 0.011889815088548101 -0.031673236668412812 0.0053256494817218317 0.012586826294077395 -0.029527250353545684 -0.033339002295586638 -0.00035077128941162373 0.027544354955334624 -0.025978759133283544 0.027605582044877775 0.016927570004048039 0.005328927212919281 0.0015019615690753327 0.0045612910443871063 -0.028700315509277357 -0.0032952985801581241
leaf_weight=3.3256783255492324 1.4242330261040468 1.7925715520977963 2.5235933508956796 4.7536601587198657 2.1430348169524227 1.1477933973073957 2.7072163037955752 3.8640643283724785 1.1727839203886099 0.67448711985343823 0.63875238675973367 0.51165804162155826 2.4801909158122726 1.4636423964984704 0.38715460151433978 2.0070330192247638 16.908559100935239 0.98792675184085998 1.2971023183781651 1.3384682328905899 87.236492916148563 2.0533403605222693 3.5691354269220019 2.4412710554897776 3.6163272485136977 29.716933583607897 8.3506759703159315 5.9309347337111813 2.9275216273963451 3.3494678176939487
leaf_count=144 19 29 46 50 45 12 19 38 62 7 51 32 281 17 3 106 128 8 159 27 2302 34 33 59 19 177 47 33 24 23
internal_value=0.000812055 0.000706835 0.000864481 0.000666392 -0.00765462 -0.0185424 0.00102064 0.0097938 0.00070455 -0.00718506 0.00489248 0.0103547 -0.0171231 0.00115815 -0.0118506 -0.0246288 0.00143287 -0.0212476 -0.0113193 0.00125518 -0.000205955 0.000290715 0.00297916 0.0081366 0.00124241 0.00018896 -0.00672656 0.00215514 -0.00557061 -0.0151439
internal_weight=202.742 201.317 199.525 197.001 8.04449 3.29083 188.957 6.57128 182.386 9.9158 4.47609 3.83734 5.43971 172.47 3.56697 2.39419 168.903 4.76522 2.28503 167.439 90.6283 89.2898 76.8108 19.3498 57.461 53.8447 11.9198 41.9249 12.2079 6.27699
internal_count=4034 4015 3986 3940 107 57 3833 57 3776 682 227 176 455 3094 171 109 2923 448 167 2906 2363 2336 543 187 356 337 80 257 80 47
is_linear=0
shrinkage=0.026724


Tree=407
num_leaves=31
num_cat=0
split_feature=10 18 17 6 10 18 16 16 4 7 13 6 13 17 19 10 0 9 3 17 13 10 2 16 13 17 9 15 2 16
split_gain=0.425778 0.908813 0.711393 0.67243 0.61247 0.481886 0.66382 1.99663 0.620728 0.895935 1.33811 1.92039 1.52765 1.15078 1.55803 2.68283 1.41935 2.11726 1.18919 1.06389 1.02534 1.2794 1.20066 1.25489 1.11839 0.999799 1.4411 1.48654 1.10979 1.05282
threshold=81.479100559500012 17.323446153950005 159.58247398035004 8.2451926476000015 82.457699319000014 17.138111898250003 17.684958644900004 14.544965987550002 240.69197607740003 23.109894804950002 112.36141910395001 14.135330269750002 113.82394032690001 189.31157886915003 14.351157895250003 61.966271448700006 86.329079026800017 196.14870163055002 108.40938565220002 192.94032447935004 102.94912718925001 78.285212300550015 168.84984911130002 15.709963263300002 107.18613720285002 212.37354083175003 207.30588428080003 38.213426205600008 199.66651340635002 22.674946976100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 -3 -5 8 7 -7 -4 13 11 20 -12 14 15 18 19 -18 -10 -15 21 -11 -22 -24 -25 26 29 -28 -29 -14
right_child=1 3 5 4 -6 6 -8 -9 9 10 12 -13 25 16 -16 -17 17 -19 -20 -21 22 -23 23 24 -26 -27 27 28 -30 -31
leaf_value=-0.042978812665977764 -0.041924625997076921 -0.040835751943267017 0.0031265477471164086 -0.04320250172296633 0.021080235030361622 0.04255830874764123 0.040803351916516399 -0.042452599153253924 0.019285437812482008 -0.04428196714184842 0.03325274903681253 -0.027538319300274967 0.0019875765990858495 -0.051615053152046515 0.020938682862753022 -0.05040111473794482 0.025535400230610811 -0.037032432964054583 -0.043574679662032038 -0.012915453686357024 -0.014342654232823857 -0.0011876984572264655 0.042424026098191354 -0.027549401723839365 0.018299576736366022 0.029861763026308146 -0.049240480066967074 0.014974774306810632 -0.022857511096257072 0.023925687408901001
leaf_weight=0.5545167325908541 1.1007631284446682 0.46453121100057648 111.00365171613521 0.26542623434215773 1.5868482404330277 0.88932466898404461 1.1276292279362676 0.80984772555530071 2.6693479254026919 1.5141196530312324 2.6244633179157963 5.527940379921346 32.442853877786547 2.5322657565993714 3.4016930989455432 1.8847540933347771 1.9342928192345428 1.4530837349593637 0.55828641395783041 1.9132641064643392 2.5570946866646391 3.5003064928314416 2.0656733389478177 1.1611001100391152 2.7480167369358242 1.9586432874202717 1.5563945658504952 2.2345782807096839 2.5437606405466795 3.7433382198214522
leaf_count=140 371 425 1507 7 157 9 17 41 79 114 20 171 246 51 30 138 36 10 47 32 28 114 14 51 18 32 24 16 51 38
internal_value=0.00108538 -0.0126214 0.00132327 0.00130118 0.0118687 0.00144838 0.0175036 0.002041 0.00121387 -0.00135884 0.000669514 -0.008083 0.00421375 -0.00957035 0.000397654 -0.01327 -0.0204052 -0.00130434 0.00841247 -0.0349595 -0.000143723 -0.0142001 0.00811762 0.0177302 0.00468135 0.00250033 0.00123998 -0.0159943 -0.00516534 0.004257
internal_weight=200.328 3.41757 196.91 2.31681 1.85227 196.356 2.8268 1.69917 193.529 82.5253 66.1783 19.0743 47.104 16.347 8.51408 5.11239 7.83291 3.38738 3.22763 4.44553 13.5463 5.01443 8.53188 5.97479 3.90912 44.4796 42.5209 6.33473 4.77834 36.1862
internal_count=4034 960 3074 589 164 2934 67 50 2867 1360 937 510 427 423 294 264 129 46 126 83 339 228 111 83 69 407 375 91 67 284
is_linear=0
shrinkage=0.0391687


Tree=408
num_leaves=31
num_cat=0
split_feature=15 2 6 3 10 2 12 0 6 5 16 17 6 0 0 3 0 15 16 13 13 18 8 13 10 2 5 17 17 19
split_gain=0.420484 0.461044 0.405221 1.21541 1.92722 1.31773 1.75024 0.85055 2.37035 1.74386 1.82648 1.24363 0.913863 1.6941 1.75974 1.19024 1.63174 1.26752 1.75553 1.08442 1.07233 1.48722 1.61916 1.21866 1.10947 1.20041 2.65656 1.6136 0.931318 2.21114
threshold=50.314162856800003 310.17567643235003 14.825346391850003 84.643415779050017 70.123053416500014 185.72519583365002 353.43219817915002 93.399723909900004 15.155354102400002 18.160071980500003 19.144955230800004 194.73806315685002 16.455384477450004 89.168090812600013 87.278104746850019 93.499196860750018 85.812895065800021 42.246988155050012 22.624947093000003 117.63886241405002 115.68166489510001 12.551858988050002 5.9453602998000008 116.53390612245002 62.025417527550012 154.31016903475003 23.700766800900002 190.79440939600002 203.48482458890001 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 -2 3 -1 5 -5 -7 8 11 -9 -11 -4 15 14 20 17 19 28 -19 -17 21 22 -14 -22 -25 27 -27 -26 -10 -30
right_child=1 -3 7 4 -6 6 -8 9 12 10 -12 -13 13 -15 -16 16 -18 18 -20 -21 23 -23 -24 24 25 26 -28 -29 29 -31
leaf_value=0.00094562673230059037 -0.039409084126183512 -0.00041989890902595942 -0.045283907012959951 0.0028159576335755289 -0.033460200268891307 -0.043233321707483743 0.013596806192915176 0.025373441996844694 0.011301682190950919 0.011564140458490229 -0.025453748509987092 -0.0097147394805041243 -0.032944705555032386 -0.031728595507491707 0.020536570152501463 0.010117940785547177 -0.020901534264769303 -0.021591002366473513 0.015213693694091939 -0.02045088529659107 0.0236997023688089 -0.041674896411555792 0.031635361311001142 0.0018053625462089457 -0.01388401490825235 -0.033931491676688949 0.0061097542669409487 0.013534083226470175 0.01941274575380517 -0.019570089497063167
leaf_weight=52.468596020167752 0.52081508687115163 0.65726601262576878 1.4139755674405012 7.4498478558380139 2.6108429845189667 1.527973912729067 0.78642726369434957 4.3239976875483972 31.997958783060312 3.8827951233834028 1.9027817547321317 2.8199078926409129 0.68105060292873465 1.6249799029901613 3.8559065312147132 5.9024933627661067 3.6942866779863834 3.1433888664469114 2.0523135755211115 1.369848776143044 1.9894957808137395 1.4443341399019116 0.81954706786200404 38.381356138037518 4.1393380486406368 3.9818223919719449 2.6399056678637862 4.0867885053157806 2.4995416812598696 3.1517433971166611
leaf_count=1780 28 22 28 129 297 73 17 38 282 39 21 32 159 24 26 104 31 29 24 16 30 73 13 528 30 53 24 16 29 39
internal_value=0.000780365 -0.0176565 0.00089082 -0.00111239 -0.0098381 -0.00352183 -0.0239226 0.00187637 0.00115969 0.0105032 -0.000610439 -0.0215937 0.00197987 -0.00053062 0.000286802 0.00494909 -0.00414984 0.00727806 -0.00705307 0.00435987 -0.00105564 -0.0192544 0.00232551 -8.50613e-05 -0.000974041 -0.00815873 -0.0179681 -0.000262541 0.0092558 -0.00232813
internal_weight=197.821 1.17808 196.643 64.8437 12.3751 9.76425 2.3144 131.8 121.69 10.1096 5.78558 4.23388 117.456 63.6445 62.0195 53.8116 10.9666 42.8449 5.1957 7.27234 58.1636 2.94493 1.5006 55.2187 53.2292 14.8479 6.62173 8.22613 37.6492 5.65129
internal_count=4034 50 3984 2296 516 219 90 1688 1590 98 60 60 1530 976 952 554 151 403 53 120 926 245 172 681 651 123 77 46 350 68
is_linear=0
shrinkage=0.0309526


Tree=409
num_leaves=31
num_cat=0
split_feature=9 9 0 5 10 16 16 17 10 6 6 2 7 5 15 18 19 8 10 5 6 12 6 2 8 10 4 6 7 5
split_gain=1.67459 2.16548 2.34774 3.6103 2.03502 4.03261 2.94846 3.80133 2.36369 1.89239 3.07894 1.71403 2.54571 2.85748 2.2382 2.33084 3.50524 1.65416 1.63735 3.38357 1.47795 2.31229 1.71033 1.46138 1.47432 1.53786 1.48681 1.40495 1.23821 1.22887
threshold=181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 64.407391431150018 22.494947397000004 20.894951138500005 199.59317753375004 62.837331883000012 16.555386813950005 16.625388449550005 108.63443756215001 23.109894804950002 21.850554661550003 45.169600924000008 13.3584252364 14.451165964200003 8.4434108459500017 62.052302108850007 20.911722254300006 16.235379337050002 285.40265749175006 16.315381206250006 56.478612905150008 7.943800736700001 71.365121072750014 377.6847677435 17.475408310100004 19.975862989550006 21.500664456800006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=23 -2 3 9 5 29 20 -8 11 -3 -11 -7 -13 18 -15 -16 -17 -12 -14 -20 21 -6 -22 -1 25 26 27 -25 -19 -4
right_child=1 2 4 -5 6 8 7 -9 -10 10 17 12 13 14 15 16 -18 28 19 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.001675528129586046 0.001083103860151308 -0.0028052877577867731 0.0024046248834822715 0.0015937395334970994 0.00015490935988368644 0.0010605443631365593 0.00035214783629207512 -0.00349568899562186 0.0020115519288095582 0.0011909217175599123 0.0011692009466943156 -0.00082128767526638445 0.00070287181944448112 0.0011315722870887928 0.0012142474013944269 -0.0035421563092983732 0.0002334139720962624 0.00029877895026400613 9.0312445503735704e-06 -0.0027890823485825058 0.0026261759033141749 -0.0020460311356434746 0.0002461721064726186 0.00037716443841579676 -0.0019410904486494682 -0.0024955198960591109 -0.0026462641431015291 -0.0025720490495494621 -0.0028804071483204069 0.0009146753122712541
leaf_weight=1.884215611731636 19.334893537918106 3.417685817112214 7.9535435661673528 3.3176812734454861 85.178732573869638 13.009118534624575 3.0312550067901602 3.0504212602972984 4.8156248480081549 3.3162037422880513 0.96770745515823353 14.11468451656401 4.5647264271974555 24.660224750638008 4.0862880870699865 2.2956133224070072 3.9820944331586361 0.88389542698860157 6.8796846717596036 4.075084812939167 3.0119796693325034 2.9237447606865308 4.4002796290442348 13.870026291668191 3.7719749398529521 1.660546868253731 1.1960279886843626 1.0273970057023678 4.0476146845612675 5.5764508061110973
leaf_count=17 141 110 82 18 1288 56 14 28 41 18 5 90 20 112 14 29 31 5 49 25 16 144 39 490 31 762 69 157 106 27
internal_value=0.000240884 0.000303247 0.000232642 -0.00066542 0.000305132 0.000559161 6.50638e-05 -0.00157783 0.000357174 -0.00125872 -0.000685146 0.000254598 9.24433e-05 0.000347609 0.000732769 -0.00021615 -0.00114723 -0.00173976 -0.000521615 -0.00103184 0.000169671 8.18695e-05 0.00121329 -0.000379529 -0.000559413 -0.000265865 -3.58059e-05 0.000173773 -0.00231059 0.00179054
internal_weight=256.305 232.895 213.56 15.9508 197.61 96.0131 101.596 6.08168 82.4831 12.6331 9.21542 77.6675 64.6584 50.5437 35.0242 10.364 6.27771 5.89922 15.5195 10.9548 95.5147 88.1025 7.41226 23.4102 21.526 17.754 16.0935 14.8974 4.93151 13.53
internal_count=4034 2508 2367 262 2105 576 1529 42 467 244 134 426 370 280 186 74 60 116 94 74 1487 1432 55 1526 1509 1478 716 647 111 109
is_linear=0
shrinkage=0.00243348


Tree=410
num_leaves=31
num_cat=0
split_feature=8 9 10 4 3 5 9 16 5 19 4 9 0 5 16 3 15 4 10 16 19 10 9 2 14 16 9 7 6 7
split_gain=2.64724 2.09868 1.99674 2.18839 1.98963 2.02685 1.57986 1.81028 1.55741 1.41667 1.3714 1.34435 2.95055 3.9785 1.92789 2.65943 1.87434 2.0788 1.5571 3.94742 3.17721 2.73358 1.74865 2.07031 2.45314 1.70111 1.69584 1.45031 1.94369 1.81897
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 81.105404879350019 14.050239455300002 204.89606367675003 14.464966174600002 15.237417718750002 10.350835137000002 342.39448800975009 186.68586460755003 85.732241321850012 29.996566321350006 22.664946999500003 94.972471916200007 34.139075990150012 170.06818406760001 64.407391431150018 22.494947397000004 14.451165964200003 62.837331883000012 191.72037998490001 108.63443756215001 231.12292494700003 22.624947093000003 198.74336288960004 23.109894804950002 16.505385645700006 23.851446749400001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 9 -7 -8 -6 -2 -11 16 13 14 -13 -16 -10 -18 19 -14 -20 22 25 26 -25 -21 -24 28 -26 -29
right_child=4 -3 -4 -5 8 6 7 -9 11 10 -12 12 18 -15 15 -17 17 -19 20 21 -22 -23 23 24 27 -27 -28 29 -30 -31
leaf_value=0.00041758102763148189 -0.0023396129359177999 -0.0023783944482511088 -0.0023579088628286368 -0.0025672625830593745 0.0019078558172745603 -0.002551189982566465 -0.0022641517056619809 8.7798590286828005e-05 0.0020028373332299388 0.00062438632531876107 -0.0017938902850063174 -0.0026103163038930211 0.0017126172761025682 0.0015822613848713344 0.00044904649780642774 -0.0020482849960908388 -0.0006060636407503446 0.0010036086076147023 0.0002715446051748914 -0.0019415770378801624 -0.0016734319920559885 0.0019764190749811238 0.0020588337862522616 -0.0013222198825792277 -0.0016044135256943343 0.00015047634451278297 0.00019698246212137242 0.00090711016283132593 0.00060417360001970672 -3.5844311295036709e-05
leaf_weight=11.493270059116186 1.0267012707190648 2.8472379065933628 2.0077557504991992 1.436448034015483 3.4978582542389622 2.589834393002092 2.301735778572036 6.5202516606077552 5.8064696565270451 14.656707442714831 1.3296188350650471 3.6529565647942972 13.911906659603117 3.3459097370505324 5.0531362788751704 3.9489459451287985 5.8957995511591461 14.25300029106438 75.825539060635492 3.381785184144972 4.632712021470069 5.3441792204976073 6.5177244618535024 4.7913666889071456 4.1245809467509371 5.0191486291587353 4.1701753810048103 27.539617527276278 4.1611342877149582 17.32365969568491
leaf_count=218 200 486 702 54 18 86 68 95 47 274 66 132 109 18 41 71 41 74 729 25 38 41 28 25 36 25 17 111 18 141
internal_value=0.000265544 -0.000584453 -0.000242509 8.5975e-05 0.000325862 -0.000242112 -0.000985484 -0.000525846 0.00039852 0.00025652 0.000423253 0.00037438 0.000308783 -0.000628759 -0.00121334 -0.000646459 0.000861506 0.000532598 0.000393661 0.000589286 0.000159555 0.000399568 0.000290168 0.000410358 0.000240278 -0.000691677 0.00133238 0.000381137 -0.000495248 0.000542994
internal_weight=268.407 17.7847 14.9375 12.9297 250.622 28.4248 11.4118 8.82199 222.198 17.013 15.9863 218.7 192.744 16.0009 12.655 9.00208 25.9553 20.1488 176.744 96.2853 80.4583 82.3734 77.0292 68.6283 57.9404 8.40093 10.6879 53.149 8.28572 44.8633
internal_count=4034 1460 974 272 2574 789 249 163 1785 540 340 1767 1605 262 244 112 162 115 1343 576 767 467 426 376 331 50 45 306 54 252
is_linear=0
shrinkage=0.00227998


Tree=411
num_leaves=31
num_cat=0
split_feature=8 9 10 4 3 5 5 10 15 5 3 19 6 3 10 2 17 19 16 16 16 0 13 19 6 6 6 0 18 19
split_gain=2.12932 1.98651 1.76057 1.84489 1.59956 1.79995 1.6824 1.59467 1.48831 2.01843 1.97582 2.08218 1.73591 2.15014 2.54163 1.95907 2.25822 2.31825 2.09193 2.55428 3.72717 2.3997 1.97076 1.966 1.79735 2.49243 1.86349 2.69844 2.27487 1.50595
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 81.105404879350019 14.582249945350002 15.904541771600002 72.752365468100024 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 14.825346391850003 83.538459487450012 70.123053416500014 309.00014058725003 208.33805927010005 14.551174033150001 19.199955102150003 20.404952284350003 19.974953289850003 90.407470010750018 113.97180552410002 13.851117550450002 16.165377701450002 16.345381907250005 16.455384477450004 86.565663342300013 13.314799198000001 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -2 -6 -7 12 -10 -11 -12 13 -8 -15 16 18 -18 -14 20 23 22 -21 -20 -24 -26 27 28 -27 -28
right_child=4 -3 -4 -5 6 7 8 -9 9 10 11 -13 15 14 -16 -17 17 -19 19 21 -22 -23 24 -25 25 26 29 -29 -30 -31
leaf_value=0.00037293783558516188 0.00012285835204484138 -0.0024651216357270702 -0.0024369229582064493 -0.00261274797141672 0.0015888692580004577 0.0015427228155638212 0.00039545758117588356 -0.0016918134209959383 -0.0028952622273586549 0.002094625511472228 0.0012930188953509973 -0.0012792411874482244 0.0013713716310650374 0.00012533969972808315 -0.0016956101360486493 0.0020703660522440955 -0.0028211253961113879 0.00063559007713791509 -0.0010874939216791784 -0.0010010844454316201 -0.003146179110357564 0.0019224587643711585 0.0013593692761589436 0.0014369641482441832 -0.00096609475984609677 0.00089737486742273969 -0.00027361459215153146 0.0018711055779757062 -0.00097409992765944608 0.00049514420451279297
leaf_weight=11.799840852734635 20.476016652653929 2.6006305316695935 1.7719026433478564 1.2880919973831613 6.1471281331032506 0.99052636325359245 25.401538198813796 6.2648852528072894 1.6613316060975183 1.9103646203875531 2.4468814926221949 6.3447349893394858 13.959502993384374 9.6629662960767764 7.7514650376979253 4.2963187601417294 2.3617877606302491 2.0196721032261848 3.5394904166460019 5.2155051529407492 2.6720836665481329 6.3027305081486693 11.914746552705763 3.3881379812955856 7.1059218328446141 14.500515649095183 20.268198858946562 11.614506386220453 4.8682933766394845 48.549355672672391
leaf_count=218 620 486 702 54 36 3 147 166 40 6 18 118 118 63 285 46 39 14 24 31 35 33 60 16 53 90 100 93 28 292
internal_value=0.000244763 -0.000555181 -0.000220921 7.90917e-05 0.000300269 -0.000236384 0.000366736 -0.00125023 0.000332236 -0.000465981 -8.88699e-05 -0.00056333 0.000380284 -4.40742e-05 -0.000685197 0.000492042 0.0004492 -0.00122772 0.000496942 0.000409714 -0.000769543 0.000496568 0.000424114 0.000147158 0.000486671 0.000389409 0.000485922 0.000968333 0.000426985 0.000268729
internal_weight=269.095 17.4605 14.8598 13.0879 251.635 27.7314 223.903 7.25541 217.756 12.3633 10.702 8.79162 205.393 42.816 17.4144 162.577 158.28 4.38146 153.899 139.939 9.59971 130.34 124.037 6.92763 118.822 106.907 99.8009 30.9833 19.3688 68.8176
internal_count=4034 1460 974 272 2574 789 1785 169 1749 182 142 136 1567 495 348 1072 1026 53 973 855 75 780 747 40 716 656 603 211 118 392
is_linear=0
shrinkage=0.00236883


Tree=412
num_leaves=31
num_cat=0
split_feature=16 16 13 18 9 0 6 10 18 18 10 15 3 6 0 15 13 16 9 5 0 16 0 19 7 8 4 14 2 10
split_gain=2.81357 2.01609 2.48808 2.02434 1.97571 1.79023 2.01955 1.74985 1.63779 1.49112 1.73135 2.73216 1.54551 3.33826 1.85951 1.7075 1.37505 2.36645 1.57749 1.80434 2.47064 2.16424 3.90176 1.87277 1.46572 3.90775 1.36888 1.66171 1.52785 1.81047
threshold=18.594956516900002 15.584963555600002 98.050756475600011 18.273715221050001 209.21153814325001 85.995710218650018 16.375382608200002 62.181348099150007 13.065205089100003 15.681876268450003 75.951630643300021 18.224737183350005 81.715684874950014 12.350288562550002 98.674478761850011 20.729785921300003 116.60649449195002 22.574947209950004 187.45330412110005 29.996566321350006 85.732241321850012 22.704946905950003 85.121961326250016 14.451165964200003 22.407814303000006 8.3434888241000014 290.29001804785008 171.16849715720005 72.843776848050013 71.322105742700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 26 -1 6 7 -2 -7 10 -4 -12 13 15 -15 -11 -8 -18 24 20 21 -20 23 -23 25 -19 27 -3 -29 -30
right_child=5 3 9 -5 -6 8 16 -9 -10 12 11 -13 -14 14 -16 -17 17 18 19 -21 -22 22 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0025532042954131153 -0.0030675565877700804 -0.002507095974572993 0.00034634077477683779 0.0023308126979330042 0.00014940499837917684 0.0015576918448951052 0.0013160288601826394 0.00017248430661172793 0.0005006851542013024 0.0021983497509193914 0.0011082631486162419 -0.0029330223225739857 0.0024113678731169054 0.00054821654938090754 -0.0028309834369870815 5.4662836327122613e-05 -0.0015317500958163097 -0.0011069688499688592 -0.0028640317056876376 0.0015619458392044157 0.00031932449727485005 7.7616384389997947e-06 0.0018423065721487432 -0.0030697518202104307 0.0016488053545813462 0.0019517294636613545 -0.0024317573570701544 0.0033981378830247994 0.00033847439223923855 -0.0012313609702340111
leaf_weight=3.2775496196700251 2.195118752308189 2.5045607531210505 15.053231954108925 1.2420585276558984 3.161037678597495 9.3208029717206937 5.7780152056366196 1.8085593450814483 135.37480190303177 5.717904584482314 1.5924919862300146 2.6532056881114841 3.4372367695905259 1.7578832507133477 2.1579097472131252 3.6033769398927689 5.007390900515019 5.7557231727987546 3.3071792656555825 3.3623504620045415 14.517056314274667 1.9944003764539955 2.7159712314605713 2.8676204038783908 7.270734602585434 4.3723070360720158 2.9050177513854569 0.61261016130447643 7.9917831530328867 9.6444912740262208
leaf_count=966 38 116 192 17 169 39 60 13 946 27 6 59 16 8 52 24 125 37 93 18 66 18 13 56 32 18 207 1 351 251
internal_value=0.000279405 -0.000153418 0.000170014 -0.000704305 -0.00122635 0.000421076 7.0453e-05 -0.00160395 0.000568774 0.00041994 -4.16325e-05 -0.0014172 0.000954166 0.000575778 -0.00131399 0.00136965 0.000188169 6.08151e-05 0.000233562 -0.000117094 -0.000339339 -0.00121777 -0.000499308 -0.00180736 0.000813286 0.000213482 -0.000863648 -0.000644147 -0.000388468 -0.000519998
internal_weight=272.96 67.3123 42.4118 24.9005 6.43859 205.648 60.9524 4.00368 144.696 35.9732 19.2989 4.2457 16.6743 13.2371 3.91579 9.32128 56.9487 51.1707 46.1633 28.7646 25.4022 10.8852 7.57799 4.86202 17.3988 10.128 23.6585 20.7534 18.2489 17.6363
internal_count=4034 2462 1519 943 1135 1572 587 51 985 384 257 65 127 111 60 51 536 476 351 264 246 180 87 74 87 55 926 719 603 602
is_linear=0
shrinkage=0.00243902


Tree=413
num_leaves=31
num_cat=0
split_feature=16 16 2 3 6 13 2 15 18 6 6 15 2 19 5 16 10 17 13 3 6 7 16 5 16 2 3 15 19 6
split_gain=3.02183 4.7068 3.42856 2.94745 2.47055 3.27665 2.28669 5.75047 2.97332 3.31023 2.24369 3.64657 3.35096 2.99179 2.779 2.40642 3.08644 2.19456 2.18771 2.58848 3.06874 3.76849 3.49384 1.95776 3.04772 2.54533 2.666 1.97737 7.60081 1.95615
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 16.375382608200002 117.38883580790001 101.23478163165002 40.042228346200012 13.142272494650003 16.475384944750001 16.455384477450004 37.870720399650004 131.42729508740004 14.351157895250003 19.749058312400006 22.624947093000003 62.036171360100006 162.13109061465002 109.46594969745001 83.538459487450012 14.815346158200002 20.873561687950005 19.199955102150003 18.331264779650002 18.684956306450005 112.15964652650003 87.447477609050011 35.098844929350008 13.551093343600002 16.605387982250004
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 5 -5 -6 8 9 -8 12 13 14 -12 -2 16 -14 -1 19 -19 21 -21 -22 -20 25 26 -25 28 -26 -15
right_child=3 -3 -4 4 6 -7 7 -9 -10 -11 11 -13 15 29 -16 -17 -18 18 23 20 22 -23 -24 24 27 -27 -28 -29 -30 -31
leaf_value=-0.0020459243554004523 0.00026672248892430664 -0.0020174522392354022 -0.002070964286376487 0.00063320641994376388 0.00066437691670027769 -0.0024925788507765573 0.0021349021036543396 0.00022493460522048702 -0.0031922368548940056 -0.0019484050437243699 -0.0019733072108338158 0.0010147181588965007 -0.001547660572178188 -0.00073325251732785524 0.0018519154080349723 0.0010576706496952385 0.00040957680557763849 0.00022821654851442463 0.0013417641294897204 0.0011259335858901189 0.00078141586380638974 -0.0015521261413053149 -0.0026600914351904833 0.0020914768083520625 0.0013902088305893395 -0.0024230176825453791 -0.0024805666152485908 0.0017703197270734394 -0.0026969958233595526 0.00081546292419856184
leaf_weight=1.6641132970398747 5.4360801540315178 4.0523190163075915 2.6436190737294956 2.1305384263396254 26.801560051739216 2.8912405665032566 1.1234704256057733 39.815285274526104 2.8610408287495375 2.0534326229244471 3.5642315074801472 10.728321142494677 3.3406507074832943 6.1057736054062826 15.808494828641413 19.064192276448011 25.00696986913681 57.414594027330168 9.4706886857748049 2.3089462044881683 8.0376989629585278 11.465233243186956 1.2462686076760281 1.3193625509738951 5.5953149385750276 2.426614046562463 0.72164778388105322 4.4145694598555565 2.3687684368342161 5.8327760249376297
leaf_count=319 33 49 279 12 151 49 4 292 26 49 21 38 29 49 109 102 126 1302 37 48 137 419 11 6 34 141 67 19 45 31
internal_value=0.000247062 7.1234e-06 8.09705e-05 0.00040717 0.000130915 -0.00116643 0.000220586 -3.8813e-05 -0.00177801 -0.000504397 0.000633317 0.000157532 0.000815097 -0.000435663 0.00144629 0.000532266 0.000178924 0.000133425 0.000167386 1.08458e-05 -0.000530406 -0.00110321 0.000319432 0.000646059 0.000254946 -0.00109911 0.000474922 0.000743643 0.000174546 2.3398e-05
internal_weight=287.714 115.15 111.097 172.564 77.6766 5.02178 72.6548 45.8532 6.03794 3.1769 94.8875 26.2311 68.6564 15.5028 21.2446 47.4118 28.3476 108.454 106.79 80.4727 23.0581 13.7742 9.28397 26.317 16.8463 4.46762 2.04101 12.3787 7.96408 11.9385
internal_count=4034 2913 2864 1121 583 61 522 371 79 53 538 139 399 101 142 257 155 2585 2266 1917 615 467 148 349 312 214 73 98 79 80
is_linear=0
shrinkage=0.0019125


Tree=414
num_leaves=31
num_cat=0
split_feature=16 16 13 9 18 10 7 9 15 5 3 19 19 10 2 5 16 9 0 10 18 5 12 4 12 5 17 17 10 0
split_gain=3.65821 2.06641 2.919 2.42944 2.18401 2.87054 2.88141 1.93761 1.84426 2.12796 1.94009 1.98967 1.77871 1.46621 1.44463 2.06374 1.34759 1.97805 1.30936 1.28825 2.60796 2.07526 1.86059 1.99414 2.39876 2.64582 1.3829 1.78219 1.66988 2.28604
threshold=18.594956516900002 15.584963555600002 98.050756475600011 209.21153814325001 17.551307094650003 71.015621515800021 22.356277907050004 191.72037998490001 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 12.551012654050002 62.025417527550012 159.16196025500003 17.089764221050004 22.604947139800004 217.30761232770001 97.225399829550014 60.613977009100005 11.862896247150001 30.284449345300001 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 179.56144807225004 183.49170501290004 61.901748453550006 85.667718326750006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 18 19 -10 -11 -12 -9 16 -8 -16 -13 -18 -7 20 -2 -22 23 26 -25 -26 -21 -28 -29 -30
right_child=8 4 -4 -5 -6 7 14 12 9 10 11 13 -14 -15 15 -17 17 -19 -20 22 21 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.0021340126655837429 0.00068736929149829367 -0.0013211286595998322 0.00035583299896606036 0.00019967295525739364 0.0010471568700672993 -0.0021326776221315732 0.0017059833731941619 0.00011178785885323464 -0.0024604164559055234 0.0018210146467447716 0.0010877926448000306 0.0012700809073542256 -0.0019961102424464507 -0.0024104314306376651 0.0016062605222529186 -0.002624098561716943 -0.0024547555373296663 0.0011392796408815275 0.0008888881251120853 0.001443099987105006 -0.0022824262564079051 0.00018763484479054074 0.0015836253789016212 -0.0018901419693935621 -0.00067993490357731658 0.0014962309153957192 -0.00056119554659327998 0.0012456842770320446 -0.0012468224370731928 0.00048757855727670586
leaf_weight=3.966530894918832 6.4413664366584253 3.6016782568185643 38.507131664548069 3.5057586441980675 3.0949875842779866 0.80116501485463176 3.9509396627545357 1.98208020441234 1.7475618054158975 1.9368221983313549 2.5581177761778218 1.4288844210095701 10.607580187730489 2.1650482622208074 0.98899107612669446 0.93674413952976465 1.7875179275870325 0.99412409961223591 2.362660328974016 6.2567036896944037 3.248460681643337 2.5195563533343375 6.1505082920193663 3.1238972358405581 6.0037999209016544 3.8097030008211732 6.7714225240051737 11.862020023167132 3.2442360622808328 139.13317288085818
leaf_count=966 83 346 384 169 39 94 15 19 40 6 18 10 317 54 6 63 48 6 44 35 111 32 62 50 44 16 41 48 39 829
internal_value=0.000251564 -0.000138211 0.000129134 -0.00103912 -0.000572159 -0.000770788 0.000117365 -0.00130516 0.00038871 -0.000368462 -3.2156e-05 -0.000433923 -0.00166425 -0.00104449 0.000998984 -0.000451532 -0.000342127 -0.00117029 0.000123747 0.000436825 -0.000205909 -0.00120347 0.000478935 0.000441231 -0.000331334 0.000164875 0.000500986 0.000464376 0.000509401 0.000448058
internal_weight=285.489 74.3062 45.9794 7.47229 28.3268 25.2318 9.47835 15.7535 211.183 12.6181 10.8705 8.93369 12.5897 6.37557 5.87667 1.92574 4.21053 2.78164 3.16383 198.565 12.2094 5.76802 186.355 180.205 12.9374 9.8135 167.268 161.011 154.239 142.377
internal_count=4034 2462 1519 1135 943 904 430 474 1572 182 142 136 336 118 84 69 64 54 138 1390 226 143 1164 1102 110 60 992 957 916 868
is_linear=0
shrinkage=0.00204248


Tree=415
num_leaves=31
num_cat=0
split_feature=3 5 15 7 3 7 16 19 8 13 5 6 5 18 10 3 15 13 2 15 9 6 15 16 0 3 5 7 5 0
split_gain=0.468649 1.16402 1.04221 1.03875 0.875909 0.808544 0.793744 1.21743 1.37296 0.85503 0.891428 0.800129 0.687381 1.09149 0.908948 1.81143 1.1298 1.21452 0.847169 1.14655 1.05536 0.939404 0.808926 0.892443 0.779307 3.16733 1.85912 2.18163 1.31707 0.920217
threshold=81.105404879350019 14.582249945350002 23.292710050100002 25.987500066900001 79.927860218250018 26.157592435900003 17.684958644900004 11.950964240300001 7.5441126493500006 95.862351557400004 13.154029769200003 12.05528166975 16.569990495050003 13.314799198000001 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 80.683647763550013 18.946678378300003 208.27565494345001 6.9501623894500009 24.545953118950006 16.674961006700002 93.399723909900004 86.589859465500012 18.160071980500003 24.966719032500002 17.915797078650005 90.297243227400017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 -3 -4 6 -5 7 9 -9 -1 -11 -12 13 -2 24 22 17 -17 -15 -20 21 -21 -16 -24 25 -14 -26 -28 -27 -30
right_child=12 2 3 5 -6 -7 -8 8 -10 10 11 -13 14 18 15 16 -18 -19 19 20 -22 -23 23 -25 26 28 27 -29 29 -31
leaf_value=-0.032929793562868244 -0.025150218427453137 -0.036137346819271748 -0.022667210359886426 0.033378987736116021 -0.037007800933318923 -0.011194059271102976 0.027763979711403281 0.0027295725954911854 -0.0339790198942048 0.030820083417687917 -0.0022522630528396914 0.020320977821795642 -0.051202846544147189 0.025775244826610949 -0.0089802044881987907 -0.035511158881675685 -0.033882575153067591 0.0012580721341849622 0.032428001626278027 -0.017852570533570703 -0.015488302509529891 0.015552801920099821 0.020838468421917646 0.0005313447353740956 0.022838940464280453 -0.025352893694329848 -0.017982192151972963 0.022712029962512342 0.0013577914283070085 0.010833689684660785
leaf_weight=0.5389086040158898 0.92744935397058625 1.8187640412579629 1.8792942354921254 0.88318860530853249 0.60492452493053939 0.80628303112462163 1.1860881315951708 2.3070928376982911 1.9447570268530396 1.5784744975389893 5.5831548154819757 2.2947420813143253 1.1768429740914133 3.0622799085685974 5.2749294269888258 1.2538532437902166 2.8030501924222335 3.6065827831625938 1.4858092305657908 1.0703154811635593 2.553508035838604 4.7023787787184119 3.14366816729307 7.809148479718715 5.8550744038075191 1.8205377757549275 3.6634769699012395 2.1741544818505645 117.76681414317136 11.665408889180979
leaf_count=735 17 89 64 7 33 36 27 149 130 21 104 20 12 18 34 107 236 29 25 109 27 42 18 61 34 17 56 23 1616 138
internal_value=0.00113429 -0.00336746 -0.0163098 -0.00620495 0.000980118 0.012107 0.0024691 0.000363278 -0.0140606 0.00649899 0.008746 0.00432307 0.00166479 0.00856885 0.00109765 -0.00471614 -0.0176112 -0.00822734 0.0109979 0.00638601 0.00173882 0.00935911 0.00137349 0.00635988 0.0020614 0.00135822 0.0100256 -0.00282613 0.0018295 0.00221183
internal_weight=203.241 21.4257 5.38753 3.56877 16.0381 1.68947 15.4332 14.2471 4.25185 9.99528 9.45637 7.8779 181.815 13.8017 168.014 23.8912 7.66349 4.86044 12.8743 9.81201 8.3262 5.77269 16.2277 10.9528 144.122 132.43 11.6927 5.83763 131.253 129.432
internal_count=4034 1415 196 107 1219 43 1186 1159 279 880 145 124 2619 238 2381 485 372 136 221 203 178 151 113 79 1896 1783 113 79 1771 1754
is_linear=0
shrinkage=0.0321822


Tree=416
num_leaves=31
num_cat=0
split_feature=16 16 16 15 13 5 19 8 4 6 9 2 15 14 18 9 17 16 19 9 2 9 13 13 14 16 13 13 13 18
split_gain=0.45572 0.996684 0.858117 0.414921 1.03376 0.860873 0.527723 0.704174 0.598447 0.794687 0.931773 0.957966 1.43861 1.40908 1.46938 0.983517 0.899679 0.776826 1.05052 1.71735 2.26374 1.32814 0.776386 1.06113 0.662799 1.34231 2.03169 1.35979 2.05638 2.49007
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 46.683480308100009 117.56896250265002 25.322158499750007 14.651182102100002 8.6432548896500023 127.35214607660002 16.705390318750002 226.28914430085004 121.84632764400003 45.858046225550005 193.44745668155005 13.222029912150001 216.65333892300001 189.43751236195004 22.764946765650006 14.551174033150001 186.68586460755003 181.73369492375005 196.14870163055002 117.72489307420001 117.69263157665002 241.71484286130001 22.624947093000003 117.66037007905001 117.63886241405002 117.49368567500001 13.303774303900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 8 -8 -2 17 11 13 -13 14 15 16 -11 18 22 -20 21 -21 23 24 -10 26 27 28 -26 -30
right_child=3 -3 -4 4 5 -7 7 -9 9 10 -12 12 -14 -15 -16 -17 -18 -19 19 20 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.028370274899314391 0.013903264626321179 -0.028657602257378772 0.024867646850044885 -0.024767958462453384 -0.018091648733675109 0.0075212049970518917 0.015362344748624777 -0.0014837040702578594 0.0030176288334095684 -0.0034286928884658284 0.021428552482783105 -0.029282901098865815 0.026762939694361779 0.026942283256004517 -0.041204577809802627 -0.033176531378436611 0.030454721650766667 0.019756015264552677 0.013655062569089717 -0.042225506497322436 0.004777584348479409 -0.011682778173121269 -0.01465562422246211 0.019398401493431024 -3.4230203753568267e-05 0.0064334509963747026 -0.037319372283457865 0.022649975412516853 -0.037969434141612649 -0.0056066193225452329
leaf_weight=0.3297692219493904 2.6175704952329388 1.1742719792528076 0.71131467586383224 1.604612696712137 1.3479528632014988 3.5445616277866066 4.4018218182027331 3.1810061298310757 88.872965351416497 3.052042974915818 0.80674048420041877 2.5831312872178391 0.39263614639639843 0.98063064482994367 0.86386304826010007 0.65463958191685367 0.72091960906982411 1.6630902439355839 2.0954845175147039 2.1264738366007805 2.7491202503442764 2.1116627452429384 2.1756654549390069 2.4959944263100615 40.128734278405318 15.649516922421752 1.2303682714700688 1.6327163986861695 2.4473807881586236 6.3858493689913303
leaf_count=455 27 435 40 63 34 39 30 37 1192 128 11 211 2 16 15 16 3 10 29 24 25 18 22 10 900 115 15 6 27 79
internal_value=0.000875598 -0.0114287 0.00800423 0.00101291 -0.00576721 0.000464523 0.00124232 0.00829541 0.000952343 0.000765895 -0.00668835 -0.00914113 -0.021888 -0.00309346 -0.00865977 -0.00231 0.00304559 0.00120224 0.00102084 -0.00800567 -0.0145017 -0.0270075 0.00153001 0.0017517 0.00146998 -0.000568473 -0.00268283 -0.00184054 -0.00265721 -0.0145732
internal_weight=200.733 2.21536 1.04108 198.517 6.49713 4.89251 192.02 7.58283 184.437 181.82 10.0546 9.24786 2.97577 6.2721 5.29147 4.4276 3.77296 171.765 170.102 9.08274 6.98726 4.23814 161.019 158.844 156.348 67.4746 51.825 50.5947 48.962 8.83323
internal_count=4034 930 495 3104 136 73 2968 67 2901 2874 402 391 213 178 162 147 131 2472 2462 96 67 42 2366 2344 2334 1142 1027 1012 1006 106
is_linear=0
shrinkage=0.0272798


Tree=417
num_leaves=31
num_cat=0
split_feature=16 19 2 18 5 17 6 12 16 17 5 9 16 15 10 3 16 10 0 16 9 6 18 17 16 9 12 7 7 15
split_gain=0.426741 1.04171 1.29028 1.70181 1.4748 1.29689 1.11426 1.01279 0.962154 0.882126 0.886402 0.794701 1.20995 0.849203 0.79485 1.38906 0.743175 1.61465 0.650662 0.957566 0.793713 0.577765 1.05837 1.28861 0.925735 0.57477 0.849762 0.826274 0.565231 0.5423
threshold=18.594956516900002 12.651020723000002 71.340832650850004 14.85568425095 18.613387752550004 236.15709471040003 8.5652001245500013 69.826413229550027 17.684958644900004 162.13109061465002 13.154029769200003 206.08934059370003 15.404963976500001 22.351147806600004 75.806453904250006 77.360382703650018 14.844965286000003 78.728807892050014 97.521130223850008 15.524963695900002 188.63457064660003 14.745344522600002 14.738651916450001 193.46017548480003 16.674961006700002 202.86075815500001 82.696898122450008 25.138824731100005 26.459406588900006 14.756750470600002
decision_type=2 2 2 2 2 2 2 2 2 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 21 18 -1 -3 -7 -8 29 12 13 25 -13 -16 17 -17 -5 -20 -21 22 23 24 -4 26 -12 -28 -2 -11
right_child=28 2 3 5 -6 8 9 -9 -10 10 11 14 -14 -15 15 16 -18 -19 19 20 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.028422876076455789 0.0013121282438533718 -7.2479962011756519e-05 0.0067778067164634224 -0.032797049745354537 -0.018749225919517224 -0.016652493355617883 -0.029762946469452423 -0.038745873363491966 0.024669321955258346 -0.0062845840741236015 -0.047368614236897422 -0.018293102037800081 0.018132731027690266 -0.018857877322875354 -0.031097382973033851 -0.026480613317239946 0.015098748754985115 0.0097657797929596377 0.0070346247774249315 0.0035416920803706614 -0.02907541597620417 0.027573185802001375 0.032950606308922908 0.02759621415374091 -0.031193244355252833 0.01538391402597219 0.0072880361159749166 -0.018071722981997058 0.016345523299085011 0.026370030242498357
leaf_weight=0.908421180407461 151.21068847400602 0.77029586583376231 0.92421238322276522 1.751708263196633 1.4024918686918679 0.71648559364257369 0.62536327978887385 1.5698030802886931 1.0753625677898524 0.48968463094206827 0.28148712270194831 2.3028282888117229 4.3987063022796056 1.4434895410086017 0.9556257789954542 1.4590939674526451 2.9026089855469763 2.6251365877687931 1.2979987077414987 0.75019461094052564 2.3611162174493074 1.5082581490278242 0.92383204493671645 0.83557320269756008 1.042753742134664 2.4382776250131428 4.5176113849520334 1.2521568463998844 1.9328737426549185 1.8704410116770303
leaf_count=752 1556 4 9 147 283 42 208 58 22 64 3 35 69 30 67 28 23 28 20 23 135 10 7 8 59 16 200 73 16 39
internal_value=0.000804562 -0.00154755 -0.00697379 -0.00391965 0.00640769 -0.0125384 0.00167914 -0.0260157 0.00814645 0.00267126 0.00342424 0.00187139 0.00607128 0.000730023 -0.00400367 0.000139391 0.0044118 -0.00318327 -0.0185543 -0.012896 -0.0212108 0.0131479 0.00730919 -0.00114328 -0.0133519 0.00406059 -0.000502007 0.00178445 0.00150187 0.0195948
internal_weight=198.545 45.401 16.9301 14.59 6.63712 7.95287 28.4709 2.3401 1.79185 27.5625 26.9371 24.577 14.3317 9.93302 10.2453 7.94247 6.98684 4.08423 6.16102 4.40931 3.11131 5.23463 3.72637 2.80254 1.96697 8.48953 6.05126 5.76977 153.144 2.36013
internal_count=4034 2462 827 765 376 389 1635 62 64 883 675 572 391 322 181 146 79 56 325 178 158 93 83 76 68 292 276 273 1572 103
is_linear=0
shrinkage=0.0276241


Tree=418
num_leaves=31
num_cat=0
split_feature=16 16 16 8 16 8 8 7 0 10 16 3 0 7 19 2 5 7 7 7 2 2 2 18 18 16 6 0 6 17
split_gain=0.387594 0.867471 0.740021 0.359567 0.707906 0.720285 0.747059 0.738728 1.0008 0.661559 0.576063 0.990083 0.885425 1.54558 0.988269 1.24981 0.847034 0.749677 1.63019 0.781085 0.625625 1.29517 0.622763 0.519168 3.39786 1.48327 1.33054 1.7596 1.2735 1.40757
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 10.441851282850001 23.244945643200005 9.5425530862500008 8.8430989333000021 22.589037079550003 87.009258933850006 62.020040611300011 22.744946812400002 94.421337999450017 85.667718326750006 19.078733418100004 13.851117550450002 319.18044405035005 21.043187000650004 22.105125139000005 20.873561687950005 22.181995028450004 145.31340866805002 151.26092141510003 53.810443956900009 13.4793103924 13.531614672700002 22.654947022900004 16.565387047600002 86.329079026800017 16.575387281250006 188.10488866565001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 6 10 -8 9 -9 12 -12 13 14 15 -2 -15 18 -14 -19 -18 -22 -20 28 -25 26 27 -26 29 -21
right_child=3 -3 -4 -5 -6 -7 7 8 -10 -11 11 -13 17 16 -16 -17 20 19 22 23 21 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.036561771205980462 0.021588524172848601 -0.03683376041321279 0.031234842516403162 0.018765586714630762 -0.020942409534966969 0.020635603862945821 0.0075067218457874826 -0.011361313365985101 -0.0025982565299987439 -0.047526590755064123 0.029027863764267737 0.00054752176524871144 0.019808940512481193 0.014367249032834463 -0.036552505661501034 -0.03698990931628994 -0.039914266608344219 0.028080657766157681 -0.0019189211770185147 -0.0022422146423284493 0.016086309544102784 -0.038662879584165775 -0.043335334851619237 -0.041089600467173623 -0.029187952090123537 0.020726800356906491 0.023368071200594819 0.00044579895471603108 -0.01848085653032891 0.010305880712617637
leaf_weight=0.29028033235226658 3.1298766481631888 1.0333752318692857 0.63869424725999124 1.415777564048766 1.8124838676303614 2.3265342543600118 2.1886651758104554 1.0663758590817454 2.9378298046067357 1.5217126539209855 2.504009708762168 3.8233979716897011 1.1277329651638859 0.68418158870190371 0.57399486415670242 0.5275950701907276 2.4227590070804581 1.4055053374031548 0.61959474533796344 16.979051619768143 0.97926780674606595 1.1822436137881593 1.6446296804060692 2.3998584607616058 2.5496423924341789 4.646637773141264 3.0296917804516843 96.210456114975386 2.7967954613268367 31.90259194909595
leaf_count=455 140 435 40 19 29 44 25 25 34 23 19 38 28 6 51 32 279 15 5 110 8 136 69 18 28 53 21 1613 19 217
internal_value=0.00092997 -0.014639 0.0100502 0.00108712 0.000957434 0.00116506 0.000925193 -0.00980491 -0.0166616 -0.0326253 0.00138218 0.0118183 0.00100444 -0.0094481 0.00639796 0.0131385 -0.0221752 0.00160511 -0.0147762 0.00194827 -0.027629 -0.0138589 -0.0320019 0.00171945 0.000339689 0.00127381 0.000385792 -0.000319241 0.00462526 0.0059473
internal_weight=196.371 1.96235 0.928975 194.409 192.993 191.181 188.854 7.71458 5.52592 2.58809 181.14 6.32741 174.812 9.49992 4.23147 3.65747 5.26845 165.312 3.39196 161.92 4.58427 2.16151 2.26422 160.515 108.836 106.436 101.79 98.7601 51.6784 48.8816
internal_count=4034 930 495 3104 3085 3056 3012 107 82 48 2905 57 2848 652 223 172 429 2196 102 2094 423 144 74 2079 1733 1715 1662 1641 346 327
is_linear=0
shrinkage=0.0352078


Tree=419
num_leaves=31
num_cat=0
split_feature=16 16 5 18 4 14 2 18 7 7 15 18 0 6 18 9 16 18 10 6 6 5 15 12 9 7 4 8 16 19
split_gain=2.27279 1.89935 1.98074 1.66375 1.39748 1.58413 1.33559 1.54651 2.44151 1.32457 1.38905 2.0285 1.29444 1.92059 1.3652 1.20233 1.17573 1.98728 1.17492 1.14858 2.19752 2.05041 1.83953 3.33093 1.70952 1.9469 1.5944 2.27511 1.52485 2.56003
threshold=18.594956516900002 15.584963555600002 11.270433591700002 18.273715221050001 290.29001804785008 171.16849715720005 72.843776848050013 15.078113735950003 27.703316924600006 22.356277907050004 28.504445985850001 14.053554955550002 85.995710218650018 16.375382608200002 13.065205089100003 192.57902085675002 15.404963976500001 15.981927061500002 62.181348099150007 16.455384477450004 15.255356438950001 22.692834890150003 38.62622401090001 368.00406080990007 196.26893085885004 23.9417051038 195.50296729855003 8.543332867800002 22.544947280100004 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -7 9 15 -8 -11 -12 13 18 -14 -9 17 -4 -2 20 22 28 24 -24 25 -16 27 -22 -21 -30
right_child=12 3 16 -5 -6 6 7 8 -10 10 11 -13 14 -15 19 -17 -18 -19 -20 21 26 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.002910790061566236 -0.0034580720206540054 -0.0028954506779559708 -0.00074852816852940803 0.0025489833697178721 -0.0028452697222129371 0.0038102561417882419 -0.0017575112251626147 0.0004876248529817005 0.002569292105051768 0.0015132050399716762 0.0018734387938929276 -0.0031222657450219009 0.0016874118650275468 0.00021921497171081486 4.5823320421318667e-05 -0.0031464037026541929 0.0012205252541681161 0.00074868445960340558 -9.168215645669075e-05 0.00032638307878767503 0.0026653788224510143 0.00099654864222560916 -0.0038346026455046462 0.001383600156458376 0.00068847339450281366 -0.0032279851797556601 0.00077782876238034282 0.00013940541660189735 -0.0036474530590238667 -0.00042780298911717713
leaf_weight=1.563463540165684 1.8942178959841833 2.3329886150313639 13.219455299142284 1.1157870311290015 2.8249803952639914 0.57899355888366955 2.3494110093452054 0.88612531032413144 0.89831792126642529 5.190167335094884 1.1294309645891192 1.528845203341916 8.6251573860645276 50.755108738783747 5.4684790633618823 4.0669407043606043 9.1119419261813146 15.267292594246099 1.4727658629417417 9.868109220638873 9.4344996698200685 11.979064136743544 2.3081572256050995 1.6958973333239553 30.342628232203424 1.9763715546578167 39.56204123236239 4.0827898904681197 2.6121524013578883 8.0742688030004484
leaf_count=798 38 116 438 17 207 1 273 24 9 73 5 96 39 536 47 122 47 236 13 63 110 57 46 19 196 46 256 27 19 60
internal_value=0.000298516 -0.000171209 0.000206978 -0.000817904 -0.00099034 -0.000713979 -0.000407912 -0.000560087 -0.00171858 0.000104643 0.000662073 -0.000999724 0.000451831 8.20536e-05 0.000598954 -0.00249626 0.000336624 5.38935e-05 -0.00198557 0.000525267 0.000682451 6.69033e-05 0.000197565 -0.00162446 0.000390631 -0.000823269 0.00106422 0.00190243 -0.000474889 -0.0012148
internal_weight=252.216 62.0641 39.1622 22.902 21.7862 18.9612 16.6282 16.0492 5.85138 10.1979 7.84844 2.65828 190.152 54.1221 136.03 4.95307 37.5987 28.4867 3.36698 127.404 94.8709 32.5336 41.7915 4.00405 37.7875 7.44485 53.0793 13.5173 20.5545 10.6864
internal_count=4034 2462 1519 943 926 719 603 602 155 447 174 101 1572 587 985 146 721 674 51 946 747 199 354 65 289 93 393 137 142 79
is_linear=0
shrinkage=0.00282697


Tree=420
num_leaves=31
num_cat=0
split_feature=16 15 5 5 13 16 5 18 4 14 2 10 10 12 4 12 5 2 10 5 7 19 17 16 15 6 16 5 18 18
split_gain=2.4975 1.63985 2.54098 1.8428 2.1843 1.59453 2.48216 1.78257 1.65043 1.84049 1.44296 1.37253 2.63986 1.82694 1.83886 2.82053 2.59936 1.30436 1.81183 2.10967 2.02791 1.74688 1.2591 1.24134 2.04843 1.77251 1.30797 2.35817 1.74951 2.11723
threshold=18.594956516900002 46.074827201850006 24.367802910700004 24.458659404000002 117.56896250265002 15.584963555600002 11.270433591700002 18.273715221050001 290.29001804785008 171.16849715720005 258.06114663960005 60.613977009100005 58.167480110400007 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 72.843776848050013 71.658163008950012 18.613387752550004 27.703316924600006 12.451004585100002 162.13109061465002 22.724946859200003 43.890399822900008 16.495385412050002 22.674946976100003 22.629964856950004 13.946975448150001 14.118140587000001
decision_type=2 2 2 2 2 2 2 2 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 -3 -4 -5 6 -1 8 9 -7 -6 12 -2 14 23 -16 -17 -11 19 -19 21 -20 -8 24 26 -26 28 -28 -13 -30
right_child=1 2 3 4 10 7 22 -9 -10 17 -12 13 -14 -15 15 16 -18 18 20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.002233016192048781 0.00029146667790871678 -0.0027442792303356421 0.0021995932687366359 -0.0020196064847902121 -0.0010180430381322391 -0.0022495932623829359 -0.0024321540430848388 0.0019775266566755406 -0.0021942781140536589 0.0029572029899882909 0.0010535571012467825 0.00071989027376041142 -0.0020413758911690064 0.0015947223771222633 -0.0021393651648774839 -0.00070521709137829898 0.0015656140053474702 0.0010148089336583467 0.0011643664803909228 -0.0012949247745950899 0.0019765399689229144 -0.001949258009120558 0.00031889499558621716 0.0012565278992790919 -0.0019449287461473597 0.00021419844334931646 -0.0010712924890790355 0.0012338900412510055 -0.00097687121349426093 0.00038764341873927612
leaf_weight=1.9779832870990492 9.3569497209973616 1.8407819271087635 1.5653528394177545 2.6564158992841822 2.4944238364696503 2.412112441845248 0.8026117148110633 1.2398093668743957 3.0258663785643867 0.58881992101669567 4.3777411999180913 93.646768854930997 3.0363121479749671 6.5512086227536193 3.1819029264152041 5.886564792133866 4.0016290349885821 6.31739140301943 0.99498546263202925 2.6539622645941563 0.89559437904972572 5.9075238249497488 38.519459141942207 9.3685634881257993 3.0492107355967155 4.3750079646706581 6.1807421371340734 3.174363024532795 6.24209439754486 38.640733926557004
leaf_count=798 141 40 17 59 36 116 69 17 207 1 30 525 85 62 50 44 16 65 19 314 9 195 652 41 31 19 41 12 42 281
internal_value=0.000255242 0.00037091 -0.000378874 1.36105e-05 -0.000345502 -0.000115869 0.000143213 -0.000561039 -0.000699103 -0.000470265 0.000301618 0.000420216 -0.000280073 0.000467308 0.000425755 -0.000359106 0.00021376 -0.000223009 -0.000334675 0.000331529 -0.00110111 -0.00150043 0.000262743 0.000488047 0.000441691 -0.00067258 0.00049763 -0.000289101 0.00055076 0.000197873
internal_weight=274.963 209.627 12.9347 11.0939 9.52858 65.3361 41.3001 24.0361 22.7963 19.7704 6.87217 196.692 12.3933 184.299 177.748 13.0701 9.88819 17.3583 16.7695 8.97135 7.7981 6.90251 39.3221 164.677 155.309 7.42422 147.885 9.35511 138.53 44.8828
internal_count=4034 1572 182 142 125 2462 1519 943 926 719 66 1390 226 1164 1102 110 60 603 602 379 223 214 721 992 951 50 901 53 848 323
is_linear=0
shrinkage=0.00217391


Tree=421
num_leaves=31
num_cat=0
split_feature=15 6 19 10 5 9 14 6 5 6 5 6 4 17 0 18 18 16 15 13 6 8 7 2 7 17 3 6 9 3
split_gain=0.39435 0.467171 0.454468 1.46495 1.88965 1.56554 1.52264 2.6466 2.58366 1.42372 1.28944 1.23428 1.35314 1.18211 1.17513 1.09942 1.20192 1.80392 0.994068 0.814067 0.796592 0.968347 1.43941 1.3963 1.39201 2.59906 0.815195 0.842078 0.931236 0.741504
threshold=50.314162856800003 17.985420226450003 14.351157895250003 64.665483411650015 20.204934414350003 195.30595290385003 372.73472382990002 16.395383075500003 20.556063402800003 16.465384711100004 22.387336278850004 16.585387514950003 371.57449297710008 183.58889821140002 78.626646483100004 13.843998451900001 13.142272494650003 22.634947069650003 40.800303470200006 117.56358558635002 16.495385412050002 8.4434108459500017 22.407814303000006 164.06957093090003 22.649177329550003 195.18216166535004 93.910530954700008 21.760508430800005 190.16588783940003 112.77544165605001
decision_type=2 2 2 2 2 2 2 2 2 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 11 4 -4 -5 7 15 -9 10 -10 12 -1 14 29 16 -6 -18 -14 -12 -11 22 -22 -24 26 -26 -23 28 -28 -13
right_child=1 -3 3 5 6 -7 -8 8 9 20 19 13 18 -15 -16 -17 17 -19 -20 -21 21 24 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.0012479824457665193 -0.034490344135499985 0.0065910490883573153 0.022930368349993492 0.007003785424510015 -0.027086010209182804 -0.028295366616327498 0.021444501491411232 -0.030190290804137279 0.024362383987110093 -0.0080968179861749933 0.019671307486377684 -0.028155962012369796 -0.0072453773061858838 -0.038472846993744689 0.013065381123526516 -0.033242611007494628 0.010776628238062875 -0.02364561371601525 -0.040872392600063909 -0.0072463702743892373 -0.0062096054308196542 0.023094881052486346 0.032260698678840509 0.0073830948022530337 -0.04709640262189483 0.0015012288356371455 0.0069873257055710096 0.016918447470239434 -0.024235260691932992 0.018792000101612014
leaf_weight=112.58881829091115 0.69248640633304492 0.48345369100570679 5.1743787899613372 2.254357758909463 2.4281203227583301 3.0276744086295366 4.1851851735264054 2.0715536084026089 7.2747959755361062 5.5742478577885768 1.8731538038700817 2.0868511320441026 3.1879036817190345 1.5517664955259531 1.9034976339607963 2.1137211695313445 4.6182049905182794 2.368994802236557 1.2620853506377896 3.0161768225952983 3.4471388794481781 2.4175971485674363 4.0442407978698593 5.4436116181313992 1.6427737399935711 3.6390296085737646 2.0776460766792302 2.2198890224099159 1.8638186301104722 0.41476832097396243
leaf_count=2301 45 5 52 20 28 36 63 35 88 41 13 332 530 26 38 23 40 18 24 36 29 13 19 32 26 44 15 21 32 9
internal_value=0.00091501 -0.0176009 0.00102623 0.00303497 0.00430783 -0.0132298 0.00276162 0.00141661 0.00481992 0.00644846 0.0158024 -0.00016234 0.000562436 -0.0144025 -0.00592335 -0.0123411 -0.00764878 -0.000894158 -0.0167825 0.00306607 0.0029334 0.00522799 0.0115389 0.0179873 -0.000661397 -0.0136139 0.00731305 0.00112055 -0.00777704 -0.020372
internal_weight=196.948 1.17594 195.772 72.7763 67.4943 5.28203 62.3199 58.1347 46.6057 44.5341 12.1641 122.996 117.039 5.95688 4.40512 11.529 9.41532 6.9872 4.44999 4.88933 32.37 26.7957 12.935 9.48785 13.8608 5.2818 8.57895 6.16135 3.94146 2.50162
internal_count=4034 50 3984 724 668 56 616 553 444 409 137 3260 2855 405 379 109 86 58 554 49 272 231 80 51 151 70 81 68 47 341
is_linear=0
shrinkage=0.0320699


Tree=422
num_leaves=31
num_cat=0
split_feature=16 16 2 17 5 6 0 17 6 2 13 15 13 0 6 13 0 10 16 16 0 5 19 13 16 5 9 3 10 15
split_gain=1.46962 2.62439 2.11166 1.8724 1.56101 1.89004 1.75496 1.67935 1.6303 3.1115 3.04359 1.59929 1.5241 2.23739 1.51799 1.3849 3.14927 3.71711 2.09002 1.84981 1.41594 2.56442 1.38133 1.32878 2.26017 2.0262 1.59759 1.54089 2.53441 1.71653
threshold=20.404952284350003 19.974953289850003 322.38159739250005 162.13109061465002 23.626838821450004 16.405383309150004 86.479632682150012 203.72643944000004 16.455384477450004 198.51835910855002 117.64961624655002 42.713473568600008 112.64908412395 90.297243227400017 16.395383075500003 109.72404167800001 93.399723909900004 69.238550691600025 19.199955102150003 18.554956610400005 92.313586825200005 20.507253108450005 14.351157895250003 109.34496908160001 18.684956306450005 18.280220412300004 207.69346988305003 83.538459487450012 71.397382570300024 29.198705243000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 8 7 -7 -6 12 11 -11 -10 -2 14 -14 18 17 19 23 -17 21 -21 -16 27 25 -25 -27 -5 29 -29
right_child=4 -3 -4 15 5 6 -8 -9 9 10 -12 -13 13 -15 22 16 -18 -19 -20 20 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.0029250840894871656 -0.0012184469222687646 -0.0023712251941497434 -0.0028464228022601684 0.00023102542784501673 -0.0031547895047479447 -0.00010102397286894838 0.0021965800911325504 0.0004735164699072772 0.00025272625166233127 -0.0035989956503140186 0.00079280148203249746 0.0019525189746220273 0.00037766804269975492 0.0021713553777253564 0.00027203456009999616 -0.0030416912235121355 0.0026926848017257026 -0.0041704520737970794 -0.0018132498581491581 -0.0031403462081632822 0.0030182253440221626 0.0012994163779387808 0.0017630974962816706 0.0028349640511005671 0.0028005817416594287 -0.0035252670954576066 0.0012579633345638499 0.00046877419654465342 -0.0029067942891144744 -0.0021431760736821204
leaf_weight=1.4257229412323784 2.5145970080047837 3.2615932961925855 1.7507370296807483 55.129713723930763 2.5647383504547205 22.831208564806733 2.6941496655344954 1.4460517875850198 42.271100502461195 2.8971317186951628 1.890070494264364 4.4331463053822509 35.212459760718048 8.9063913151621801 6.5718643926084068 0.86710493650752951 4.9453921988606444 1.3036762699484814 4.1751896664500228 1.1707652509212474 2.0678685754537582 4.8484160567168146 14.310988042503594 0.99945040047168676 3.4585474282503128 1.3961829949403184 0.79400937631726254 7.8404676523932704 3.1330910587566896 2.3766910050762817
leaf_count=319 23 49 279 1298 53 266 10 13 232 45 8 20 234 61 31 162 20 12 42 8 10 80 125 7 15 50 5 184 205 168
internal_value=0.000255179 4.51323e-06 8.38381e-05 0.000137315 0.000425521 -0.000128489 0.000141483 -0.00184664 0.000563019 0.000202179 -0.00186504 0.00041407 0.000838214 0.000917776 0.000718742 0.000183514 0.000927882 7.70544e-05 4.08112e-05 0.000695468 0.00109617 0.000435857 0.00129386 0.000143849 0.00129302 -0.00034163 -0.0017912 3.22847e-05 -0.000788413 -0.000138811
internal_weight=249.489 100.945 97.683 95.9323 148.544 29.5361 25.5254 4.01079 119.008 51.4914 4.7872 46.7042 67.5163 65.0017 56.0953 94.5066 15.2032 10.2578 79.3033 8.95415 8.08705 6.01918 20.8829 75.1282 6.64819 3.18964 2.19019 68.48 13.3502 10.2172
internal_count=4034 2913 2864 2585 1121 342 276 66 779 305 53 252 474 451 390 2266 292 272 1974 260 98 88 156 1932 77 62 55 1855 557 352
is_linear=0
shrinkage=0.00269235


Tree=423
num_leaves=31
num_cat=0
split_feature=16 16 6 18 10 7 9 19 16 5 18 9 15 10 6 19 3 10 16 16 6 15 6 10 5 0 6 18 16 9
split_gain=4.00427 2.54211 2.91385 2.58036 2.83589 3.33144 2.18316 2.15203 1.78642 2.48687 2.19722 2.59417 1.76588 1.49273 1.48461 3.41433 1.47441 2.604 4.64374 2.39405 2.18628 2.29477 1.902 2.7095 2.03321 1.69356 1.95916 1.67478 3.55315 1.95009
threshold=18.594956516900002 15.584963555600002 11.075258771650001 17.551307094650003 71.015621515800021 22.356277907050004 191.72037998490001 12.551012654050002 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 19.215947067900004 76.279622535200005 14.185331438000002 11.950964240300001 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 16.235379337050002 28.343014915050002 16.375382608200002 62.181348099150007 20.374719724350005 89.705782438650019 15.155354102400002 13.581061237400002 19.974953289850003 197.55459634620004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 13 -8 9 14 12 -12 -11 -6 15 -4 17 19 20 -2 21 -19 23 -18 -24 26 -21 -23 -29 -30
right_child=16 3 8 -5 6 -7 7 -9 -10 10 11 -13 -14 -15 -16 -17 22 18 -20 25 -22 27 24 -25 -26 -27 -28 28 29 -31
leaf_value=-0.0013658602897055759 0.0014932880883515695 -0.0013431403112916301 0.0006892934624892922 0.0010064226248627179 0.00086314100510651167 0.00091937856599903702 0.00019044674298250198 -0.0018572359884311792 0.00097142332267317931 -0.0013815198399721234 -0.0021395453838933438 0.00067555981431942618 0.00071696317468666123 -0.0019951692295444015 0.0021310588658625543 -0.001623547702496153 -0.0023357969760994719 0.00089140999616987252 -0.0016821934608495116 -0.0007864441315660627 0.0011973354498774869 0.00074646370186837922 0.0014027744684453282 0.00051897613187452908 0.00014768741038242555 0.0017812088559388778 0.00059538097514829345 0.00013881823812411946 -0.0025902614491701936 -0.00060398344417769993
leaf_weight=4.1320115486741988 12.489194348454474 3.7061491948552483 14.648945853346964 3.3101789094507685 2.5433866297826202 6.040403168881312 2.1431972347199908 11.700317666865883 10.212639156728981 1.9474224818404744 4.4058136369567364 1.5659421272575853 5.1792489775689319 0.86386263242457051 1.7894446700811375 2.6620784930419168 2.5061477064155033 13.513136405497788 4.2039478644728652 3.9402136728167525 9.3213421478867513 8.6017660200595838 4.8861545100808135 2.2064176015555859 67.293667309684679 3.8285166770219794 44.728711821138859 27.063030087389052 2.7192475385963908 4.8664720430970192
leaf_count=908 99 346 179 39 31 84 19 317 41 174 78 18 67 107 6 48 49 66 32 28 49 43 31 15 611 30 243 208 34 34
internal_value=0.000231789 -0.000135627 0.000140089 -0.000559048 -0.000750993 5.90505e-05 -0.00120866 -0.00154022 0.000286809 6.9667e-05 -0.000560802 -0.00140136 0.000143535 0.000138455 0.00050202 0.000333626 0.000364874 0.000482946 0.000232321 0.00075402 0.000354111 0.000215643 0.000157152 -0.000999196 0.00023265 0.000578147 0.000483509 4.50671e-06 -0.000179689 -0.001316
internal_weight=289.019 76.851 46.5435 30.3075 26.9973 9.74655 17.2508 13.8435 42.4115 32.1989 13.0984 5.97176 7.12667 3.40725 19.1005 17.311 212.168 135.276 70.2889 64.9866 66.085 56.7637 76.8924 4.71257 72.1798 52.4974 48.6689 43.2505 34.6487 7.58572
internal_count=4034 2462 1519 943 904 430 474 336 611 570 337 96 241 138 233 227 1572 866 466 400 434 385 706 64 642 301 271 319 276 68
is_linear=0
shrinkage=0.00187865


Tree=424
num_leaves=31
num_cat=0
split_feature=16 16 6 18 10 7 8 3 6 4 10 18 9 16 18 7 9 2 7 18 16 5 12 18 19 12 5 12 5 16
split_gain=2.46845 2.01841 1.8429 1.71092 1.55789 1.82221 1.5998 1.53049 2.17196 2.444 2.40484 1.9781 2.95832 2.09833 2.24143 2.38994 1.78065 1.7475 1.48902 2.23295 2.53238 1.92118 1.27327 1.37723 1.35278 2.05264 1.23923 1.41595 1.30842 3.37663
threshold=18.594956516900002 15.584963555600002 11.075258771650001 18.273715221050001 71.015621515800021 22.356277907050004 8.2435668022500028 93.281431752200021 16.375382608200002 284.07887079910006 62.181348099150007 13.4793103924 193.42660545270004 22.594947163200004 14.118140587000001 23.9417051038 194.45262321395003 206.07223625840001 23.051546669900002 13.3584252364 22.634947069650003 31.312564341900003 151.46967002190004 17.551307094650003 12.551012654050002 145.97209859650005 16.351273197450002 122.12526081760002 17.679107616400003 20.404952284350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 22 11 10 -10 -9 -2 13 14 -13 -16 -14 -11 21 -20 -21 -19 24 -24 -6 -26 -18 28 -28 -30
right_child=7 3 -4 -5 6 -7 -8 8 9 17 -12 12 16 -15 15 -17 26 18 19 20 -22 -23 23 -25 25 -27 27 -29 29 -31
leaf_value=-0.0016373835757999126 0.0010483321079207174 -0.0015289219283470561 0.00032063412663952209 0.0022148598695016538 0.0017609663942968351 0.00092541640170358693 -0.0024585555892748874 -0.0029274408937436007 0.00045088623310166639 -0.0033116264187208859 0.00051383871345458433 -0.0030839965605036182 0.0018981029700768301 0.0011012579547387661 0.0013938135547582654 -0.0025986822289401209 0.0018791619887505778 -0.0031902824249236206 0.0012502172021662489 -0.0033163056409633396 0.0003036625485321958 6.1308764705068978e-05 -0.0025319552784406787 0.00069048646295084923 -0.0017336906440069289 0.0018982327938290339 0.0004598437426347113 0.00052848938090706971 -0.0025341921778677251 0.00044791391598161335
leaf_weight=2.8245466058724551 32.130634911358356 2.567490808083682 36.028428647405235 1.046553746331482 1.5936252912506441 4.6038833506172523 4.3953058840706936 2.566380545613355 55.232986130751669 1.21147782052867 1.9451312161982057 2.9813763350248319 4.7370740082114926 2.0577827319502831 1.9251752998679879 1.419200121425092 3.0688920095562926 1.998891691095195 4.7351609375327808 1.6787076452746985 2.8249351028352976 1.9618418817408381 3.0896584203001112 0.94330651313066471 3.149967611534521 1.1601813212037084 7.3643864803016177 60.500821808353066 3.7509800475090724 4.6135381087660789
leaf_count=908 160 346 611 17 13 84 169 49 445 18 15 25 70 9 14 38 11 45 17 43 30 44 187 17 99 11 34 413 57 35
internal_value=0.000264937 -0.00014413 0.00017829 -0.000699651 -0.000841498 4.67158e-05 -0.00128594 0.000391346 0.000125848 0.000227525 -0.00144374 0.00054942 0.000375967 -0.000946274 -0.00161234 -0.000300419 0.000507876 -0.000628548 -0.00038229 0.000131045 -0.00104566 -0.00157969 -0.000767253 -0.00177823 -7.66382e-05 -0.00075607 0.000424827 0.000366278 -0.000257664 -0.00088938
internal_weight=260.108 61.4029 38.853 22.55 21.5034 7.17137 14.332 198.705 74.1555 69.644 4.51151 124.55 92.4192 8.38353 6.32575 3.34438 84.0357 14.411 13.1995 9.2388 4.50364 3.96073 9.93674 4.03296 5.90377 4.31015 79.2986 76.2297 15.7289 8.36452
internal_count=4034 2462 1519 943 926 430 496 1572 706 642 64 866 706 86 77 52 620 197 179 90 73 89 327 204 123 110 550 539 126 92
is_linear=0
shrinkage=0.00233427


Tree=425
num_leaves=31
num_cat=0
split_feature=16 16 5 17 17 14 14 10 18 16 15 5 6 0 17 8 13 0 0 13 18 7 6 7 9 5 2 3 7 18
split_gain=1.70998 1.45918 2.022 1.62062 1.85805 1.52973 1.61392 1.66189 2.12259 1.39409 1.58927 1.30745 2.11367 2.39837 1.44637 1.18918 1.18582 3.449 2.97759 2.43254 1.73799 1.80943 1.68945 1.67459 3.27599 2.34218 1.4617 1.3324 4.17638 1.57646
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 205.10400128480003 171.16849715720005 234.57881148155005 70.389210771400016 13.919698996450002 18.404956961200003 27.201366220250005 23.626838821450004 16.405383309150004 86.479632682150012 203.72643944000004 8.1436447804000007 112.64908412395 91.937202686950016 90.407470010750018 113.97180552410002 14.030930991100002 23.851446749400001 14.955349429350003 23.974509389900003 196.26893085885004 19.327153142150006 163.32842070695003 85.538672336450006 24.991601945450004 14.952049568200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 8 -8 10 15 16 14 -14 -13 -7 17 22 19 -18 -19 -22 -2 -23 -25 27 -27 28 29 -26
right_child=11 3 -4 -5 -6 6 7 -9 -10 -11 -12 12 13 -15 -16 -17 18 20 -20 -21 21 23 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.0027712521456145964 0.00011049632287950678 -0.0028345522621210329 0.00033174816631060974 0.0014052086756827084 -0.0028833300575268517 0.00041937186912444091 -0.003536629897642668 -0.0029746130659280465 0.0023734586746909886 -0.0029396270573220579 0.0024990590963258306 -0.0031154463632440451 -9.1647688211960536e-05 0.002324781360888574 0.00039446906285764145 -0.003070572894630742 -0.0012608009705321705 0.0018709602306625781 0.0022524298103951813 0.00062686518982128152 -0.0021366194026776779 0.0025917089857365595 -0.0033419925871842919 -0.0030678704995423991 -0.0038939340520131021 -0.0035921402539355607 -0.00026315958251334562 0.0019645278068031865 0.0011514988173541151 2.0673067810632536e-05
leaf_weight=1.6036767346959084 1.6121712401509274 1.9290842317859738 36.935934644105146 2.4279731856659046 3.0331226983107618 5.3243784506339544 0.68315535335568611 2.654442812607158 1.2744751921854911 0.84868821827694851 2.5279037820873782 2.5848933835513885 27.629634386859838 3.3731449693441382 1.2871279492974279 0.82535167504101981 5.2474406212568274 5.0279618129134169 7.9373511597514144 104.40986787062138 2.3293084446340826 2.2343515008688 2.909358749166131 2.1262318147346404 1.9197375075891678 1.443422365002333 2.914510739967227 5.4466306380927554 11.56252523511648 1.2387555241584776
leaf_count=798 12 110 721 38 160 247 50 194 14 89 23 58 384 15 13 18 34 24 54 669 23 7 43 50 23 17 40 32 49 25
internal_value=0.000286159 -0.000112514 0.000202629 -0.000676669 -0.000941307 -0.000574704 -0.000266363 -0.00158 0.000311012 0.000369623 0.000693273 0.000410089 -6.41074e-05 0.000171263 -0.00194869 -4.90116e-05 0.000514519 0.000116908 0.000652353 0.000536535 0.000394849 0.000157087 -0.00211099 0.000342046 0.000153446 0.000432716 -0.00136578 0.000821344 0.000398377 -0.00235863
internal_weight=253.303 60.0682 38.5396 21.5286 19.1006 16.0675 14.1384 4.61207 1.95763 9.52632 8.67763 193.234 34.8748 31.0028 3.87202 6.14973 158.36 40.765 117.595 109.657 36.2434 31.2155 4.52153 28.8862 26.6518 24.5256 4.35793 20.1676 14.721 3.15849
internal_count=4034 2462 1519 943 905 745 635 258 64 377 288 1572 470 399 71 265 1102 345 757 703 290 266 55 243 236 186 57 129 97 48
is_linear=0
shrinkage=0.00270533


Tree=426
num_leaves=31
num_cat=0
split_feature=6 3 10 2 12 16 19 3 6 13 12 4 2 18 9 16 16 7 9 15 5 17 13 2 6 6 16 3 3 8
split_gain=0.431202 1.18193 1.88838 1.1182 1.7431 0.806856 1.33402 0.784005 1.03795 1.56021 1.35121 0.941701 1.22901 0.900634 1.34294 1.39009 1.63459 1.62024 0.998238 0.798078 2.75508 1.30855 1.42375 1.30131 1.06611 1.07067 1.78534 3.45047 1.17359 1.04331
threshold=14.825346391850003 84.643415779050017 70.123053416500014 185.72519583365002 353.43219817915002 19.644954061550003 13.851117550450002 93.281431752200021 16.375382608200002 117.38883580790001 121.36065266065002 284.07887079910006 206.07223625840001 13.659439901750002 199.89081775665002 22.594947163200004 22.654947022900004 23.051546669900002 66.346857137250012 36.535628266450011 20.911722254300006 204.64886559710001 112.64908412395 113.66940188285001 16.455384477450004 16.165377701450002 19.974953289850003 89.695028606150018 85.538672336450006 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 5 3 -3 -5 6 -1 19 9 10 -9 -10 -13 14 15 17 -17 18 -14 20 21 24 -23 -21 25 26 28 -28 -2 -24
right_child=7 2 -4 4 -6 -7 -8 8 11 -11 -12 12 13 -15 -16 16 -18 -19 -20 23 -22 22 29 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00076922655964846247 -0.0050937971165922686 0.0023064564057893333 -0.032932635527937605 -0.041155118193237292 0.013711161754217816 0.019339517911283563 -0.044930858941410121 -0.03586565397967801 0.0024881751068498948 -0.036202385780927673 0.018526749051621872 -0.040577910799953605 0.010527638316471908 -0.027853582775020549 0.022233487896260166 -0.043778779714655075 0.0027567707310626227 0.019620275829140863 -0.035208962442666254 0.031257851871311797 -0.025194990479418707 -0.036314559066746299 -0.018841918758368173 0.0058482292037771123 -0.0078836938658062277 0.02047230173833952 -0.029680272676512659 0.016370633676259013 0.017200895047703037 0.015808636518573692
leaf_weight=49.789086732780561 2.8916327101178565 7.5362398006254789 2.5401932455133638 1.5261388396975237 0.8340882560587487 2.1439810860902062 0.60212707240134378 0.60292262380244199 44.537785482971231 1.8418541672872377 1.4446556522743774 0.94953345612157036 0.72093481244519164 1.3234062402771076 1.8597097377059979 1.6074875139165672 1.2495195001829413 2.5671276450157166 1.1590670248842796 1.9779096767306317 3.4266721254680297 1.4618969485163678 1.4937330912798645 36.893123103305697 4.3069392754696301 5.4633494522422543 3.2791838347911826 2.8175617307424545 9.1829189099371415 1.7664414197206495
leaf_count=1759 27 129 297 73 17 9 12 26 741 48 37 18 16 50 15 35 14 8 65 56 35 34 32 255 35 52 41 19 63 16
internal_value=0.00104293 -0.00099946 -0.00945956 -0.00343457 -0.0217657 0.0010033 0.000223154 0.00202715 -0.000577079 -0.0158221 0.00251056 0.000482231 -0.00732943 -0.00431906 -0.000920293 -0.00681549 -0.0234263 0.00385596 -0.0176701 0.00410689 0.000838815 0.00356996 -0.0112891 0.00714117 0.00608111 0.00862592 0.00506421 -0.00839822 0.0118617 -6.74096e-05
internal_weight=199.797 64.9719 12.4367 9.89647 2.36023 52.5352 50.3912 134.825 59.864 3.88943 2.04758 55.9746 11.4368 10.4873 9.16385 7.30414 2.85701 4.44713 1.88 74.9614 36.0903 32.6637 4.72207 38.871 27.9416 23.6346 18.1713 6.09675 12.0746 3.26017
internal_count=4034 2296 516 219 90 1780 1771 1738 1073 111 63 962 221 203 153 138 49 89 81 665 354 319 82 311 237 202 150 60 90 48
is_linear=0
shrinkage=0.030519


Tree=427
num_leaves=31
num_cat=0
split_feature=16 16 0 18 10 7 0 6 18 19 16 5 9 6 6 5 15 12 9 7 0 12 5 16 13 9 6 15 4 5
split_gain=3.90053 2.12043 2.65978 2.18875 2.18737 2.09765 1.98409 2.03446 1.72918 1.58126 1.51682 2.03174 1.45223 1.45192 3.19093 2.31636 2.22596 4.41412 2.34235 2.619 2.44138 1.74544 1.7721 1.73711 2.11425 2.18776 1.68307 1.52966 1.40442 1.37664
threshold=18.594956516900002 15.584963555600002 103.33357670195001 17.551307094650003 71.015621515800021 22.356277907050004 85.995710218650018 16.375382608200002 13.065205089100003 12.551012654050002 13.564968279200002 13.812766882300002 188.63457064660003 15.255356438950001 16.455384477450004 22.692834890150003 38.62622401090001 368.00406080990007 196.26893085885004 23.9417051038 93.399723909900004 158.77822473985003 20.120233242600005 22.624947093000003 117.55283175385001 199.89081775665002 16.565387047600002 30.404760455250003 183.52566960905003 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 10 4 5 -3 7 28 -8 -6 11 -1 -11 16 21 26 18 -18 19 20 -10 22 27 24 25 -23 29 -15 -2 -16
right_child=6 3 -4 -5 9 -7 8 -9 13 12 -12 -13 -14 14 15 -17 17 -19 -20 -21 -22 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00047588216748174972 -0.0026552347546070368 -0.0013444244415268874 -0.001520715436860261 0.0010246975076153033 9.0188433683102476e-05 0.0008366352373860795 0.0013744684817204545 0.00019343519769455516 -0.00097931165969270266 4.2792972975345725e-05 0.00046683013972688105 -0.0017106510985641366 -0.0019830986229623748 0.0012876331323065416 -0.0017781156641069325 0.00082720891012350549 -0.0028056636426092218 0.0011465460652981645 0.0005827347232401363 -0.0024144266116694619 0.0016221343028339744 -0.00027302479383575258 0.0017396226273471769 0.0011898758167442959 -0.0011698576059080144 0.0011079760286428267 0.00046306905201935663 -0.00060388889916758069 -8.7939693937404744e-05 -0.00031534342591482527
leaf_weight=3.7003272717120117 1.8241665828973048 2.9574420144781532 3.7462626429914954 2.9694909732788792 2.6405272720148778 4.8990935860201716 9.7165375873446447 54.296823643147945 3.6651445720344764 1.7523207986960176 32.854611517861485 3.4199111520429142 9.5155361732467991 4.45605190843344 3.6340252645313766 12.892190083861349 2.779878099448978 2.0559532642364502 33.713727300986648 2.4223900139331818 2.5642835702747107 8.0354793593287521 15.746380235999821 14.736448112875221 3.5093418285250655 11.905653173103927 8.3952728174626809 2.9863378182053566 1.7422958728857336 10.365970123559235
leaf_count=60 21 346 890 39 55 84 39 536 32 97 313 256 322 25 43 57 46 19 196 46 15 38 127 87 28 68 49 20 30 50
internal_value=0.000280534 -0.000143749 0.000126968 -0.000622274 -0.000846978 1.56172e-05 0.000417897 9.51572e-05 0.000539492 -0.00133424 0.000281381 -0.000574328 -0.00166804 0.000483098 0.000626662 0.000136637 0.000189096 -0.00112538 0.000339138 -0.00061009 9.15483e-05 0.000908397 0.00135096 0.000639654 0.00029389 0.000551488 -0.000260902 0.00052864 -0.00140105 -0.00069504
internal_weight=279.9 68.4555 43.7211 24.7344 21.7649 7.85654 211.444 57.8633 153.581 13.9084 39.9748 7.12024 11.2679 143.865 96.6632 35.2875 47.2014 4.83583 42.3655 8.65182 6.22943 61.3757 23.1888 38.1869 23.4505 19.9411 22.3953 7.44239 3.56646 14
internal_count=4034 2462 1519 943 904 430 1572 587 985 474 629 316 419 946 592 199 354 65 289 93 47 393 172 221 134 106 142 45 51 93
is_linear=0
shrinkage=0.00204504


Tree=428
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 12 2 3 18 16 18 14 13 13 16 18 16 15 7 19 14 10 18 14 6 15 13 0 18 16
split_gain=2.5606 1.88374 2.08199 1.99008 2.27035 2.36811 1.92861 1.73054 2.04007 2.95397 2.14766 2.2144 2.97394 1.75247 1.72389 2.12257 1.64205 2.43941 1.59043 2.27231 1.53209 1.97336 2.76953 1.47181 1.46398 2.50985 1.56332 2.99617 1.9949 1.48413
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 15.289002683150001 96.375827709250018 72.843776848050013 93.499196860750018 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 117.59047016770002 116.60649449195002 15.404963976500001 15.981927061500002 22.574947209950004 46.327654127900004 25.6467512824 12.150980378200002 234.57881148155005 70.389210771400016 13.919698996450002 211.53579422945003 16.455384477450004 42.246988155050012 117.56896250265002 87.170566421650008 13.314799198000001 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 8 24 10 11 -10 -13 -9 15 -4 17 -15 -17 -20 23 22 -22 -7 25 -2 27 28 -26 -28
right_child=7 3 14 -5 6 20 -8 13 9 -11 -12 12 -14 16 -16 18 -18 -19 19 -21 21 -23 -24 -25 26 -27 29 -29 -30 -31
leaf_value=-0.0016849924228709962 0.0012170712466712369 -0.0028904088725787199 -0.00060839725404729524 0.0012685188275023886 0.0012127240786170325 -0.00023320408349102606 -0.0025555087970204463 0.001245473351223838 -2.0492097532702939e-05 0.0022366650814654751 0.00035036009201546575 -0.0037233728662700565 -0.0001622704819676766 -0.0021833746164484497 0.0011798797360086241 0.0021641203426286853 6.1635952650295606e-05 0.0013861333062758355 0.00074824651789344833 -0.0019992854368362238 -0.0031558911724478863 -0.002626690379723027 0.0022682572385540139 0.0016644771302027008 7.7390341137886971e-05 -0.00072990537347498779 0.0016730634006511067 0.0014274166613265085 -0.0019731901696674859 0.00017333372834938993
leaf_weight=3.0690932377765412 41.910900682210922 1.854495771345692 14.270643735537307 2.6502054510638109 0.85464924573898216 6.2604372206842509 5.5199697763891891 6.1206778585910788 9.9922199845314008 3.7619697973132125 47.617402994073927 2.50828893482685 2.6047451198101044 4.1188944154418996 9.4156057797372323 3.0354534537764257 50.811548757716082 1.3970363633707163 9.2200511335395259 1.9950422677211452 0.78407201491063405 2.4592232599388808 1.4831183834467081 3.4564363152021542 5.825876861810686 3.9474792070686808 7.2867149561643583 4.6008983030915251 4.6469975784420967 7.097344733774662
leaf_count=908 252 88 423 38 9 323 211 63 64 37 404 23 17 127 41 20 410 9 101 26 50 162 11 51 26 31 24 24 30 31
internal_value=0.000253593 -0.000144886 0.000164244 -0.000645473 -0.000869202 -0.000407235 -0.0020503 0.000382996 0.000525584 0.000227583 0.000107083 -0.000659819 -0.00190923 5.92227e-05 0.000313847 2.79469e-05 -6.96781e-05 -0.00127931 0.000665188 0.000259491 -8.83989e-05 -0.00117848 0.000392401 0.000441829 0.000788641 0.00104948 0.000382588 -0.000142708 -0.000832488 0.000933071
internal_weight=270.577 66.3285 41.0059 25.3226 22.6724 16.2978 6.37462 204.249 141.801 66.4846 62.7227 15.1053 5.11303 62.4482 37.9368 28.5212 56.3275 5.51593 14.2505 11.2151 14.4433 4.72641 2.26719 9.71687 75.3162 45.8584 29.4578 15.0738 10.4729 14.3841
internal_count=4034 2462 1519 943 905 685 220 1572 963 545 508 104 40 609 611 570 546 136 147 127 597 223 61 374 418 283 135 80 56 55
is_linear=0
shrinkage=0.00233427


Tree=429
num_leaves=31
num_cat=0
split_feature=16 5 6 3 2 13 16 16 16 17 17 19 6 2 18 5 17 16 16 5 9 16 16 17 2 8 10 0 15 8
split_gain=3.25395 1.8336 2.43565 2.63592 2.14279 2.17853 4.02435 2.03422 2.0823 1.67677 1.65974 1.81767 2.84117 1.92069 2.20218 2.36594 2.19313 1.92691 1.46636 2.14454 2.3489 2.12537 1.46347 1.32088 2.43292 1.34884 2.92903 1.72673 1.31464 3.0871
threshold=18.594956516900002 23.626838821450004 16.405383309150004 93.14163192940002 315.94243452415003 117.60660091645001 22.724946859200003 22.584947186600004 21.094950670800003 203.72643944000004 162.13109061465002 12.651020723000002 8.5652001245500013 71.340832650850004 14.85568425095 18.613387752550004 236.15709471040003 17.684958644900004 12.604970524100002 13.154029769200003 206.08934059370003 9.719977270450002 9.2849782877000013 189.72181505755 83.777728670400009 8.3434888241000014 78.10777406390001 102.11570516885001 43.216642080150002 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=10 -2 9 -4 5 -5 7 8 -7 -3 -1 12 -12 -13 15 -15 -16 -18 21 -20 -21 22 -14 24 -22 26 -25 -28 29 -8
right_child=1 2 3 4 -6 6 28 -9 -10 -11 11 13 18 14 16 -17 17 -19 19 20 23 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0023566553832912542 0.00048670701991931892 -0.0024941334336790856 0.0019137966956208449 0.00076270114093054703 -0.002482835276452914 -0.0022995136019684477 -0.0021861002690018003 -0.0032276950104298385 0.0013253205764720078 0.00031472865998158133 -0.0022701473891027775 -0.0022064417190962686 -0.0024105687886286061 0.0010253878781365093 -0.001489748843134914 -0.0013306756263284304 -0.00144809909327489 0.0019541266015161616 0.0020205458313065556 0.00074268092310421049 0.00055293618997352798 -0.0023238336503500446 0.002168120103815343 -0.0029812162267806265 -0.0028141177507715895 0.0013392455964881054 0.0017266553226383166 -0.0011728942187739829 0.001153491130046015 0.0014422452822883737
leaf_weight=1.5877533324528474 170.33744930755347 2.9888724361080667 3.6235651448369017 12.507892686408018 1.6302444171160448 1.655474947066977 2.3410072801634652 2.799074491020292 1.3786356151103971 1.5226612351834772 2.1328999460674813 2.9623718217480954 0.45602901570964549 7.631035901373254 9.371373991481958 2.7528418850852177 1.3256717085605481 1.9560073204338548 3.701820363290607 19.401203400688249 1.7053920412436117 2.2673069584416226 1.2118368376977739 1.6681422544643263 2.5292980251833797 2.5942663066089153 2.2317295186221604 1.7309482460841534 5.1638514921069145 2.1218862943351269
leaf_count=316 1102 58 15 122 47 86 44 41 6 13 690 62 61 93 325 237 42 22 27 215 10 221 12 23 40 15 10 41 28 10
internal_value=0.000254325 0.000390448 -4.40899e-05 0.000159889 -5.48345e-05 8.66937e-05 -0.000460232 -0.0018882 -0.000652466 -0.00154613 -0.000154863 -0.000103171 0.000179088 -0.000555133 -0.000342788 0.000400778 -0.000953004 0.000579759 0.000311347 0.000450986 0.000268624 -0.000950587 0.000916212 -0.000469534 -0.00145814 3.94495e-05 -0.000559401 0.000460095 0.000405024 -0.000461
internal_weight=277.289 208.071 37.7332 33.2216 29.5981 27.9678 15.4599 5.83319 3.03411 4.51153 69.2179 67.6302 41.6309 25.9993 23.0369 10.3839 12.6531 3.28168 39.498 35.5628 31.861 3.93517 1.66787 12.4598 4.23469 8.22509 5.63082 3.96268 9.62675 4.46289
internal_count=4034 1572 470 399 384 337 215 133 92 71 2462 2146 1365 781 719 330 389 64 675 381 354 294 73 139 50 89 74 51 82 54
is_linear=0
shrinkage=0.00217865


Tree=430
num_leaves=31
num_cat=0
split_feature=6 6 10 3 9 9 18 8 0 3 5 7 5 0 10 0 3 5 19 16 5 12 17 8 6 13 18 18 16 5
split_gain=0.479527 1.53215 0.78869 1.51083 1.09727 1.92301 0.926879 0.7589 0.721019 2.70966 1.93043 1.88257 0.834868 0.782353 2.14794 2.21377 1.4595 0.726619 0.690757 1.42762 1.07333 1.0448 0.84428 0.823594 0.83939 0.82288 0.915285 0.800831 0.687558 1.25284
threshold=13.65531905435 13.78532209185 70.206395618550019 84.812788641250009 206.54353961905005 213.27127849780001 14.164583421250002 8.3434888241000014 93.399723909900004 86.589859465500012 18.160071980500003 24.966719032500002 17.915797078650005 90.297243227400017 66.590419433100024 91.937202686950016 89.695028606150018 18.849479428700004 11.850956171350001 17.634958761800004 13.629286330650002 93.660658182900008 212.98902586740002 7.943800736700001 5.3251244207000008 95.862351557400004 17.323446153950005 14.104086706500002 14.184966829400002 13.716117217950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 -2 8 4 -4 7 -5 -6 9 -3 -10 17 -11 16 -15 -16 -14 -12 25 20 23 -22 27 24 -20 -1 28 -21 29 -27
right_child=1 2 3 6 5 -7 -8 -9 10 12 11 -13 13 14 15 -17 -18 -19 19 22 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.029147614940092683 0.014917501726670498 -0.044751768668977676 0.0037177510103237645 0.0076661414405961173 -0.038296135318124307 0.0027680478305390738 -0.031235035593424679 -0.012454777216234182 0.021453156443665088 -0.018509941453458686 -0.027834012704754905 0.019108094285147835 -0.022693788007843933 0.021638691926436936 -0.023718711338232227 0.011544614797335434 0.0016713288581426059 -0.0026460614691617484 -0.031117219690436865 0.0036529745457535277 0.003959497745191414 -0.030834797182494208 0.015856012581677105 -0.031017369528824001 0.005810731259004007 0.0044847946212762009 0.029152169300502948 -0.01968247677516699 0.0099592388044453771 -0.031181048828383143
leaf_weight=0.5874805715429855 6.7833376484923056 1.0322816669940937 14.581100879237061 0.63787007104838211 1.7463289767038062 4.7953891966026276 2.297834666504059 1.9730634354054926 5.2605927884578687 1.6463760789483775 1.768618129193783 2.1242711115628481 2.0401613346766672 5.6494300711783563 2.4568570049013942 3.5453298017382622 113.21242045352119 1.9774325010366736 0.58312967549136541 3.8906069740187359 0.88141811225796107 3.4848876281175762 2.7125714770518243 0.79671925120055664 3.595721228455659 2.5483421341050403 1.1830435246229161 1.732702847511973 4.3579409592784941 1.1721205692592773
leaf_count=789 43 10 135 8 54 62 181 28 32 16 17 23 23 52 42 25 1559 24 198 34 32 167 44 38 133 21 14 55 30 145
internal_value=0.00106095 0.00161629 0.00107519 -0.00349006 -0.0010378 -0.00918143 -0.0227826 -0.0245878 0.00191975 0.00132076 0.00889298 -0.00236263 0.00169073 0.0019528 0.00900324 -0.00288962 0.00124003 -0.014538 -0.00243994 -0.00581582 -0.0134801 -0.0238109 0.00277343 -0.00441432 0.000657692 0.0036194 0.00569791 -0.00353735 0.00226315 -0.00675162
internal_weight=201.055 173.529 166.745 26.0316 23.0959 8.51478 2.9357 3.71939 140.714 129.583 11.1309 5.87032 128.551 126.904 11.6516 6.00219 115.253 3.74605 27.5267 17.6778 9.34188 4.36631 8.33588 4.97557 4.17885 9.84893 9.26145 5.62331 8.0784 3.72046
internal_count=4034 2334 2291 468 279 144 189 82 1823 1727 96 64 1717 1701 119 67 1582 41 1700 701 568 199 133 369 331 999 210 89 196 166
is_linear=0
shrinkage=0.0285509


Tree=431
num_leaves=31
num_cat=0
split_feature=16 5 6 3 2 13 4 6 17 16 6 18 4 14 15 3 7 6 4 9 14 10 0 5 16 0 7 0 2 15
split_gain=1.82705 1.70209 2.03482 2.83264 2.13829 2.15861 1.82345 3.35796 1.66059 1.65449 2.01575 1.43238 1.28863 1.37644 1.28399 1.22517 1.17741 2.0396 2.27834 1.17344 1.45792 1.31066 2.7321 2.08351 2.04373 2.35556 2.11469 2.04297 1.516 1.94287
threshold=18.594956516900002 23.626838821450004 16.405383309150004 93.14163192940002 315.94243452415003 117.51519334005 313.22340827140005 16.505385645700006 203.72643944000004 15.584963555600002 11.075258771650001 18.273715221050001 290.29001804785008 171.16849715720005 35.098844929350008 112.77544165605001 21.147833206800005 16.705390318750002 168.01744813895002 179.18874144770004 148.67011998770002 66.964115113200009 92.313586825200005 18.128874633450007 19.199955102150003 94.047642319350018 25.161974272550005 90.407470010750018 103.92649527695001 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 16 8 -4 5 -5 7 -7 -3 10 -1 12 13 -11 15 -9 -2 19 -19 -18 -21 27 -23 -24 25 -25 -27 28 -22 -30
right_child=1 2 3 4 -6 6 -8 14 -10 11 -12 -13 -14 -15 -16 -17 17 18 -20 20 21 22 23 24 -26 26 -28 -29 29 -31
leaf_value=-0.0016737822170022386 0.0017866324777238176 -0.0026979450579552094 0.00212760578297405 0.0014671744742934902 -0.0027125748285812793 -0.0032577350417106994 0.00083105884701145953 -0.0026932598991944263 0.00045529713513877632 -0.0023463211065362409 0.00036306618643351955 0.0021664940858620919 -0.0023722281982783778 -0.00029834577904763743 0.00010878539761784832 0.001080968953623282 -0.001095389598396084 0.00059472915598158703 -0.0024131902531076667 -0.0009250916726586489 0.0010818386997188522 -0.001840719939810306 0.00096004662366418246 0.001741393831167781 -0.0016701090933855197 -0.0024370680107340236 0.00034634143899529141 0.0019363589665357529 -0.00034341469607922508 0.00062894560638542311
leaf_weight=3.0115348893450564 3.8822938427329055 2.8251808200730002 3.5796063020825377 4.9455998749472263 1.71578297484666 2.4726076512597563 6.1877421755343667 1.9601121442392462 1.4396985583007333 2.1231260806089365 35.248669147898909 1.0012099063023914 2.4898957783007054 15.971435600717085 11.408746556378899 0.6553494669497012 2.5643810825422397 2.814770381897687 2.9398202151060104 3.8062578029930583 28.790320238098502 3.4585152398794881 17.372093483805656 4.0536995753645879 4.1935459477826944 2.282158229034394 4.9166943337768316 7.1726909242570391 14.659796018153427 58.798370129428804
leaf_count=908 20 58 15 43 47 62 43 85 13 116 611 17 207 603 95 9 31 20 31 28 201 47 103 31 44 47 33 53 103 310
internal_value=0.000270377 0.000380526 -8.04274e-05 0.000120744 -0.000124052 3.66904e-05 -0.000275178 -0.000690113 -0.0016335 -9.56972e-05 0.000202742 -0.000624675 -0.000760435 -0.000538645 -0.000237416 -0.00174756 0.00048654 0.000454559 -0.000941912 0.000507404 0.000534896 0.000573037 0.000179409 0.000392298 -0.000246244 0.000284395 -0.000536047 0.000703538 0.000617056 0.000434895
internal_weight=258.742 198.896 37.1904 32.9255 29.3459 27.6302 22.6846 16.4968 4.26488 59.8459 38.2602 21.5857 20.5845 18.0946 14.0242 2.61546 161.705 157.823 5.75459 152.069 149.504 145.698 36.2767 32.8182 15.4461 11.2526 7.19885 109.421 102.248 73.4582
internal_count=4034 1572 470 399 384 337 294 251 71 2462 1519 943 926 719 189 94 1102 1082 51 1031 1000 972 305 258 155 111 80 667 614 413
is_linear=0
shrinkage=0.00238964


Tree=432
num_leaves=31
num_cat=0
split_feature=16 16 13 18 3 8 15 13 2 5 19 3 2 0 18 0 17 7 9 2 2 6 6 2 9 18 16 12 10 17
split_gain=0.456122 0.818119 0.74207 0.412316 0.695724 0.440009 0.37992 0.95494 0.803393 0.553845 0.474626 0.704325 0.510844 0.570123 1.49141 1.11952 1.34385 1.30805 1.59149 1.29365 1.54809 1.54369 1.14836 0.980218 1.26897 1.10671 0.945245 0.863899 1.2967 0.964685
threshold=12.604970524100002 9.719977270450002 95.862351557400004 18.273715221050001 76.825379535700009 7.7439566930000003 46.683480308100009 117.56896250265002 258.06114663960005 25.568932055400001 14.651182102100002 93.14163192940002 49.864842700850012 85.995710218650018 13.065205089100003 85.925810307250018 193.10154186985002 22.407814303000006 186.68586460755003 90.745765132650021 93.57193670880001 16.575387281250006 16.715390552450003 319.18044405035005 66.346857137250012 12.909082926650003 22.764946765650006 333.82192118495004 67.192634054300015 205.83789591070004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -8 -9 -10 12 -12 -6 15 -15 16 17 19 -19 21 -21 -14 23 24 -22 -26 -18 29 -29 -16
right_child=3 -3 -4 -5 6 -7 7 8 9 -11 11 -13 13 14 27 -17 26 18 -20 20 22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.036442413769398954 -0.0035524776158700347 -0.036926623270132783 0.031000484136192823 0.02186647164936166 0.012902556603034573 -0.036709414986818463 -0.031012664175530783 -0.021664390640857262 -0.0040981069251842979 0.024233526101482033 0.023956603091551436 0.001841007431664825 -0.040825584849115713 0.018280035983625716 0.0018973139331373381 -0.023297060783731144 -0.046747447745220154 0.030895806600980735 0.0024964022047267134 0.038955105404620015 0.032131118199598969 -0.0030238680155513717 -0.021760931438040993 -0.03732315734018582 0.0068511947247354658 -0.041472559740377189 0.0047960891281172563 0.02854083395327054 -0.026369261112287018 -0.008162743011439615
leaf_weight=0.30496834773657511 1.047061612203833 1.0538939529360503 0.6170673445740249 1.2285372725455079 4.7451588949188581 0.95956496498547483 1.5599397922633205 1.414390049758367 1.7365518556907775 1.7163715455681083 2.9596947170794001 4.6038609202951193 2.4733341610408415 6.8345045899040988 115.81780586155946 3.0568564943969241 1.3054196219891299 3.1053642332553855 12.038937282515688 1.1953627169132222 1.9946855772286634 2.9794892393401824 3.013031250986387 0.62308525384287339 2.9384381065901839 0.74276914086658496 0.67539222352206696 2.929335735738277 0.65907706713187497 13.293544120097065
leaf_count=481 180 435 14 48 39 78 63 33 25 15 21 46 39 44 1295 25 46 14 90 5 21 81 282 39 97 88 21 51 67 251
internal_value=0.00127062 -0.0156388 0.00869338 0.00143966 0.0013119 -0.0194081 0.00152576 -0.00693027 0.000787963 0.00998492 0.00181488 0.0104951 0.00145099 0.00114167 0.00216715 -0.00281741 -0.000925232 0.000873643 0.00831975 -0.00619181 0.00106234 -0.0201703 -0.00380188 0.00478859 0.00941152 -0.00289925 -0.0291728 0.00133728 0.0184556 0.000861512
internal_weight=199.623 1.97593 0.922036 197.648 196.419 2.00663 194.412 6.42725 4.86731 3.45292 187.985 7.56356 180.422 175.676 139.534 36.1422 33.0853 31.1045 15.1443 15.9602 10.5074 5.45282 9.31201 6.29898 5.67589 3.68121 1.98081 132.7 3.58841 129.111
internal_count=4034 930 495 3104 3056 258 2798 136 73 40 2662 67 2595 2556 1708 848 823 756 104 652 532 120 527 245 206 185 67 1664 118 1546
is_linear=0
shrinkage=0.0353699


Tree=433
num_leaves=31
num_cat=0
split_feature=16 16 2 17 3 15 13 0 10 16 16 0 3 13 5 18 6 13 13 0 13 18 7 2 13 18 15 2 17 3
split_gain=1.64297 3.40828 2.33523 1.81046 1.77311 1.94208 1.70745 2.98987 4.08278 2.34884 2.23962 1.79594 4.04917 2.97954 1.64662 1.54398 1.54255 2.00419 1.50839 2.76923 2.85839 1.7115 1.72709 1.98178 1.47577 1.39635 3.93365 4.37015 1.61844 1.49209
threshold=20.404952284350003 19.974953289850003 322.38159739250005 162.13109061465002 93.281431752200021 34.139075990150012 109.72404167800001 93.399723909900004 69.238550691600025 19.199955102150003 18.554956610400005 94.047642319350018 84.812788641250009 105.33378955095002 20.016397659050003 14.224291663350002 16.375382608200002 117.38883580790001 112.64908412395 90.297243227400017 114.02557468670001 13.314799198000001 23.109894804950002 104.38256328765002 118.72231104060002 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 93.579850604650019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 18 24 9 8 10 11 -8 13 -13 -5 -15 -14 17 -7 -2 20 -20 -22 -23 -24 -6 28 27 -27 29 -18
right_child=4 -3 -4 6 5 16 7 -9 -10 -11 -12 12 15 14 -16 -17 25 -19 19 -21 21 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0030921168508910917 -0.0014790052543689541 -0.0027896228456298785 -0.0030290545209544291 -0.0019797558662509574 0.0020617193886312579 0.00076079684771837087 -0.0034038407712816475 0.0028664068683463624 -0.0043805103329517432 -0.0020108681842563956 0.0013404473647676226 0.00015487975690940166 0.00094805337666220557 0.0028753438576534919 0.0002125472693777564 -0.0034230729819690478 0.0020955205839842416 -0.0035274776714065638 -0.0014981757349195129 0.0022420012902534762 0.0016741087503400534 -0.0010903170766492197 0.0029297519590997276 0.00053416063473211669 -0.00068779053214650121 5.0725290140291944e-06 0.00030608044066803919 -0.0041978471619931543 0.0014100298391662345 -0.00040928851182317705
leaf_weight=1.3942683290224511 2.4146232586354008 3.4998961212113491 1.9352542725682713 1.9106648530869268 6.3938097264617664 1.4559833668172353 0.89997015299741079 5.0265346467494956 1.3861711770296086 4.396790779195725 8.3347281762398762 61.524131076585036 0.8019951032474627 5.5813294043764454 2.8708560396917164 3.7168029027525336 2.2612687647342709 2.2874573293956928 4.8813535571098319 9.6820280440151674 13.447729155421255 4.879928406327962 3.0333307534456244 39.894586443901062 2.1226107869297266 4.0610137432813662 18.426705665420741 4.0174929006025195 10.011601485311983 13.7235321321059
leaf_count=319 24 49 279 139 47 11 162 20 12 42 98 1457 8 32 110 186 9 48 35 63 67 32 56 261 54 25 166 50 63 110
internal_value=0.000256284 -1.831e-05 7.88974e-05 0.000140369 0.000454612 0.000104927 0.000187098 0.00105096 0.000191771 1.98101e-05 0.000878091 0.000136666 -3.68504e-05 0.00124249 0.0019709 -0.00264729 -8.76007e-05 -0.00185959 0.00074408 0.000814879 0.000605958 0.000773633 0.00052034 0.000703436 0.00137644 3.87443e-05 -0.000422716 -0.00208507 0.000509236 -5.4949e-05
internal_weight=246.274 103.279 99.7795 97.8442 142.995 64.7615 96.45 15.6474 10.6209 80.8026 9.2347 76.4058 66.0429 10.3629 8.45219 4.5188 56.2451 3.74344 78.2336 75.819 66.1369 61.2556 47.8078 42.9279 8.51642 52.5016 26.5052 8.07851 25.9964 15.9848
internal_count=4034 2913 2864 2585 1121 583 2266 292 272 1974 260 1932 1651 281 142 194 482 59 538 514 451 416 349 317 101 423 241 75 182 119
is_linear=0
shrinkage=0.00285714


Tree=434
num_leaves=31
num_cat=0
split_feature=10 18 6 18 10 16 16 0 6 17 16 15 18 6 0 18 16 18 3 15 12 6 3 9 4 7 7 7 18 7
split_gain=0.446736 0.75978 0.603479 0.526943 0.512089 0.477676 1.77222 0.454998 1.3374 1.62611 1.42513 0.865809 1.00482 0.834096 1.3259 0.725341 0.567023 1.57564 0.956474 0.703348 0.757395 0.542755 1.07491 1.74593 1.07947 1.0041 0.871201 0.782614 1.55614 1.18532
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 17.138111898250003 82.457699319000014 17.684958644900004 14.544965987550002 97.878695155250014 12.26528657645 205.32027903760002 14.934965075550002 21.336470542700003 15.788786379500001 13.65531905435 102.03236296680001 16.304170230500002 15.089964713100001 14.797467221750003 82.081315180750025 22.820574949650005 161.47699165635004 14.825346391850003 83.538459487450012 201.61239113610003 447.94171607030006 25.395581754250003 25.056419190500005 24.876210878000006 14.493864790000002 23.822419043000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 -4 6 -5 15 9 11 -10 12 -9 14 -12 16 17 19 -18 20 -1 22 -20 27 -25 26 -23 28 29 -24
right_child=1 2 4 5 -6 -7 -8 8 10 -11 13 -13 -14 -15 -16 -17 18 -19 21 -21 -22 25 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.031943645966756994 -0.030758538556019746 -0.029804989967978882 -0.031299285337560219 0.031392078798668725 0.014705125705008265 0.029821465822749353 -0.030714548500346977 0.0015986135002457793 -0.033749877140199031 -0.031918823694890804 -0.031095625474743812 -0.003247357452480113 0.025694675108227535 0.0062079146282560307 0.018399326460380047 0.021740892769590715 0.014865034153938621 -0.03747541950013613 0.0029994740295626356 0.019190275014720221 0.0074430799160621237 0.0019303630758299183 -0.009933690334271281 -0.023982232108533282 0.022710480255361241 0.02132578672543705 -0.018774612719410104 0.020490828385918904 -0.03300920541834975 0.012846550144248743
leaf_weight=0.7259288818167986 0.98527117128833142 0.44390988052327918 0.23450360819697369 0.87079398863715984 1.3938654132944064 0.99011770263314236 0.67789519182406366 2.8760946253023594 2.0116467863263088 1.0200882890785568 1.6565918191336098 4.4984820201789262 2.8667477256094571 2.5998994284309447 0.61597076058387745 1.4478396786726069 4.3428413355723015 1.1752169599494662 16.320715609879699 1.1791017098003065 0.91627740067633567 128.93608427057916 3.7776401148294081 5.2357348439400075 0.44572452083230008 2.1899162884801617 1.7082669534720469 1.2999799828394305 1.2655471586185738 3.8021156694740057
leaf_count=103 371 425 7 9 157 17 41 86 72 61 63 91 27 33 7 29 34 28 106 11 110 1555 137 251 10 26 25 16 93 33
internal_value=0.000988794 -0.00993575 -3.54966e-05 0.00115969 0.00807997 0.0141963 0.00420665 0.000988126 -0.00335303 0.00276073 -0.0133543 0.00621499 0.013627 -0.00493372 -0.0176802 0.00143885 0.00126926 -0.00945405 0.00152236 0.00221826 -0.00996762 0.00117113 -0.00218703 -0.0075354 -0.0203191 0.00198385 0.00165963 -0.000376419 -0.00344324 0.00149321
internal_weight=198.511 3.05755 2.07228 195.453 1.62837 2.53881 1.54869 192.914 18.1455 11.2614 6.88411 10.2413 5.74284 4.87246 2.27256 174.769 173.321 3.99652 169.325 2.82131 1.64221 164.982 32.1475 15.8267 5.68146 132.834 130.644 10.1453 8.8453 7.57976
internal_count=4034 960 589 3074 164 67 50 3007 440 265 175 204 113 103 70 2567 2538 252 2286 224 213 2252 646 540 261 1606 1580 279 263 170
is_linear=0
shrinkage=0.0288028


Tree=435
num_leaves=31
num_cat=0
split_feature=3 16 10 0 7 9 7 5 7 7 4 10 8 16 7 7 0 18 17 18 6 6 5 18 0 16 2 4 17 15
split_gain=0.417761 0.752364 0.475465 0.877596 1.17248 1.0824 0.926177 1.25385 1.12833 1.34612 0.740885 0.708555 2.33161 1.17741 0.997225 0.822441 0.883077 1.18811 0.667299 1.1282 0.621975 1.18542 0.596869 0.550385 1.89708 2.07349 1.26456 1.34586 1.29587 1.02217
threshold=108.47659710545001 21.094950670800003 55.855406118200008 76.451683855550016 19.716522186550005 66.346857137250012 21.725272673150005 29.996566321350006 20.861906850000004 20.536324995400005 120.66459519255001 61.622148808000013 8.4434108459500017 22.744946812400002 22.105125139000005 22.181995028450004 85.667718326750006 13.036600629150001 180.84080166530003 12.601716341300003 18.195425133200001 17.755414852450006 19.925387549600003 13.843998451900001 86.692020874450009 22.654947022900004 103.92649527695001 185.29521033610004 199.03437346465003 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=2 -2 -1 5 -5 -4 8 11 9 -6 -10 12 -8 14 22 -16 17 -17 -12 -20 21 23 -13 26 -25 -26 27 -18 29 -28
right_child=1 -3 3 4 6 -7 7 -9 10 -11 18 13 -14 -15 15 16 20 -19 19 -21 -22 -23 -24 24 25 -27 28 -29 -30 -31
leaf_value=0.01896387750079926 -0.033345572105179515 0.02158297556195805 0.014432689517652466 0.022805948542420473 -0.036330133580938687 -0.036519973276464071 0.014725423377659331 0.033743473746256129 0.022877334697268877 0.024834785614754711 -0.041457401244757962 -0.0025915636856530637 -0.040095856884213681 0.023301749591481555 0.0206235542695666 0.0039441937917365864 0.0072907873190810697 -0.035701620164380964 0.0088841408548408218 -0.03804906907988316 0.024818699498540153 -0.032256061279237587 -0.043354963015182255 -0.039646110052543114 -0.00052102671003754672 0.033330280112725881 -0.0086572865188792834 0.033391347059805683 0.019937518109153535 0.0020525106972513253
leaf_weight=1.5529241459153116 0.90430066049157065 0.3672165647149086 0.6409001369029278 2.5968656075128811 0.51137839737930235 1.3701552193087989 1.5583372949913603 1.2409085384570051 0.36387711018323887 1.4323926841025238 1.5812237972932055 0.68323827831772976 1.6977506175171582 2.5284704100340596 2.2737090743612489 1.5816213081125163 18.580912711331624 1.5850482406385706 1.1119400728493931 1.0363948265294309 1.1743989326059807 1.1028853505849827 0.8371430535626132 1.2676118022063736 85.320641513586452 1.9381529837846745 12.037929060461463 2.3283785730600348 3.5124087631702414 41.544728284934536
leaf_count=52 183 3 12 53 66 185 12 13 4 48 128 22 53 21 25 20 138 88 5 38 9 14 23 28 2330 34 81 59 19 268
internal_value=0.00100768 -0.0174821 0.00112825 0.000985063 0.00120848 -0.0202819 0.00091147 0.00132337 -0.0115599 0.00874317 -0.0212008 0.00110178 -0.0138588 0.00137499 0.00105957 0.00128726 0.00103162 -0.0159002 -0.0255013 -0.0137573 0.00134924 0.00118482 -0.0250365 0.00140629 -0.000340136 0.000230863 0.00338829 0.0101972 0.000894717 -0.000353562
internal_weight=196.264 1.27152 194.992 193.439 191.428 2.01106 188.831 182.794 6.03721 1.94377 4.09344 181.553 3.25609 178.297 175.769 174.248 171.975 3.16667 3.72956 2.14833 168.808 167.634 1.52038 166.531 88.5264 87.2588 78.0044 20.9093 57.0951 53.5827
internal_count=4034 186 3848 3796 3599 197 3546 3257 289 114 175 3244 65 3179 3158 3113 3088 108 171 43 2980 2971 45 2957 2392 2364 565 197 368 349
is_linear=0
shrinkage=0.0323624


Tree=436
num_leaves=31
num_cat=0
split_feature=16 16 5 17 17 14 14 10 18 16 15 15 5 3 19 8 19 16 5 12 10 16 0 13 5 17 8 16 8 16
split_gain=2.37611 1.39419 2.02276 1.8975 2.14441 1.63396 1.66115 1.9484 2.33427 1.61561 1.77821 1.3662 1.85434 1.51133 1.60726 1.36554 1.16548 1.43146 1.74073 1.24837 1.13138 1.18869 1.55168 1.12725 1.76474 3.54584 1.03443 0.969835 1.28916 0.8931
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 205.10400128480003 171.16849715720005 234.57881148155005 70.389210771400016 13.919698996450002 18.404956961200003 27.201366220250005 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 8.1436447804000007 12.851036860900001 15.404963976500001 13.154029769200003 81.514192512750014 62.025417527550012 22.604947139800004 79.532656873050016 119.06105676505001 30.284449345300001 163.10708527260002 8.0437227585500022 17.234959697200004 7.5441126493500006 22.724946859200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 9 8 -8 10 15 23 -13 -14 -15 26 17 18 -4 -20 21 -16 -23 29 25 -25 27 28 -7 -2
right_child=11 3 16 -5 -6 6 7 -9 -10 -11 -12 12 13 14 20 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0024177650015314465 0.00043736824431997245 -0.0024225195856363724 0.0015957739634283627 0.0011980264804949011 -0.0025236458466146518 0.0010453751489162681 -0.0031150852375251494 -0.0025819464912590229 0.0020935197003790116 -0.0025796162396244165 0.0021927971389778234 -0.0027827994029359731 0.0019683695402569266 0.0012218264055386067 0.0013237306615391964 -0.0027324737610069697 -0.0016779635054613195 0.0012358569239363613 -0.0032250418969697178 -3.9498855708863875e-05 -0.0026547206753676144 0.0012210844336385776 -0.0027231370211335355 0.0015986810069548163 0.0014583452542372339 -0.0026579858331946195 0.0022064889636871903 -0.0024824575493882953 -0.0026907270580128623 0.001200405181365349
leaf_weight=1.6445177710265841 173.89695399813354 2.1379657474462972 3.7326689486508284 2.9217536924406877 3.4579669318627557 2.8212325695203586 0.71348565019434262 2.9171375753940083 1.4438275829888878 0.96523269684985358 2.7976507388520986 1.5662853403482575 1.740385614335535 2.2695728549733758 1.4085601908154788 0.9084376012906431 1.6627326622838143 7.7674175500869742 0.7025698302313711 24.190538362367079 1.8201380230020729 0.83688893914222751 1.6350174169056115 1.6254031201824535 1.8438201514072714 3.2731484835967422 1.3176250904798505 0.82100205979077134 0.62636257708072651 8.951317045837639
leaf_count=798 1216 110 95 38 160 106 50 194 14 89 23 40 6 18 10 18 35 38 26 527 54 5 49 14 14 101 4 125 12 45
internal_value=0.000266845 -0.000130185 0.000140264 -0.000580378 -0.000828661 -0.00049316 -0.00022412 -0.0013266 0.000370884 0.000321282 0.000622611 0.000392457 -0.000404171 -2.05057e-05 -0.000454801 -5.37648e-05 0.000250804 0.000338926 9.55496e-05 -0.000129406 -0.00112231 -0.000403537 -0.00138778 0.000439841 -0.000506136 -0.00124557 0.00038185 -0.000181377 0.000366596 0.000474723
internal_weight=264.418 63.5501 39.7004 23.8497 20.9279 17.47 15.332 5.07445 2.15731 10.2575 9.29231 200.867 11.2768 9.71056 7.97018 6.49466 38.0559 36.3932 28.6258 24.8931 5.7006 3.88047 2.47191 189.591 6.74237 4.89855 5.58622 4.2686 3.4476 182.848
internal_count=4034 2462 1519 943 905 745 635 258 64 377 288 1572 182 142 136 265 721 686 648 553 118 64 54 1390 129 115 247 243 118 1261
is_linear=0
shrinkage=0.00235581


Tree=437
num_leaves=31
num_cat=0
split_feature=16 16 17 16 8 13 5 17 2 12 19 17 8 0 3 8 13 16 6 0 5 18 0 18 18 18 5 2 15 16
split_gain=0.40159 0.711172 0.68695 0.673512 0.446103 0.645923 1.03381 1.66219 0.551247 1.21147 0.518616 0.580939 0.441356 0.825449 1.16878 0.825191 0.649391 1.17927 3.25115 1.27852 1.3854 0.997061 1.81016 1.49667 2.00344 1.32621 1.05942 1.75879 0.904842 1.0605
threshold=12.604970524100002 9.719977270450002 159.58247398035004 9.2849782877000013 10.441851282850001 119.06105676505001 32.00428233840001 163.10708527260002 49.864842700850012 79.133367176650012 14.651182102100002 198.49975298390004 8.8430989333000021 87.48511602295001 93.394346993650018 8.7431769115000026 117.61735474900001 22.724946859200003 16.535386346650004 86.20003303655001 22.862610686750006 13.552878921100001 86.135510041400025 13.531614672700002 13.4793103924 13.431026577400003 20.444185446200006 95.420340682600013 20.729785921300003 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 5 8 7 -7 -4 -10 12 -12 15 14 -14 16 21 18 19 20 -18 23 -23 24 25 26 27 -11 -24 -30
right_child=2 -3 4 -5 -6 6 -8 -9 9 10 11 -13 13 -15 -16 -17 17 -19 -20 -21 -22 22 28 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.036042367529608689 -0.038230564114367177 -0.036251582329614701 0.014359092427277797 0.029633751574317649 0.022074206951395555 0.023206538065101385 0.020317009390494061 -0.038358068384978405 -0.026444884060266748 0.031694960639507157 0.023277307266366395 0.0026357715427197197 -0.047126250174485997 0.0047407386903788066 -0.0044339902899795287 0.013114565256485907 -0.00027621489436869227 0.011062527404255392 -0.039567601396915689 0.009893368746485276 -0.032909407461785015 -0.051806845101633844 0.010088419423798168 0.029973540705599138 -0.030047737618742746 0.028352478767184452 0.0019452975112914941 -0.0084030541634057803 -0.0023336055271974791 0.012083085671937088
leaf_weight=0.28467626662313594 0.53460189190809515 0.94023492154519772 3.9465112667530766 0.5676362920057727 1.2498311677481968 0.70623851846903551 0.86124091176316131 2.1644289575051516 1.9052277965238307 3.8599604461342087 2.7497196849435559 4.1604146473109722 1.2145321816205972 3.2975778188556433 2.1694190666312352 7.0733893923461428 4.5357402302324825 4.5307633113116017 3.3700401186943045 6.4503875784575939 2.4236614062683657 0.82278740033507247 9.8334260404517391 2.9237726187566286 1.9775894759222854 2.9546927298651999 35.843712862901157 2.024974137544632 73.172637025592849 6.7685125526040784
leaf_count=455 125 435 28 40 17 10 8 106 46 41 22 35 14 39 43 48 30 30 64 37 33 42 267 62 15 30 584 22 1236 70
internal_value=0.00106244 -0.0153548 0.0012145 0.00769763 0.00132377 0.00118851 -0.0131665 -0.023212 0.00147345 0.00119717 0.00148628 0.0108496 0.00111708 -0.0076663 -0.0197566 0.00146523 0.000954991 -0.00471225 -0.00897163 -0.0012825 -0.011641 0.00181653 -0.000357558 0.00578885 0.00427344 0.00579242 0.00419501 0.0178975 0.000113976 -0.00111296
internal_weight=195.318 1.79255 193.526 0.852313 192.991 191.741 3.73191 2.87067 188.009 184.063 182.158 6.91013 175.248 6.68153 3.38395 168.566 161.493 21.3106 16.7798 13.4098 6.9594 140.182 90.5974 49.5847 46.6609 44.6833 41.7286 5.88493 89.7746 79.9411
internal_count=4034 930 3104 495 2979 2962 124 116 2838 2810 2764 57 2707 96 57 2611 2563 194 164 100 63 2369 1615 754 692 677 647 63 1573 1306
is_linear=0
shrinkage=0.0348455


Tree=438
num_leaves=31
num_cat=0
split_feature=16 16 6 2 0 6 13 16 18 16 18 14 15 2 8 17 15 15 10 3 17 6 17 8 17 19 13 7 10 18
split_gain=2.13369 1.47791 2.14795 1.82416 1.38034 1.48159 1.36474 2.03677 1.35033 2.68511 2.43786 2.32145 2.64172 1.59148 1.97531 1.60096 1.58254 1.58192 1.49429 4.11318 2.62217 2.31708 1.34616 1.72376 2.72716 2.10007 1.97377 1.64245 1.49762 1.49688
threshold=18.594956516900002 15.584963555600002 11.075258771650001 68.946226135900005 85.995710218650018 16.375382608200002 116.60649449195002 22.574947209950004 13.843998451900001 22.654947022900004 14.118140587000001 273.54171774295008 43.890399822900008 103.92649527695001 8.7431769115000026 199.03437346465003 32.548041893900006 30.243446395250004 62.030794443850006 93.281431752200021 195.76335783930003 15.785368822600002 187.51563899930002 8.4434108459500017 189.19102531915004 14.651182102100002 117.70876232545002 20.873561687950005 61.977025281250008 13.077716774800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -7 -8 13 10 11 16 -13 14 -6 18 17 -10 -15 20 21 -20 27 26 -25 -26 28 -9 -24 -30
right_child=4 3 -4 -5 8 6 7 22 9 -11 -12 12 -14 15 -16 -17 -18 -19 19 -21 -22 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.0016018495475111966 -0.0013026406013082949 -0.0026669071268170925 0.00029487393441008362 -0.00035766503162031624 0.0014392858431566756 0.0011605454799944956 -0.0013679426541378505 0.0011389435765186146 0.0002728948545404552 0.00200195469309366 0.00036866860825827616 -0.0031611395963897387 -0.00019475316454665875 0.00080988845175782834 -0.00010409689835114228 0.0017055894915807889 0.00083982405439300158 -0.0021057909451451203 -0.00026290586197340521 -0.0019094543748780762 -0.00099040408318279709 0.0011820552736155859 -0.00076607312052861067 0.0010799677169027236 -0.0022665051189946486 0.00037183083702111488 0.002178322555968872 -0.00056405634441950546 0.0019675389540780375 0.00017856621430825694
leaf_weight=2.9214069369481868 3.3772734042722723 1.6632732036523545 36.125894012162462 22.453178459196351 18.058427885174755 5.4394614994525901 4.2625326933339229 3.0923373550176647 2.7112125083804113 3.6847489401698104 48.801040815189481 2.7955925911664954 2.6447972655296326 19.450509985908866 4.7391642555594435 4.2465571314096442 5.1003343313932419 2.3737756069749594 7.6975110322237112 4.1662512924522153 5.2637636959552756 14.4633916541934 3.219668757170445 4.2049025576561672 3.3272722950205207 2.3167402725666761 4.1436599344015113 14.99654496880248 3.6610249988734704 5.0213160107377917
leaf_count=908 51 52 611 891 143 60 125 17 14 37 405 23 18 86 26 18 20 30 38 31 29 67 30 20 72 17 16 121 13 45
internal_value=0.000238759 -0.000102806 0.000152967 -0.00051693 0.000344902 6.42531e-05 0.000150242 3.63365e-05 0.000454443 0.000235501 0.000134473 -0.000596949 -0.00171906 0.000645418 0.00111845 0.000450368 2.41369e-06 -0.000837524 0.000345935 6.02796e-05 0.000359514 0.000680153 0.000172428 0.000483533 -0.000217149 -0.00118353 0.000913616 -0.000272924 0.00047331 0.00093291
internal_weight=266.424 63.1638 39.0473 24.1165 203.26 57.0627 53.6855 48.246 146.197 68.1115 64.4268 15.6257 5.44039 78.0856 22.7976 55.288 10.1853 5.08499 51.0414 31.5909 27.4247 22.1609 43.9835 25.8946 9.84892 5.64401 16.0457 18.0889 11.902 8.68234
internal_count=4034 2462 1519 943 1572 587 536 476 985 547 510 105 41 438 169 269 64 44 251 165 134 105 351 213 109 89 104 138 88 58
is_linear=0
shrinkage=0.00212766


Tree=439
num_leaves=31
num_cat=0
split_feature=16 16 6 18 3 10 7 8 5 16 5 18 13 16 15 3 18 16 9 13 7 5 17 9 9 6 6 6 15 2
split_gain=2.42931 1.91751 2.50459 2.02288 1.75653 1.58696 2.2689 1.47963 1.44075 1.95516 1.80746 1.55941 1.43603 1.54591 2.54947 1.47766 1.39984 2.18307 1.76435 1.73757 2.49877 1.46708 2.51614 1.8164 3.74929 1.42318 1.47476 1.37338 2.28613 1.34277
threshold=18.594956516900002 15.584963555600002 11.075258771650001 18.273715221050001 93.499196860750018 71.015621515800021 22.356277907050004 8.2435668022500028 13.154029769200003 14.464966174600002 13.812766882300002 17.138111898250003 116.60649449195002 22.574947209950004 46.327654127900004 112.77544165605001 13.843998451900001 22.654947022900004 196.26893085885004 109.63263410155001 23.822419043000004 18.128874633450007 196.31479727660005 204.68881850780005 202.37225149245003 14.825346391850003 16.355382140900002 16.455384477450004 42.246988155050012 178.70687671690004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 6 -3 -7 -4 10 -10 -12 -6 14 15 -14 27 18 19 -18 -21 -20 -23 24 -24 -25 -27 28 -2 -11
right_child=4 3 8 -5 12 7 -8 -9 9 29 11 -13 13 -15 -16 -17 17 -19 21 20 -22 22 23 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0017438118470267214 0.001210829222721261 -0.001447637206502818 0.0018780106919957659 0.0022477707690368776 0.001197033948002892 -0.00077504399625226005 0.0011104717786005885 -0.0024185442246566274 0.0006207238767874933 0.00036134250905638511 -0.0018781320662040928 0.0011267600934450164 -0.0027964377266794425 9.9502943902607629e-05 0.0014826517731253812 0.0011672877347434218 -0.0026451228390612209 0.0022174061492087607 0.00097774096171512979 -0.0013459386212380168 0.0015129011170442012 -0.0020982640384792422 0.00038058801105588555 -0.00042689316531886658 -0.0024903878929245856 0.0015776676660824625 0.00015853301171512912 0.00038977643184735485 -0.00067205519721766057 0.0018529077365744605
leaf_weight=3.3055486975645172 40.242834039032459 3.2187768151634435 3.1832381207495919 1.2572590745985497 5.738997937180101 10.269801390008068 4.5735786145087332 4.2077282248064867 4.1028671038802695 19.681797351222489 5.4081581096106675 1.1392653454095123 3.3292930803727354 48.76755167869851 1.3988046878948805 0.60570340417325486 2.0209621498361212 3.1262455955147734 15.715718539431689 4.0998279489576817 2.8061173409223557 2.5787030188366762 8.8789470195770246 4.7322982372716096 3.438299771398305 10.20389534533024 6.5520646758377543 28.618941195309162 3.8497461117804042 3.9484052690677336
leaf_count=908 252 346 33 17 63 327 84 169 35 151 342 17 118 410 9 9 52 37 78 40 16 33 81 54 33 72 49 135 31 33
internal_value=0.000291624 -0.000102275 0.000203952 -0.000632924 0.000420377 -0.000795555 5.37975e-05 -0.00125271 0.00037581 0.000236318 -0.00059405 -0.00135527 8.67826e-05 -3.09914e-05 -0.00122412 -0.00218631 0.000566232 0.000314907 0.000217447 -0.000741403 -0.000184296 0.000381738 0.000124301 0.00029384 -0.000420831 0.000703495 0.00102274 0.000787976 0.00104643 0.00061057
internal_weight=261.001 64.2964 40.7693 23.5271 196.705 22.2699 7.79236 14.4775 37.4637 34.2805 10.6503 6.54742 59.8404 54.1014 5.3338 3.935 136.865 64.1531 61.0268 8.92691 6.90595 52.0999 36.3842 33.8055 12.3172 21.4883 16.756 72.7115 44.0926 23.6302
internal_count=4034 2462 1519 943 1572 926 430 496 611 578 394 359 609 546 136 127 963 545 508 108 56 400 322 289 114 175 121 418 283 184
is_linear=0
shrinkage=0.00233427


Tree=440
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 12 2 3 13 16 15 13 18 16 18 9 10 9 10 5 2 0 5 15 16 12 7 10 8 5
split_gain=2.65619 1.74026 2.43616 1.93132 2.1175 2.20184 1.85775 1.71932 1.77545 1.98238 2.89091 1.72701 1.67901 2.97035 2.24482 1.92093 2.72692 1.81311 1.6134 3.17726 3.01723 2.24048 2.36682 1.66999 1.53633 1.4489 1.4091 1.98468 1.76837 1.3994
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 15.289002683150001 96.375827709250018 72.843776848050013 93.499196860750018 116.60649449195002 22.574947209950004 46.327654127900004 120.73058926405001 13.843998451900001 22.654947022900004 14.118140587000001 205.22231928645002 62.391047833300007 197.29115675710003 66.964115113200009 18.128874633450007 90.745765132650021 90.297243227400017 21.089169479000002 36.207782793200003 15.404963976500001 81.514192512750014 22.356277907050004 71.096275259700022 8.2435668022500028 13.154029769200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 12 -9 10 11 -10 -2 14 15 16 -14 -18 21 -20 -21 22 -16 -22 25 -4 -7 -28 -29 -27
right_child=7 3 24 -5 6 26 -8 8 9 -11 -12 -13 13 -15 18 -17 17 -19 19 20 23 -23 -24 -25 -26 29 27 28 -30 -31
leaf_value=-0.0014292175028164484 0.00066287814929286387 -0.0024120321050367902 -0.0025625792649226742 0.0010190276387827247 0.00099047052166238345 -0.0012205269134452112 -0.0021398187140369458 0.0010493867777600604 -0.0024134298727785785 8.9590413973455492e-05 0.0012865326596794362 0.00091989083711801014 -0.0026701236138714506 0.0018819206244016908 -0.0011439963134203715 0.00033019275798600587 -0.001362719626391168 0.00068125453814650171 0.00073342754254390003 -0.0024879370041224077 0.00015510689932888793 0.0017183111724739552 0.0010167700045348844 -0.0015290044468536049 0.00098283319706094657 0.0015006189531361776 0.0012719327233036244 0.00019510627453405124 -0.0021328499777315468 -1.2019932833744466e-05
leaf_weight=3.4861252593400414 75.748371683061123 1.7511092321947277 0.78942105895839887 2.7700725151225916 0.84779057279229064 3.2000807041767976 5.2283232884947211 6.4798018373548976 3.7798273921944192 51.937309418572113 1.4659680104814468 0.71047925949096669 2.8363047838211042 4.0017305687069884 3.1403867378830892 6.4153218418359748 3.4549007527530193 3.2319627776741982 16.618587598204613 2.4300080807879594 12.964526401832698 6.7827946394681922 5.1481488049030304 2.7453417582437387 9.1625554934144002 2.6034655747935203 4.4122538953088206 4.5806260392419063 1.7296327799558637 24.492138137924485
leaf_count=908 418 88 31 38 9 321 211 63 105 410 9 22 26 37 39 30 31 17 113 43 80 42 38 49 41 28 74 111 91 511
internal_value=0.000235243 -0.000111072 0.00013846 -0.000523572 -0.000720039 -0.00033896 -0.00170305 0.00034258 7.56545e-05 -3.33316e-05 -0.00110518 -0.00188601 0.00046066 0.000241115 0.000141279 -0.000499499 -0.00105842 -0.000374805 0.000346237 0.000113816 -0.000453832 0.000882261 0.000198092 -0.000139196 0.000285976 5.70006e-05 -7.82205e-05 0.000262695 -0.000442983 0.000133321
internal_weight=274.945 65.0536 40.5337 24.5199 21.7498 15.6737 6.07611 209.892 64.3734 57.8936 5.95627 4.49031 145.518 69.77 65.7683 15.9385 9.52317 6.68686 49.8298 34.7585 18.1399 15.0713 8.28854 15.7099 37.0476 27.885 13.9226 10.7225 6.31026 27.0956
internal_count=4034 2462 1519 943 905 685 220 1572 609 546 136 127 963 545 508 104 74 48 404 285 172 119 77 129 611 570 597 276 202 539
is_linear=0
shrinkage=0.00196157


Tree=441
num_leaves=31
num_cat=0
split_feature=16 16 17 18 4 12 5 2 14 10 18 19 16 18 7 9 0 19 14 15 13 2 0 3 6 10 10 16 16 10
split_gain=1.38079 1.43455 1.72286 2.02925 2.46519 2.45416 1.6919 1.31542 1.75585 1.67127 1.76153 1.22749 1.44287 1.84446 1.37078 2.17162 1.31709 1.8999 1.25661 1.14124 1.12454 1.09358 1.07557 1.01239 1.76581 1.86269 1.36848 3.50252 2.26737 1.45132
threshold=18.594956516900002 15.584963555600002 236.15709471040003 15.078113735950003 180.93811691895004 96.375827709250018 11.270433591700002 137.02423825130003 193.44745668155005 70.389210771400016 13.919698996450002 12.851036860900001 15.404963976500001 15.981927061500002 24.573979631000004 193.24048816455004 97.878695155250014 12.250988447150002 157.58516208295003 19.215947067900004 108.65403534205002 197.87172150825003 92.501778894350011 93.281431752200021 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 5 -5 -3 -1 8 20 10 -9 12 13 14 18 -16 -15 -18 -8 -20 -7 -17 -22 26 25 -25 28 -28 -2 -30
right_child=23 2 -4 4 -6 7 11 9 -10 -11 -12 -13 -14 16 15 21 17 -19 19 -21 22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=-0.0033924762985283767 0.0024498109175826958 -0.0042134449475037753 0.0018370468367741473 0.00064887263899291196 -0.0036604794372082929 -0.00361847708612538 -0.0063212081604948223 -0.0026952321347839545 0.0022893490212398514 -0.0037829004068560871 0.0031516375995780371 -0.0024864448292345426 0.0017694444216632113 0.0035192934055550238 0.00065675567780712875 -0.0042832777164536545 0.0011441755931574935 -0.0022975875140537816 -0.0013357347989231103 0.0016261544327842159 -0.0035027362259523812 -0.00019379038018020638 0.0036171169452653396 -0.0040393031509507434 0.00023348033527855548 0.00046267061784337064 0.00047336777999312855 -0.0027753397498976014 0.00049427419311738174 0.0025822484456329
leaf_weight=1.3657075814553525 9.5703301355242711 1.5560744284302988 2.3734317058697334 1.9867517538368691 5.4817340294248424 1.1293034320697173 0.30126015935093331 1.0145397747401155 4.5951554722269066 1.6810625006910411 1.2804239043034611 1.5873657531919878 7.6214271802455178 1.9087837315164495 2.377016123442445 3.102248718496412 10.464051872462731 2.118575685308314 2.1786531377001666 4.1532544872316066 0.35536808060714953 0.93476078938692797 0.67731088399887085 2.2473032146808682 62.559853050624952 1.8330570440739391 53.8636898486875 3.9101884253323069 41.91880702227354 4.0064454972743979
leaf_count=798 99 84 38 20 244 134 5 87 80 140 11 35 38 10 74 64 187 36 188 62 102 22 3 49 642 15 434 32 260 41
internal_value=0.000274408 -0.000159893 -0.000831069 -0.00115158 -0.00251411 -0.000323536 0.00022984 0.000240416 0.00113047 -0.00127219 0.000566899 0.000364462 0.000493172 0.000139958 -0.000764028 -0.00185653 0.000953853 0.000564675 0.000292379 0.000607041 -0.00133267 -0.00333637 0.00116702 0.000419837 9.56938e-05 -0.00201684 0.000610542 0.000253492 0.00098225 0.000676426
internal_weight=240.154 60.2443 22.1312 19.7577 7.46849 12.2892 38.1131 10.7332 6.75714 3.97603 2.29496 36.7474 35.16 27.5386 13.0472 6.41403 14.4914 12.5826 6.63317 6.33191 2.16198 4.03701 1.03268 179.91 66.6402 4.08036 113.269 57.7739 55.4956 45.9253
internal_count=4034 2462 943 905 264 641 1519 557 319 238 98 721 686 648 415 160 233 223 255 250 239 86 105 1572 706 64 866 466 400 301
is_linear=0
shrinkage=0.00331438


Tree=442
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 7 9 19 16 5 18 9 5 6 0 2 13 16 17 16 16 7 9 12 6 19 10 2 5 5
split_gain=3.43838 2.21723 3.03426 2.51044 2.77208 3.05219 2.15659 1.7162 1.6026 1.96369 1.82405 2.328 1.57414 2.52795 2.41258 1.9374 2.01978 2.59618 1.7416 1.70855 1.59697 1.52959 1.50604 1.55489 1.4613 2.41906 1.42359 1.3068 2.18654 1.20472
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 22.356277907050004 191.72037998490001 12.551012654050002 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 23.626838821450004 16.405383309150004 86.479632682150012 315.94243452415003 117.60660091645001 22.724946859200003 203.72643944000004 22.584947186600004 21.094950670800003 21.725272673150005 198.74336288960004 161.47699165635004 14.185331438000002 11.950964240300001 76.279622535200005 159.16196025500003 17.089764221050004 13.154029769200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 26 -8 9 24 22 -12 -2 18 15 16 -15 19 -14 20 -18 -19 23 -11 25 29 -6 -7 -29 -4
right_child=12 3 8 -5 6 27 7 -9 -10 10 11 -13 13 14 -16 -17 17 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0014119737784580092 0.00042971253133529212 -0.0012693672686662722 0.0017500540226136922 0.0011035480553137857 0.00091417602329510114 0.0015514818016832068 8.8574780239988025e-05 -0.0018587447009648518 0.00097227543597941683 -0.0024234520463745348 -0.0020691716451217111 0.00077389588725302835 -0.0022093959874032419 0.00067713673878512547 0.0016678692515671723 -0.0020976848120192629 -0.0019509213755725457 -0.00060248294299580958 0.00033362300361684062 -0.002557295557199434 0.0011280898866479541 0.0010118448385260485 0.0010178604392011958 0.00032283623787455069 0.0021222878478555744 -0.001520439680514609 -0.0019914934227365307 0.0016233368347624512 -0.002451057522484553 0.0003269664151095105
leaf_weight=4.0421824633376664 167.4675282756798 3.6647341781063059 2.6230645135510775 2.9573982423171392 2.35668056551367 3.8982542678713799 1.8920869436115015 10.687605977058409 9.5906045585870725 1.2439449488883823 3.9279259049217217 1.3832227215170858 2.8744879207806653 11.88581350701862 3.431405007839202 1.4919761149212707 1.1417361227795475 3.9600123632699233 1.4336193036288021 2.5305030150339007 1.257083974778652 4.4022911144420505 3.4277032513637096 1.7801847953232934 1.7439034432172764 2.2173106148838988 0.8029475591611116 0.95907427184283711 0.91336925595533103 10.863935515051706
leaf_count=908 1102 346 27 38 29 15 19 320 41 98 78 18 58 122 15 47 86 32 13 41 6 50 17 126 6 48 107 6 63 152
internal_value=0.000228831 -0.000127973 0.000141947 -0.000539049 -0.000732012 7.571e-05 -0.00121623 -0.00156585 0.000303827 8.43626e-05 -0.000510763 -0.00132873 0.000354276 -1.28692e-05 0.000180386 -1.09997e-05 0.000112654 -0.000392125 -0.00136315 -0.00147699 -0.000337388 0.000247372 0.000162588 -0.000806821 0.000485575 0.000303825 0.000175766 0.000929914 -0.000364134 0.00060374
internal_weight=272.853 70.9761 42.844 28.1322 25.1748 9.43543 15.7393 12.5797 38.8018 29.2112 11.763 5.31115 201.876 34.4089 30.1008 26.6694 25.1774 13.2916 4.30811 4.92932 2.39882 8.3623 6.45183 3.02413 17.4482 15.7043 3.15963 5.7707 1.87244 13.487
internal_count=4034 2462 1519 943 905 430 475 339 611 570 337 96 1572 470 399 384 337 215 71 133 92 82 241 224 233 227 136 84 69 179
is_linear=0
shrinkage=0.00188464


Tree=443
num_leaves=31
num_cat=0
split_feature=8 9 10 4 10 0 0 5 10 16 9 14 0 16 3 15 16 19 15 19 10 17 18 5 5 15 10 6 5 6
split_gain=1.7564 1.8943 1.7476 1.51148 1.33604 3.66494 2.67376 3.15877 1.98107 2.13305 1.97928 1.77982 1.76225 3.18199 2.79396 2.66328 1.78886 2.0474 2.07253 1.71311 1.60121 2.23512 1.49548 1.47925 2.08575 2.71973 1.4227 1.3992 1.74775 1.28502
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 66.964115113200009 90.407470010750018 91.937202686950016 20.769304081650002 65.611820673600008 22.514947350300002 208.51380245710001 168.39662374755002 94.047642319350018 19.199955102150003 84.812788641250009 28.862433654350003 18.764956119400004 12.651020723000002 24.006097767650004 13.851117550450002 64.407391431150018 193.46017548480003 13.975517741000003 13.8160216159 16.903404623850005 29.037712645600003 62.837331883000012 15.155354102400002 20.204934414350003 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=1 2 3 -1 5 8 22 12 9 10 20 -12 13 -8 16 -16 17 -14 -19 -15 -2 -22 -6 -20 -25 -26 27 -11 -29 -30
right_child=4 -3 -4 -5 6 -7 7 -9 -10 26 11 -13 14 19 15 -17 -18 18 23 -21 21 -23 -24 24 25 -27 -28 28 29 -31
leaf_value=0.00042020934616185916 0.0019626126985496871 -0.0024681548623743449 -0.0024689380360994385 -0.0025856847268061912 8.1354944473581098e-05 0.00194904072083901 0.0020460539297414196 -0.0028645325410083088 -0.00104494177819362 -0.0012481454899161519 0.0016268787380594896 -0.0013363802030828978 0.00039718438576776693 -0.0013604384267319415 0.00016059844750444184 -0.0030168124896890127 0.0010335098183475359 -0.001698974530505773 0.0016961550697714256 0.00086165476286301668 0.0018145844747568384 -0.0011125999674841472 -0.0030188530260946396 -0.0021985349540363124 0.0012714629705437501 -0.0017787485340384666 0.0018006636257105752 0.0017029160962619392 0.001313282489085742 0.0001482428154122742
leaf_weight=11.002189187856859 11.926470056176191 2.3794911793083875 1.6445301562780503 1.0475751682533871 1.4138047997839742 8.8664694763720018 7.8467534799128762 1.9110569637268771 5.4862900972366324 3.5204875767230979 1.8323302632197727 3.1536745866760612 31.9065378975356 3.4709864966571313 2.9304977394640437 3.1081165252253413 12.60993569716811 6.4269710803637308 2.3171004820615044 4.6299110949039459 3.1936553907580665 2.7985243573784828 2.3998250958975405 2.7538041691295785 4.9268127242103219 2.5296828774735332 3.4217573627829543 4.7410704903304568 5.7499109059572211 92.462979079340585
leaf_count=218 103 486 702 54 21 56 48 64 35 24 16 35 655 25 21 144 50 159 27 24 25 17 37 85 32 88 28 37 35 683
internal_value=0.000266195 -0.000498866 -0.000156687 0.000158885 0.000317792 0.000458721 9.03544e-05 0.000175904 0.000363168 0.00042134 0.00108515 -0.000247398 0.000243896 0.000960781 7.94202e-05 -0.00147484 0.000227292 2.74068e-05 -0.000595052 -9.04441e-05 0.00145594 0.000447503 -0.00186953 -2.87037e-05 -0.000420139 0.000236651 0.000282987 0.000234214 0.000284903 0.000216451
internal_weight=254.409 16.0738 13.6943 12.0498 238.335 147.154 91.1818 87.3682 138.287 132.801 22.9047 4.986 85.4571 15.9477 69.5095 6.03861 63.4708 50.8609 18.9544 8.1009 17.9186 5.99218 3.81363 12.5274 10.2103 7.4565 109.896 106.474 102.954 98.2129
internal_count=4034 1460 974 272 2574 1094 1480 1422 1038 1003 196 51 1358 97 1261 165 1096 1046 391 49 145 42 58 232 205 120 807 779 755 718
is_linear=0
shrinkage=0.0023912


Tree=444
num_leaves=31
num_cat=0
split_feature=10 18 6 18 16 16 10 16 16 10 18 8 12 19 12 19 16 5 7 6 6 14 16 19 15 7 13 16 10 18
split_gain=0.456626 0.720183 0.581345 0.494686 0.495181 1.70997 0.493693 0.493463 1.33003 1.21996 1.33533 1.20819 1.69101 0.932845 1.69011 0.886927 0.865142 1.07595 1.57102 0.901646 1.48341 0.885544 0.844798 0.831712 0.830879 0.825345 0.842991 0.713071 0.654239 0.63357
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 17.138111898250003 17.684958644900004 14.544965987550002 82.457699319000014 18.594956516900002 15.584963555600002 71.015621515800021 13.919698996450002 8.2435668022500028 151.46967002190004 12.551012654050002 145.97209859650005 12.851036860900001 15.404963976500001 15.237417718750002 24.607636026300003 14.185331438000002 12.525292651450002 157.58516208295003 16.954960351900002 13.351077205700003 19.215947067900004 24.803880018200001 109.72404167800001 16.604961170400003 70.897329358050015 15.042884401850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 7 5 -5 -4 8 15 10 22 12 13 -11 23 16 17 19 21 20 -1 -19 27 -15 -23 -12 -27 -10 -24 -9
right_child=1 2 6 4 -6 -7 -8 29 9 11 25 -13 -14 14 -16 -17 -18 18 -20 -21 -22 24 28 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0096160921322505002 -0.034298269662157869 -0.033290843588251635 -0.034980814267372866 0.034896844039889068 0.03332301925135684 -0.034243632028395213 0.015474513515461698 0.0014542489205737353 -0.033244502923511485 0.024300337479145756 0.031656967671323415 -0.035367235000238355 -0.035085727819588602 -0.036574520192587487 0.028637228663271924 -0.023393463869949085 0.014034581148550008 -0.052791725227976663 -0.025982591861890374 0.03471154620292552 -0.025885462610276098 -0.021641792567008204 -0.034639180942493047 0.002790234750604683 0.013607522252924973 -0.034900115096303537 0.03345354437037934 0.024842787523892296 0.034106291453495426 0.0087673602216311441
leaf_weight=7.5086230520682964 0.9544665309513215 0.44269664384773966 0.23456233181059349 0.83071472484152697 0.99425312131643284 0.67033927817828953 1.4109565489052327 141.18430778884795 0.30313718196703054 1.2889339807443301 1.7562796428974254 2.6129033337347209 1.8950739953143054 1.5307723847217864 0.94145449809730042 1.3048116579011537 6.3926374218426636 0.27539159520529111 3.2169405573222321 1.1021137982606877 1.4576074536889789 0.86162993097241258 1.4594116707885403 0.87474522087723006 3.5546890281402739 0.47670396085595701 0.30803706496953964 0.79134502928354777 0.15923896431922901 13.45724232541397
leaf_count=131 371 425 7 9 17 41 157 1453 82 13 19 161 164 73 10 38 42 3 68 6 42 180 243 15 61 64 3 18 1 117
internal_value=0.00125695 -0.0111236 -0.000531104 0.00144796 0.0156959 0.00402016 0.0082823 0.00126537 -0.00191943 -0.00975406 0.00261245 -0.01686 -0.00945561 0.00102152 -0.00794326 0.00247418 0.0038592 0.000240824 -0.0086487 0.00722352 0.00384473 0.00323654 -0.0130993 -0.0222599 0.00673033 0.0193884 -0.00806902 0.00875443 -0.0278762 0.00209065
internal_weight=200.252 3.04268 2.08822 197.209 2.49531 1.50105 1.64552 194.714 40.0725 14.398 5.25415 9.14388 6.53098 4.63591 3.34697 25.6744 24.3696 17.977 7.90865 10.0683 8.96623 4.69171 2.71313 2.40552 4.41632 2.54102 0.784741 1.09448 1.61865 154.642
internal_count=4034 960 589 3074 67 50 164 3007 1437 866 430 436 275 111 98 571 533 491 312 179 173 244 344 88 241 86 67 100 244 1570
is_linear=0
shrinkage=0.0322042


Tree=445
num_leaves=31
num_cat=0
split_feature=16 16 5 14 10 13 0 19 9 8 19 16 5 2 12 3 6 10 4 9 9 0 7 8 8 3 10 16 16 6
split_gain=1.62005 1.25853 1.61618 1.5759 1.19499 1.94206 1.67022 1.85074 1.62954 1.16773 1.15981 1.31867 1.45756 1.05525 1.05419 0.961466 1.75643 2.16788 1.27055 1.23022 2.29743 1.78893 1.80579 1.50443 2.51253 1.22532 1.20156 3.29152 2.44702 1.81095
threshold=18.594956516900002 15.584963555600002 11.270433591700002 171.16849715720005 71.015621515800021 110.06278740240002 99.994511703900017 12.451004585100002 38.295222230400007 8.1436447804000007 12.851036860900001 15.404963976500001 13.154029769200003 184.38272419390003 81.514192512750014 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 186.68586460755003 185.44496129890004 85.861287312150012 22.381996090050006 8.3434888241000014 8.1436447804000007 108.56262776565002 64.407391431150018 20.959950986500004 22.494947397000004 16.235379337050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 8 7 -6 -5 -8 11 12 -4 -10 -14 26 17 -17 19 20 21 22 23 24 25 -18 28 29 -2 -28
right_child=15 3 10 4 6 -7 9 -9 13 -11 -12 -13 14 -15 -16 16 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0030755884263080745 0.0022454251113033902 -0.0031221356560602082 0.0019964528533434503 -0.0033815880073437637 0.0019065711919933762 -0.0035501536169453723 0.0008263669125915912 -0.0026716520690064651 0.002358411308155508 -0.0026333758328957332 -0.0023155896343078539 0.0015594493066513708 -0.0043727527406732985 -0.0015468809056388439 -6.6636409114156103e-05 -0.0036166850076727948 0.0017975812464111958 0.00066885103893815493 -0.00057454731154196184 0.00010377663270094376 0.0028960637558442972 -0.0015544650440839551 0.0029107888518157296 0.0022490741136073976 -0.0032895806256746903 -0.0015566895282688154 0.00025632086619767607 -0.0023303657815550807 0.00060805695446796511 0.001779816906038815
leaf_weight=1.3198191949923046 10.025680422782896 2.2409029045375091 3.2076925158908152 0.61575185065157967 0.92449128208681752 0.8870306973112746 4.6744636274524964 5.7121117985225283 4.3005766500718892 1.0827787937596438 1.4513809283380386 7.2152868192642918 0.52474794874433683 0.72924958076328028 21.647379087633453 2.4004322636756106 3.187828925438227 1.9102007169276474 13.104453193140214 31.86936620878987 4.6731896661221972 3.0766160376369944 3.2869219351559869 2.6029069423675537 1.9649335443973539 1.4179627641569821 48.226635969709605 4.0279528610408297 45.801168218255043 8.2311688847839815
leaf_count=798 99 116 95 26 16 175 126 296 97 26 35 38 26 65 527 49 39 15 197 238 36 21 12 11 17 71 385 32 301 49
internal_value=0.000282213 -0.000162756 0.000183756 -0.000741706 -0.000459862 0.000579118 -0.00100749 -0.0020339 0.00122791 0.000175685 0.000310105 0.000427021 0.00010508 0.0017922 -0.000168549 0.000417599 0.000138233 -0.00171761 0.00026096 0.000471192 0.00105056 0.000495484 0.00100163 0.000317582 -0.000447554 0.000764918 0.000584515 0.000291389 0.000902104 0.000478436
internal_weight=242.341 56.5337 35.3663 21.1674 18.9265 6.53261 12.3938 6.6366 5.64558 5.75724 34.0465 32.5951 25.3798 5.02983 22.1721 185.807 69.4948 4.31063 65.1842 52.0797 20.2104 15.5372 12.4606 9.17363 6.57073 4.60579 116.313 60.4858 55.8268 56.4578
internal_count=4034 2462 1519 943 827 363 464 312 188 152 721 686 648 162 553 1572 706 64 642 445 207 171 150 138 127 110 866 466 400 434
is_linear=0
shrinkage=0.00300193


Tree=446
num_leaves=31
num_cat=0
split_feature=16 16 5 17 18 12 2 5 6 0 17 14 10 18 0 10 8 19 16 5 13 16 2 16 16 7 5 17 17 10
split_gain=1.80957 1.46288 1.94754 1.52387 1.86851 2.03707 1.64594 1.30276 2.29578 2.37285 1.44625 1.23485 1.59866 2.08242 1.1989 1.23416 1.57512 1.11848 1.23199 1.56811 1.06908 2.90685 1.64122 1.49739 1.71269 1.4526 1.18824 1.02208 1.80222 1.37518
threshold=18.594956516900002 15.584963555600002 11.270433591700002 236.15709471040003 15.289002683150001 96.375827709250018 72.843776848050013 23.626838821450004 16.405383309150004 86.479632682150012 203.72643944000004 234.57881148155005 70.389210771400016 13.919698996450002 81.446839061900008 71.096275259700022 8.2435668022500028 12.851036860900001 15.404963976500001 13.154029769200003 117.60660091645001 22.724946859200003 296.99113550545002 22.584947186600004 21.094950670800003 21.725272673150005 27.973578737350003 181.44667750215004 183.49170501290004 66.964115113200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 27 10 20 -9 14 13 -13 -7 -16 -17 18 19 -4 22 23 -10 24 -22 -23 -27 -2 -29 -30
right_child=7 3 17 -5 6 11 -8 8 9 -11 -12 12 -14 -15 15 16 -18 -19 -20 -21 21 25 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.0026688498321702689 0.0015669728757386938 -0.0031635469624894386 0.0017812958138611916 0.0013315227288247301 0.0012504391043560649 -0.0026521520889225148 -0.0028053110918541406 -0.0029979464467101342 0.00081104971023024212 0.0022432648780603653 0.00030902742945293038 -0.0032418108470915262 -0.0028633352927638998 0.0024650764754601258 0.0020639415164986669 0.00077467012368378108 -0.0028301131269581458 -0.0018486106383119242 0.0013449328276792054 -9.3555929457713141e-05 -0.0027233641245880758 -0.00082194134243917887 -0.0021121963237549753 -0.0035583348306323604 0.0014657454409501842 0.00015490191238467713 0.0026961509265397 -0.0012470182554075843 0.00065170569117399112 7.8749007364686038e-05
leaf_weight=1.5393928379635315 5.8204265832900992 1.5941424933262229 3.4625051333277979 2.3226363910362116 0.79299372807145019 0.7404042392736282 4.5479454328306019 2.6923440308310083 11.321309374878188 3.3631659112870684 1.3349224366247652 0.66518236149568055 2.0176032707677223 1.2281489940360186 3.1474766219034791 3.6186394288670272 1.0569141786545513 1.5415130387991656 7.4794882386922827 23.061011575453449 1.4022499131970101 4.1488576475530845 1.463635436259209 2.5058042421005666 1.2419221140444276 2.8772586537525058 2.1842751167714596 4.0727123841643325 110.13102586194873 38.031239449977875
leaf_count=798 36 88 95 38 9 161 211 58 117 15 13 50 162 11 78 60 75 35 38 553 86 32 50 41 6 40 12 28 711 327
internal_value=0.000276955 -0.000121856 0.00019177 -0.000657033 -0.000894994 -0.000398374 -0.00220314 0.000398749 -5.83199e-05 0.000185026 -0.00190178 -4.50027e-05 -0.00125443 0.000460081 0.000507344 0.000806372 -4.01952e-05 0.000315661 0.000413777 0.000151196 -6.99795e-05 -0.000556412 0.000476393 -0.00211942 -0.000755811 0.000317545 0.00125156 0.00049862 0.000457774 0.000504635
internal_weight=251.407 58.816 37.0839 21.7321 19.4095 14.0685 5.34094 192.591 34.5357 30.5085 4.02727 12.4744 3.91093 1.89333 8.56343 7.82303 4.67555 35.5445 34.003 26.5235 27.1453 14.3604 12.7849 5.14998 2.64417 9.21039 5.06153 158.055 152.235 148.162
internal_count=4034 2462 1519 943 905 685 220 1572 470 399 71 597 223 61 374 213 135 721 686 648 384 217 167 133 92 84 52 1102 1066 1038
is_linear=0
shrinkage=0.00259775


Tree=447
num_leaves=31
num_cat=0
split_feature=16 15 6 0 19 3 19 13 7 7 10 17 15 15 2 0 17 7 5 2 10 3 15 9 16 17 13 0 0 0
split_gain=0.43734 1.00698 0.712399 0.705837 0.479761 1.04347 1.13276 1.14067 0.866657 1.7424 0.697493 1.96205 1.26843 0.628813 0.59784 0.517092 0.566145 0.761108 0.514371 0.977008 0.72042 1.67278 1.18299 0.960207 0.910387 2.64847 1.84312 1.59635 1.25325 1.22746
threshold=13.564968279200002 18.019770707250004 11.755274660100001 100.69082235970002 11.850956171350001 81.105404879350019 13.351077205700003 96.244112611900007 25.987500066900001 26.064266158200002 76.279622535200005 195.00249838555001 21.178773360300003 24.273602154900001 78.595990734650016 101.86567856270001 172.24349499320002 19.078733418100004 16.569990495050003 80.683647763550013 70.206395618550019 83.538459487450012 29.037712645600003 204.68881850780005 19.199955102150003 171.92791459955001 109.72404167800001 94.047642319350018 92.501778894350011 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 15 6 7 -6 -9 -10 12 -12 -7 -8 -11 16 17 -2 19 -14 24 -22 23 -23 25 28 -26 -27 -20 -28
right_child=4 -3 3 -5 5 10 13 8 9 14 11 -13 18 -15 -16 -17 -18 -19 20 -21 21 22 -24 -25 26 27 29 -29 -30 -31
leaf_value=-0.028157807227269564 0.025372824188714106 -0.031266274902927424 -0.029734424124079884 0.011587923573408855 0.0160682387880005 -0.026258914712102677 -0.017736039767144603 -0.030622246949099582 0.022984907322447488 0.004483045110634719 -0.032589133922920038 0.023200608089963378 0.020444919222496145 0.010521940460819378 -0.030030260977137881 0.002593330474525811 0.028245923241107519 -0.029299517769508347 -0.039711869019041661 0.0014055741173218984 0.0016733560197617983 0.0035076310774952886 -0.02943129615594579 -0.023640793121464387 -0.024524974427343159 0.020649439932541546 0.0011773277082700972 -0.0086727761857575674 0.029228565436609243 0.017160859448575049
leaf_weight=0.58000872653792557 0.42116837576031629 1.0651815689343491 0.37376536414376493 2.3574121064157225 0.83621621981728633 1.2948598308576027 0.77365178009495172 2.651631876709871 0.93800898827612433 0.50445031467825208 0.59114962640160174 2.9328578744316474 3.1805113789159787 2.9894055207259953 1.7526363658253101 3.9947377511998639 1.649321492644958 0.37627467117272317 1.0999770282942325 6.2118936415063217 15.414684402290733 2.9273898449027902 2.6618999614729546 1.5578767859842626 2.1334078544750801 7.533617797540499 125.52563738834579 1.794148340821266 0.25316132605075825 3.8653033003211013
leaf_count=733 4 162 111 39 86 89 37 126 9 24 71 39 18 48 90 81 21 41 255 86 100 41 236 46 24 138 1245 11 2 21
internal_value=0.00109506 -0.00763926 -3.86449e-05 0.0059329 0.00129021 0.00103525 -0.0075474 -0.0144507 -0.0188156 -0.00901713 0.00153617 0.0138419 0.00128901 0.00471235 -0.0223167 0.00878799 0.0189018 -0.000424401 0.00149382 0.00785279 0.00113134 -0.00350637 -0.0146778 -0.00592189 0.00186714 0.00971099 0.00123015 0.0150095 -0.0268137 0.0016548
internal_weight=200.242 4.37637 3.31119 2.73118 195.866 189.424 10.446 6.68294 5.84673 3.1951 178.978 3.52401 175.454 3.76306 2.25709 6.4415 2.44676 0.797443 174.16 9.39241 164.767 22.5619 7.14717 4.48527 142.205 10.6809 131.524 9.32777 1.35314 129.391
internal_count=4034 1045 883 150 2989 2842 420 335 249 123 2422 110 2312 85 114 147 66 45 2223 104 2119 423 323 87 1696 406 1290 149 257 1266
is_linear=0
shrinkage=0.0279367


Tree=448
num_leaves=31
num_cat=0
split_feature=9 9 10 9 0 5 16 3 10 16 16 17 10 10 0 5 10 18 4 6 9 2 7 6 7 6 7 19 19 15
split_gain=1.50279 2.29674 1.74753 1.5239 2.74756 3.20859 1.69001 2.43042 1.67525 3.71103 2.71171 3.23615 2.13336 2.03332 2.47934 2.8051 2.37945 1.45377 1.39213 1.47082 1.38772 1.57061 2.17088 2.37003 3.32819 1.88681 1.79679 1.8245 2.38149 3.11732
threshold=179.18874144770004 177.77223095870002 72.378669787950017 186.68586460755003 85.732241321850012 29.996566321350006 22.664946999500003 94.972471916200007 64.407391431150018 22.494947397000004 20.894951138500005 199.59317753375004 62.837331883000012 66.964115113200009 91.937202686950016 20.769304081650002 66.351146659450009 13.927976454650002 377.6847677435 17.475408310100004 191.72037998490001 108.63443756215001 23.109894804950002 16.505385645700006 22.870118039000001 16.525386113000007 23.604435110900003 14.551174033150001 14.451165964200003 41.800301886400014
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 5 6 -5 -8 9 -6 13 -12 20 16 -15 17 -10 -16 19 -1 -11 -22 23 24 -23 26 -24 28 -28 -30
right_child=3 -3 -4 4 8 -7 7 -9 10 12 11 -13 -14 14 15 -17 -18 -19 -20 -21 21 22 25 -25 -26 -27 27 -29 29 -31
leaf_value=0.00055850130967133684 0.0010470933535560855 -0.0041197490888074187 -0.0029495527997499544 -0.0032650716204838349 0.0021001354695219135 0.0017541455559762949 0.00045961467428527362 -0.0026211059734360326 7.0837818575292456e-05 -0.00079982422399605551 0.00033884038176559741 -0.0038699522995838346 0.0023192688190448612 -0.0023590742911046665 0.0019237991387117035 -0.0033495727300156559 0.0025984197432218931 0.00015932481353505786 -0.0030797235080651589 -0.0030113152478363206 0.0014915325743496178 -1.6010561720208783e-05 0.0013985027185872626 0.00046127227625072703 -0.0046130191436801046 -0.0011956800268967398 0.00038222958558963471 0.0020166721029746507 -0.004140525758237785 0.00064982280392249356
leaf_weight=13.661681274388689 23.119388529274147 1.3190405760542478 1.7148691404727276 3.4152084204833946 12.351438436657189 2.9537649787962428 4.7734310221858305 3.7064742287620902 6.1449010968208295 8.2713882494717819 2.9883110374212256 2.9656167030334473 4.5337451472878447 3.2932555759325615 4.0140605121850959 1.8037986162817095 5.9950031042098999 72.847336987702874 1.0564762767171476 1.0098677532514546 9.8559865951538068 2.5794629994779807 17.77396678365767 4.9792199693620205 2.5533158518373966 4.7074010632932177 15.752735335379844 3.7977932430803767 2.4522863402962676 2.0172679014503956
leaf_count=500 172 17 744 132 109 18 41 71 36 50 14 28 41 48 21 64 33 1285 73 161 45 18 69 23 25 30 99 19 30 18
internal_value=0.000288674 -0.000488054 -0.000213423 0.000352132 0.000274335 -0.000908533 -0.00156972 -0.000886935 0.000365969 0.000644818 0.000110605 -0.00175753 0.000418071 0.000228808 6.73225e-05 0.000168902 0.00131902 0.000251474 8.49046e-05 0.000312785 0.000302745 0.000439948 0.000256875 -0.000941754 -0.00230281 0.000517523 0.000710487 0.000201381 -0.000139535 -0.00197847
internal_weight=248.408 18.7619 17.4429 229.647 206.527 14.8489 11.8951 8.47991 191.678 91.626 100.052 5.95393 79.2746 94.0984 81.9585 78.6652 12.1399 76.8614 15.728 14.6715 74.7408 66.4694 56.6134 10.112 5.13278 46.5015 41.794 24.0201 20.2223 4.46955
internal_count=4034 1495 1478 2539 2367 262 244 112 2105 576 1529 42 467 1487 1418 1370 69 1306 734 661 426 376 331 66 43 265 235 166 147 48
is_linear=0
shrinkage=0.00285438


Tree=449
num_leaves=31
num_cat=0
split_feature=16 5 3 10 16 16 18 10 19 5 15 19 9 13 19 0 6 6 15 6 13 16 15 13 17 5 2 16 0 18
split_gain=3.35056 1.74865 1.69259 1.74486 3.98686 2.28413 1.74121 1.99851 1.71851 2.0492 2.91174 2.42771 2.13572 4.08948 2.7395 1.60158 1.53839 1.52208 1.66905 1.50561 1.43755 1.87812 2.75615 1.47844 1.3765 1.9404 2.09065 1.65339 2.05164 3.57393
threshold=18.594956516900002 18.393720489900002 93.499196860750018 64.407391431150018 20.959950986500004 22.494947397000004 13.065205089100003 62.837331883000012 14.551174033150001 21.850554661550003 45.169600924000008 14.451165964200003 200.17144541975003 117.56896250265002 14.351157895250003 86.643628628100018 5.1651206822000004 16.235379337050002 28.343014915050002 16.315381206250006 116.60649449195002 22.574947209950004 46.327654127900004 120.87576600310001 190.25644477395002 21.072048321250005 80.683647763550013 19.974953289850003 93.953546284800012 14.773181214800003
decision_type=2 2 2 2 2 2 2 2 2 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 17 15 -7 8 9 12 -11 -12 14 -14 -8 -2 -1 18 -5 -19 -4 22 23 -22 -20 26 -26 28 -28 -30
right_child=2 -3 20 4 -6 6 7 -9 -10 10 11 -13 13 -15 -16 -17 -18 19 24 -21 21 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0021695164624379276 3.6427446414296766e-05 -0.00099238573147926424 0.0011010253651151131 0.00095212412377865588 -0.0017576619917466362 0.0017911070105121757 -0.00089684864530563825 0.0017820650433622257 0.0011359753310655025 0.00089265142236479792 -0.002767014311394634 0.00058954376981432122 -0.0028514187726843315 0.00079994224687247547 0.00094845878274771214 0.0019304630830054238 5.8481975565944276e-05 0.0023265941356744985 0.0008423359840684496 0.00050823216880349718 -0.002530022577989793 0.00014371912858703999 0.0014142126484094878 0.00083125351191257386 -0.0013348074367996248 -0.0016198302139255297 0.0014670591513551807 -0.00076867045881780357 -0.0020596592109096046 0.00066533218586219362
leaf_weight=1.4394400388700876 2.5055281594395629 9.3200910417654068 6.0926048234105101 12.79326620697975 4.0789049640297881 5.0526129752397528 6.5477483794093159 5.0097217038273802 11.049891132861374 22.367676757276062 1.9631444457918397 1.9388794489204884 3.4815762154757968 2.3097451254725456 8.2067566290497762 10.452107757329939 55.332300476264209 3.4748220741748792 8.3599371891468746 5.0676362365484238 3.6334213800728312 51.037333591491915 1.4407080668024717 0.70776951313018788 4.1965822279453304 3.5096797021105877 7.2949423901736798 5.2826718073338261 2.8212627712637177 9.5680248867720348
leaf_count=657 15 736 63 66 32 18 31 41 64 106 28 17 42 9 36 90 1069 16 48 33 113 410 9 14 49 48 35 49 44 46
internal_value=0.000279627 -0.000138233 0.000410984 0.000535731 0.000280268 0.000745595 0.000589436 0.00049287 0.000381257 0.000203121 0.000596792 -0.00109917 -0.000300223 -0.00139515 0.000129549 0.00156423 1.99137e-06 0.000413548 0.000281135 0.00124789 0.000118838 1.35202e-05 -0.00113576 -0.00198201 7.1935e-05 -0.000125184 5.46891e-05 0.000288244 0.000571889 4.48028e-05
internal_weight=276.337 66.0918 210.245 147.333 66.4477 80.8854 67.9278 62.8751 57.8654 46.8155 26.2697 3.90202 20.5458 5.79132 14.7545 12.9576 56.7717 62.3688 53.8264 8.54246 62.9118 56.8192 5.7819 4.34119 41.0331 32.6732 29.1635 24.9669 19.6842 12.3893
internal_count=4034 2462 1572 963 466 497 392 374 333 269 151 45 118 51 67 105 1726 434 385 49 609 546 136 127 319 271 223 174 125 90
is_linear=0
shrinkage=0.00212766


Tree=450
num_leaves=31
num_cat=0
split_feature=16 16 6 18 17 4 14 10 18 0 6 18 16 0 10 18 14 13 2 8 5 15 7 15 15 10 16 5 13 16
split_gain=2.92072 1.71211 2.50486 1.92821 2.27147 1.71369 1.97801 2.01391 2.60253 1.66987 1.98183 1.9712 2.83315 2.10726 3.98411 2.72612 1.8476 2.37974 1.75029 1.71725 1.59972 1.53517 1.84767 1.45394 1.54543 1.4469 1.40941 1.93656 1.36513 1.81544
threshold=18.594956516900002 15.584963555600002 11.075258771650001 17.551307094650003 205.10400128480003 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 85.995710218650018 16.375382608200002 13.843998451900001 22.654947022900004 96.163458868000006 70.206395618550019 14.118140587000001 273.54171774295008 117.59047016770002 103.92649527695001 8.7431769115000026 17.089764221050004 37.050691080100002 23.296055099200004 32.548041893900006 30.243446395250004 62.181348099150007 15.404963976500001 13.154029769200003 116.60649449195002 22.574947209950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -7 8 -8 10 25 18 13 14 15 16 23 -18 19 -11 -16 22 -20 24 -13 -2 27 -4 -12 -30
right_child=9 3 26 -5 -6 6 7 -9 -10 11 28 12 -14 -15 20 -17 17 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0013413149807342077 -0.0022689371246122935 -0.0022343826415275447 0.001442128575143089 0.00095882261391513977 -0.0019893282351704723 0.00022094694263423602 -0.0025127502116515229 -0.002048797266638269 0.0016242136317970676 0.0013244988219570711 0.0010517896385810305 0.0003075746933562077 0.0017536498697888032 0.00082103810969765424 0.00034839477629351501 0.00044286251201472123 -0.0026594497090062647 -0.00018717703069276898 -0.001211462953221699 7.6634109359617118e-05 -0.002113033280440491 0.00063407131017839235 0.00039251364785188129 0.00082518854392230046 -0.0017294837270629933 6.3939225705017473e-05 0.00090131283483266278 -9.4612696234827462e-05 -0.001063435345636523 0.00019347142414375892
leaf_weight=3.5459814330388317 2.0197661132551725 1.5764295032713658 3.1506258735898909 2.8606536397710434 3.6316258340375489 11.400139114353808 0.79045475332532023 3.2881177834933624 1.5125444994773714 19.148103676736358 5.5410715881735078 2.654211297631262 3.9384213238954535 12.482859838753937 1.1618238016962994 32.413705186918378 2.5845056027173987 2.7367156147956848 3.6465775817632657 4.6863627210259429 4.0218073902651668 44.596708882600069 7.483285553753376 3.9517840966582298 2.440560657531023 1.6483870595693586 9.436108557507394 25.12312865012791 4.2939254483208051 45.432884125970304
leaf_count=908 38 86 33 39 159 401 50 194 14 143 60 14 37 47 11 251 24 17 23 26 100 209 37 16 30 13 41 537 125 351
internal_value=0.000249429 -8.80049e-05 0.00014338 -0.00046893 -0.000652913 -0.000391526 -0.000220548 -0.00112074 0.00020429 0.000357592 9.45834e-05 0.000462364 0.000232323 0.000139354 -2.43974e-05 0.000145904 -0.000524033 -0.00138795 0.000660095 0.00107914 -0.00156135 0.000480867 -0.000133012 -1.58707e-05 -0.000668242 -0.00122059 0.00028299 7.66308e-05 0.000181872 8.49371e-05
internal_weight=273.199 66.3158 41.2558 25.06 22.1993 18.5677 16.9913 5.59112 2.303 206.883 58.936 147.947 68.3864 64.448 51.9651 46.7815 14.3678 5.32122 79.561 23.8345 5.18363 55.7266 11.1299 9.04656 5.09477 3.66815 37.7099 28.2738 55.2679 49.7268
internal_count=4034 2462 1519 943 904 745 659 258 64 1572 587 985 547 510 463 352 101 41 438 169 111 269 60 60 44 51 611 570 536 476
is_linear=0
shrinkage=0.00184769


Tree=451
num_leaves=31
num_cat=0
split_feature=9 15 13 18 6 5 18 3 10 17 18 16 2 19 3 15 5 2 16 9 7 6 15 0 10 15 17 10 16 7
split_gain=0.450364 0.673187 0.453756 0.80501 0.558575 0.472478 0.853785 0.713914 0.867433 0.683896 1.41396 0.530964 0.720785 0.503594 0.625538 1.34586 0.822564 0.820113 0.767524 0.956861 0.74667 1.0032 0.452682 0.447464 0.39026 0.373005 1.72153 1.06932 0.773204 1.42852
threshold=38.295222230400007 21.092276343250003 98.050756475600011 17.323446153950005 8.2451926476000015 13.264960807550002 13.314799198000001 77.360382703650018 81.011308844800013 206.50651863080003 17.705383164500002 13.904967484100002 100.60547560250002 11.850956171350001 81.105404879350019 23.292710050100002 16.078966488550005 128.12657635055004 15.039964830000001 214.88418602500002 25.987500066900001 11.630271739450002 11.939171177750003 101.86567856270001 72.01572794030001 23.493087671900003 188.10488866565001 75.408562100950022 17.809958352600002 24.054467534550003
decision_type=2 2 2 2 2 2 2 2 2 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 -5 6 -4 8 -7 -8 -11 12 -9 23 15 -15 17 -16 19 -18 21 -17 -6 -13 -1 26 -20 28 29 -27
right_child=2 -3 5 4 22 7 9 11 -10 10 -12 13 -14 14 16 20 18 -19 25 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.040912594211531692 -0.038331376018554249 -0.039719167702857779 -0.02486777866688537 -0.037756661229416316 -0.038923400488916737 -0.04141292813680765 0.027026736358339909 0.0066231061717029402 0.0034929808796553296 -0.039767713836792937 0.02864337031688129 0.027594027244120797 -0.04011716798061065 -0.040732351201990459 0.034214121161834095 0.0081107059157397784 -0.04447574659579033 0.0044194580698075922 0.0020480573241971976 0.012374130437817495 0.017535119689934944 -0.038790670087679148 0.018654351861543669 0.0028209155570177117 -0.037162765137008648 0.005508033941652668 -0.049120208611850333 0.024942591565560002 0.0022347999147676436 -0.042537437111196834
leaf_weight=0.28776821494102367 1.0458708770674996 0.81745407468406484 0.7242389814928164 0.39162750056129869 0.21043556087533932 1.1354051772505038 3.3637205176055431 0.83293065856560022 1.1642092429101465 0.72735268203541614 0.9073538975790143 1.9168331486871457 0.93667564867064357 1.4402986001223315 2.0832303427159777 1.3442861428484323 1.0426928048254911 3.0301792481914163 4.9665718914329764 0.63752478780224908 1.8617563704028723 1.1147991269826887 1.3728332777391186 1.9814583286643028 0.12174446100834757 1.8928566882677835 1.0674919027369467 2.7287414111196986 158.70258219129755 1.4685238699894396
leaf_count=1 405 118 12 213 86 59 67 8 6 38 25 49 60 51 13 8 53 38 170 4 34 58 76 8 360 75 19 17 1852 51
internal_value=0.00152495 -0.0205544 0.00166034 -0.0124001 0.00133268 0.00187586 0.0122259 0.00156632 -0.0186787 0.0176005 -0.00179572 0.00181259 -0.0181171 0.0020009 0.00172453 -0.0101302 0.00210903 0.016558 0.00168074 -0.0229052 7.06865e-05 -0.0131515 0.0110016 0.0150021 0.0177015 0.00192256 -0.00700417 0.00224943 0.00186733 -0.0154821
internal_weight=201.319 1.22697 200.092 3.02077 1.9749 197.072 5.72267 191.349 2.29961 4.99843 1.63471 189.049 1.76961 187.28 183.382 5.76114 177.62 5.11341 172.507 1.68022 4.32084 2.45909 1.58327 3.89829 0.409513 170.827 6.03406 164.793 162.064 3.36138
internal_count=4034 479 3555 780 375 2775 142 2633 65 130 63 2568 68 2500 2443 151 2292 51 2241 57 100 66 162 57 361 2184 189 1995 1978 126
is_linear=0
shrinkage=0.0365552


Tree=452
num_leaves=31
num_cat=0
split_feature=3 16 7 0 4 9 9 15 7 7 9 0 6 19 2 5 5 3 19 5 13 10 5 15 19 12 12 5 15 15
split_gain=0.438857 0.727291 0.424282 0.961966 0.651991 0.564536 1.45308 0.846826 0.841497 0.910497 0.828566 1.01485 1.93306 0.932987 1.11144 0.983393 0.904156 1.39466 0.941686 0.95208 0.806691 1.16026 0.603805 0.552248 0.534684 0.583316 2.22646 1.31696 2.58536 1.8117
threshold=108.47659710545001 21.094950670800003 19.078733418100004 75.462331263550013 342.39448800975009 179.18874144770004 177.77223095870002 32.393814985100008 22.671301016600001 22.356277907050004 186.68586460755003 85.732241321850012 16.555386813950005 14.451165964200003 121.36426933400001 20.603398083600002 29.996566321350006 94.421337999450017 14.451165964200003 24.628131835750001 105.33378955095002 64.730006406800015 23.195398057700004 36.548474543700003 14.651182102100002 149.09269374785001 152.73554204000004 20.120233242600005 31.385732506450001 31.025894238900005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 6 7 8 9 20 13 12 -12 14 15 -7 17 -14 19 -19 22 -22 -5 -15 25 27 -27 28 29 -13
right_child=1 -3 3 5 -6 10 -8 -9 -10 -11 11 24 16 23 -16 -17 -18 18 -20 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.024473914603355539 -0.038545313105761439 0.023808500286240528 -0.041316881043814112 -0.041367884524632678 -0.015763843165071401 0.0064147700366788676 -0.049015766576683537 0.021443333022236558 -0.040142544263035568 0.030768179605200254 -0.041466569545520228 0.0025877159464468961 0.010412294512649 0.034153802114536246 0.01707090290893358 -0.023086342255557415 0.019190102783798384 -0.04204696680262858 -0.044153008190776465 0.017732971026104275 -0.042663342766854497 0.030139396009779409 0.013797853317957248 0.012519990438015919 0.013175224064087361 -0.042213427073205974 0.00026122904119211155 0.012383577771271661 -0.020025942358306743 0.039129822447962606
leaf_weight=2.4314449545636303 0.90431493919459061 0.36868789047002792 0.73762612853897636 1.2946458673468435 0.73403363332181459 3.3378544875886309 1.0639885562704874 1.6377378981560466 1.0061268682547959 0.92204358414164733 2.1891165427514343 37.757118151450413 2.7856201892136578 2.4592716954648486 4.300854835062637 3.0075077600777149 2.1138694360852242 0.59433661692310158 1.7719986340962348 1.0017138919793067 0.4353702758962753 1.035440276697045 0.35368691146140907 5.0335323223844171 5.6150076873600474 1.7639822175842699 84.504376727389172 18.984558559954166 7.1416974698659024 2.000253237783908
leaf_count=51 183 3 167 148 27 26 17 13 687 35 112 611 25 30 57 20 16 33 56 18 106 29 31 39 40 26 1114 162 135 17
internal_value=0.00141337 -0.0204864 0.00155416 0.00133339 0.0151433 0.00149546 -0.00840052 -0.00193623 -0.00952236 -0.00189891 0.00190694 0.00108767 -0.0102012 0.00950503 0.0023857 -0.00756786 -0.00192266 -0.00917519 -0.0253754 -0.00452786 -0.0115556 0.00858927 -0.0295308 0.0196206 0.00183588 0.00141742 -0.000607276 0.00406856 0.00070268 0.0044262
internal_weight=199.288 1.273 198.015 194.849 3.16548 194.112 7.74904 6.68505 5.04731 4.04119 186.363 168.224 10.4567 18.139 10.6462 6.34536 8.26754 6.15367 3.36805 1.59605 3.11914 1.47081 1.64833 7.4928 157.767 152.152 86.2684 65.8836 46.8991 39.7574
internal_count=4034 186 3848 3770 78 3603 1066 1049 1036 349 2537 2365 260 172 103 46 148 132 107 51 314 135 179 69 2105 2065 1140 925 763 628
is_linear=0
shrinkage=0.0374183


Tree=453
num_leaves=31
num_cat=0
split_feature=15 2 3 5 7 7 2 5 2 18 6 18 18 14 10 13 10 9 17 6 2 19 10 6 16 15 10 6 5 8
split_gain=0.436229 0.453024 0.390018 0.680209 1.18105 1.36007 1.09709 0.947359 0.894172 0.934054 0.852007 0.687014 0.921655 0.670326 1.18366 1.15246 1.07667 1.88228 2.10158 1.23939 0.999011 0.970126 0.934741 2.78423 1.96607 1.28815 1.23448 1.22 1.21052 1.19236
threshold=50.314162856800003 310.17567643235003 108.47659710545001 25.767562150000003 21.725272673150005 20.752538901500003 319.18044405035005 24.453399453300005 49.864842700850012 12.348791801350002 16.485385178400005 13.036600629150001 13.023291802750002 121.25703220415001 61.622148808000013 117.69263157665002 61.977025281250008 195.41812862360004 191.86029796145002 16.465384711100004 122.61368745920002 14.451165964200003 64.407391431150018 16.425383776450001 22.494947397000004 42.246988155050012 62.837331883000012 16.165377701450002 21.500664456800006 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=2 -2 3 7 5 6 8 13 -5 -10 -9 12 -12 -1 20 16 17 19 -19 -16 -15 -17 24 25 28 27 -26 29 -18 -24
right_child=1 -3 -4 4 -6 -7 -8 10 9 -11 11 -13 -14 14 15 21 22 18 -20 -21 -22 -23 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.02466531537538456 -0.038590858488206418 -0.0008779456544405832 -0.016280785075449312 -0.036466823902791413 0.025661374641679217 -0.035524639207707286 -0.032196415161351105 -0.00053691579045357456 0.02278425713495032 -0.01753246420094098 -0.032977868079058163 -0.037442217817960366 0.034940995074250109 -0.0019067043381047338 -0.0027251311650445236 0.0024662167052656799 0.027904748247137384 0.018948320292576031 -0.012701404456842202 -0.030118947752291989 -0.042308224015912714 0.022955596903244512 0.00080089769093985856 -0.030384288773279648 0.0012026004095449991 -0.029129905066124687 0.020999124637961879 0.014905955795712387 0.0049757040568817858 -0.017163705092164246
leaf_weight=1.1224290430545796 0.52046764802071155 0.67908898589666933 1.1794268316007208 0.31707611680030634 2.8436373270233162 0.78422555493307289 0.56790396891301487 2.6534677196468683 3.4429354837047867 0.62862519099144254 0.40351789083797518 1.5431885244324801 0.34100556373596191 1.216552999481791 2.5100492872297746 4.4767851792275888 4.8343400801531953 3.8191739544272423 3.945792643353343 3.9040289521217346 1.0589686278981387 4.0910286046564579 75.128320367046399 2.7931863359408444 54.934853357146494 1.3383960235514667 3.0770304948091498 5.416905414313077 3.8072900178085547 3.5805662940256289
leaf_count=8 28 22 186 4 31 36 28 48 68 120 63 36 1 27 19 24 87 17 31 35 36 23 2383 53 421 25 41 44 41 48
internal_value=0.00104424 -0.017241 0.00115629 0.00126198 0.00963241 0.0016926 0.00758112 0.000875655 0.0127285 0.0165596 -0.0122637 -0.0258654 -0.00186977 0.00123424 0.00108808 0.00136726 0.000815845 -0.0072061 0.00286541 -0.0193988 -0.0207085 0.0122497 0.0015501 -0.00050305 0.00426871 0.000473545 0.00225264 0.00094452 0.0178028 -1.63347e-05
internal_weight=196.96 1.19956 195.761 194.581 8.5844 5.74077 4.95654 185.997 4.38864 4.07156 4.94118 2.28771 0.744523 181.056 179.933 177.658 169.09 14.179 7.76497 6.41408 2.27552 8.56781 154.911 88.2574 66.6535 85.4642 58.0119 84.1258 8.64163 78.7089
internal_count=4034 50 3984 3798 287 256 220 3511 192 188 148 100 64 3363 3355 3292 3245 102 48 54 63 47 3143 2553 590 2500 462 2475 128 2431
is_linear=0
shrinkage=0.0304144


Tree=454
num_leaves=31
num_cat=0
split_feature=16 8 9 10 6 3 10 9 17 4 0 7 0 6 7 8 5 9 6 4 5 10 4 9 2 7 18 9 3 15
split_gain=2.5382 2.42092 2.39591 2.11771 2.03299 3.16959 2.81009 1.93296 1.92412 1.85892 1.77614 1.68702 2.91208 2.55278 2.95217 2.59115 1.9884 3.12494 1.97557 1.54488 1.50224 1.77842 1.36811 1.29903 1.98689 2.63354 2.38831 2.32121 2.16329 2.09087
threshold=23.344945409400005 5.9453602998000008 72.82855515350002 72.378669787950017 14.825346391850003 83.538459487450012 70.123053416500014 202.86075815500001 201.96256717700001 377.6847677435 97.878695155250014 20.752538901500003 85.732241321850012 16.525386113000007 21.725272673150005 8.2435668022500028 27.179953022650004 191.29995577870002 16.625388449550005 169.88079978325004 29.026000224750003 64.307918480350011 184.44686266195001 181.33671263215004 108.24034454255001 23.109894804950002 13.581061237400002 194.82237869650001 93.620177476600006 33.005488016050009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 9 5 10 7 -7 -9 20 -3 -6 13 15 -15 -13 17 -16 -19 -12 21 -1 -21 -14 26 27 -25 28 -26 -28
right_child=-2 4 -4 -5 11 6 -8 8 -10 -11 19 12 23 14 16 -17 -18 18 -20 22 -22 -23 -24 24 25 -27 29 -29 -30 -31
leaf_value=-0.0018412319461364316 -0.002854761707431742 0.00068654234804474586 -0.002265340823093038 -0.0022626276167756671 0.0018444892794699302 0.00086454073570761908 -0.0016777632760403773 -0.0028100351438041463 0.00020773213534218277 -0.0023874537693911145 -0.0024431131620591905 0.00058368182511698576 -0.000676483821738801 -0.0018289246472178002 0.001194368174702922 -0.0020828427055209616 0.0023715058782024243 0.00028881172273426299 -0.0026474884471877585 0.001112565056747645 0.0015266294076238742 0.00048013937849673328 -0.00019369281723092757 0.001332982096472273 0.00073612969244719667 0.00060102750769467186 -0.00012999747124036357 -0.0013669424230410064 -0.0010198370111956297 0.0017916583062592745
leaf_weight=2.0999993814621138 1.2411732729524363 27.154403068125248 3.022322063392493 1.9578224600118108 4.0897306418046346 5.6569129750132578 8.5050826062215474 1.778809482231736 2.3139754980802536 1.2342763750930306 1.2683525246102387 2.5009325514547545 4.0301129817962638 2.754360482562336 6.5577995022758824 5.6612561956280842 2.5815803650766602 2.1679749405011535 2.1949238236993551 4.5571946036070612 3.96509677870199 6.2350881015881896 23.483347198576666 28.863119654357433 10.798427700996401 72.740136353299022 12.568684174679218 6.3982051676139227 4.8347771428525439 3.430833786725997
leaf_count=65 17 144 486 702 43 21 285 23 29 54 53 27 28 31 31 109 13 17 48 45 32 121 726 179 53 452 102 48 34 16
internal_value=0.000257939 0.000272496 -0.000488416 -0.000141764 0.000329557 2.90268e-05 -0.000761264 3.82372e-05 -0.00110385 0.000165029 0.000284531 0.000459979 0.000426291 -0.000270263 0.000229583 -0.00126581 0.000649502 0.000242432 -0.00118841 -8.79292e-05 0.000421161 -0.000104723 1.86023e-05 0.000544686 0.000579931 0.000400871 0.000958192 -0.000259975 0.000193074 0.00028207
internal_weight=266.647 265.406 18.5146 15.4923 246.891 74.7181 18.2548 9.7497 4.09278 13.5345 56.4633 172.173 168.083 24.4188 16.2566 8.16219 13.5023 10.9207 4.3629 29.3089 12.3002 8.33509 28.0405 143.664 139.634 94.7715 44.8626 22.0314 15.6332 15.9995
internal_count=4034 4017 1460 974 2557 1326 358 73 52 272 968 1231 1188 276 140 136 109 96 65 824 218 186 771 912 884 587 297 135 87 118
is_linear=0
shrinkage=0.00218174


Tree=455
num_leaves=31
num_cat=0
split_feature=9 9 10 4 6 9 0 6 5 3 19 2 15 19 7 18 18 7 7 2 18 6 18 13 7 7 6 16 16 16
split_gain=0.386969 1.3426 0.806098 0.761992 0.78774 0.733248 0.974633 1.67904 0.817215 1.21326 0.815978 0.933335 1.16358 0.794555 0.567927 0.520106 1.90252 0.73252 0.931714 2.05527 2.87127 1.33449 1.20178 1.45134 1.32514 1.46209 1.21228 1.23204 1.08953 1.0932
threshold=179.18874144770004 177.77223095870002 72.378669787950017 377.6847677435 17.475408310100004 186.68586460755003 85.732241321850012 16.555386813950005 29.996566321350006 94.421337999450017 14.451165964200003 121.36426933400001 35.965617804200001 14.451165964200003 22.381996090050006 12.794482498400003 12.909082926650003 22.649177329550003 23.109894804950002 108.63443756215001 13.314799198000001 16.505385645700006 13.946975448150001 117.63886241405002 23.864758692950002 23.699538637550003 16.525386113000007 22.594947163200004 22.604947139800004 22.554947256700004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 10 7 -7 9 -9 11 12 -2 -11 -12 -8 -17 -18 19 20 -19 -21 26 24 25 -24 -20 -28 29 -26
right_child=5 -3 -4 -5 -6 6 15 8 -10 13 14 -13 -14 -15 -16 16 17 18 22 21 -22 -23 23 -25 28 -27 27 -29 -30 -31
leaf_value=0.0060225800508616938 0.0070990355346199864 -0.043222646372172852 -0.035062740135690641 -0.035957038865085771 -0.036001721379551856 -0.037728663670155441 0.023652950764811512 0.0081935748776537712 0.016691190157253892 -0.0049027277209170474 0.0065394695596267425 0.01462524191608369 -0.022399294899375855 -0.039434179051852536 0.025948382655173897 -0.030235144382096655 0.012208938831647984 0.029670185230122988 0.009081014941795031 -0.022832223285861486 -0.014637022857727673 -5.5271869588812585e-05 -0.0026351143505285693 -0.039326558081759333 0.0012781535791266336 -0.035900542994687715 0.0070915804024699498 -0.021782098975356757 0.017812274058586403 -0.027080092671468582
leaf_weight=9.0052224872197169 3.5017260629683751 0.9861046871228617 0.77868928048701569 0.61206369343563061 0.55868404962529972 2.0028731901838892 1.238491728901862 2.6500055963988416 1.9628841727972028 1.4734086440876129 3.2627065889537326 4.2282025221502408 2.8692444153130054 1.6840244571212677 3.9072678154334426 2.2225496973842374 7.5344080775976172 3.7531672567129162 39.119331039488316 7.7502044262364489 3.1918648304417729 4.9848916865885258 4.5417772345244876 1.1048646681010712 65.316708322643535 2.3720520413480699 3.719686046242713 3.2794543541967869 4.6272617727518073 1.6435338351875532
leaf_count=500 27 17 744 73 161 112 9 25 16 51 32 57 19 58 37 17 43 28 272 61 28 29 39 16 1398 31 25 26 51 32
internal_value=0.00114925 -0.00484156 -0.00138661 0.00119036 0.00356769 0.00153815 0.000829132 -0.00969199 -0.00246527 -0.00894006 0.00816876 0.00211604 -0.0061859 -0.0233202 0.0171163 0.00148658 0.00130965 0.00176807 0.00122705 -0.00572111 0.00930705 -0.0139167 0.00231467 -0.000240896 0.000309214 -0.0140481 0.0067259 -0.00643721 0.00169582 0.000582103
internal_weight=195.883 11.9408 10.9547 10.176 9.56391 183.943 166.173 9.7732 7.77032 5.80744 17.7691 10.5992 6.37097 3.15743 7.16997 156.4 155.162 152.939 145.405 19.6801 6.94503 12.7351 125.725 79.6062 78.5013 6.91383 46.1185 6.99914 71.5875 66.9602
internal_count=4034 1495 1478 734 661 2539 2367 262 150 134 172 103 46 109 69 2105 2096 2079 2036 146 56 90 1890 1567 1551 70 323 51 1481 1430
is_linear=0
shrinkage=0.0343417


Tree=456
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 7 12 8 5 16 5 2 15 5 3 19 19 12 10 16 18 2 5 9 5 5 8 7 7 9
split_gain=2.59957 1.47378 2.29291 2.0201 2.26033 2.03531 1.76845 2.23124 1.57699 1.85302 1.80327 1.67319 1.39931 2.07719 1.56713 1.80265 1.38409 2.13642 1.35388 1.47428 1.33427 1.20583 1.69785 1.13308 1.68953 1.15845 1.08663 1.07386 1.10538 1.05817
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 22.356277907050004 151.46967002190004 8.2435668022500028 13.154029769200003 14.464966174600002 13.812766882300002 178.70687671690004 46.074827201850006 24.367802910700004 92.913112988300014 14.251149826300002 12.551012654050002 145.97209859650005 62.025417527550012 22.604947139800004 17.138111898250003 159.16196025500003 17.089764221050004 206.75106037490002 16.569990495050003 15.237417718750002 7.5441126493500006 29.575580426850003 29.767756780500005 213.27127849780001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 27 4 5 -3 7 16 -4 10 -10 23 -2 -14 -15 -16 -6 26 19 -17 -12 -7 -23 24 -11 -25 -18 -1 -29 -21
right_child=12 3 8 -5 6 21 -8 -9 9 11 20 -13 13 14 15 18 17 -19 -20 29 -22 22 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0021476983947505009 0.00041002886707808826 -0.0013165861797715961 0.001662423190746929 0.0010966507068404996 0.0015507013758691247 0.0016398414984294101 -0.0022378852330568106 -0.0023216369692536615 0.00049437175177367604 0.0013643065330373482 -0.0016754953265700502 0.0016536561505232745 -0.0024482876100423577 0.001744527451726623 0.0011646811088449457 0.0013727599033015656 0.00012996771918900602 0.0016876572128750394 -0.0023527551427336073 -0.0023570456742078704 0.00082048594990155805 0.0016334311891056847 -0.0024587938823047452 0.00038092319966486534 -0.00013356929422119197 -0.0012857330699650932 -0.0023477477591193358 0.0024712055020620436 -0.0020696946019942543 0.00049486186562940093
leaf_weight=2.5464429003768596 184.69972802465782 2.5787687368574614 3.1577658641617736 2.8860610844567409 1.6948383543640355 3.3202255070209503 4.7609572746441691 2.4899881910532713 4.0730508996639383 6.0526164397597366 5.2771823898365255 4.1121429149061433 1.6553888099733729 1.8232861459255207 2.318271736148743 1.4386957944370808 1.1389355421997609 1.2231964282691477 1.9654182064114136 1.4281705401372167 1.0822100099176166 0.82323476485908009 0.87909664795733988 3.5328092724084845 6.6014137042220682 3.4627676231320947 2.13062100764364 0.50359189888695244 0.40601193881593645 0.88271338492631901
leaf_count=646 1390 346 33 38 13 15 237 115 35 30 342 33 40 6 18 10 45 11 54 45 17 6 63 21 72 28 54 12 250 9
internal_value=0.000249462 -0.000106365 0.000130216 -0.000509877 -0.000730246 0.000162163 -0.00123503 -0.000684806 0.000277861 0.00015 -0.000569412 0.000465853 0.000366857 -0.000325805 3.06612e-05 -0.00035833 -2.61186e-05 -0.000620955 -0.000976134 -0.000254551 -0.00125074 0.000921408 -0.000479824 0.000217277 0.000582888 -0.000444061 -0.00148465 -0.0014655 0.000444323 -0.00126767
internal_weight=260.946 64.7339 40.808 23.9259 21.0399 7.60133 13.4385 8.67758 37.352 34.1942 10.4324 23.7617 196.212 11.5119 9.85656 8.03327 6.18759 4.49275 5.715 3.74958 6.35939 5.02256 1.70233 19.6496 12.654 6.99558 3.26956 3.45605 0.909604 2.31088
internal_count=4034 2462 1519 943 905 430 475 238 611 578 394 184 1572 182 142 136 123 110 118 64 359 84 69 151 102 49 99 908 262 54
is_linear=0
shrinkage=0.00204771


Tree=457
num_leaves=31
num_cat=0
split_feature=15 6 6 6 10 10 3 18 9 9 5 9 19 12 18 12 10 6 17 2 19 10 13 6 4 15 9 3 0 3
split_gain=0.409704 0.445706 0.397939 1.44443 0.719531 0.67644 1.4909 0.865104 0.858485 1.67818 0.725555 0.7104 0.562288 0.629545 0.825748 1.55778 0.845885 0.635224 1.14985 0.543637 0.748961 1.05553 0.538802 0.520044 2.71171 1.94407 2.72108 2.50169 1.80873 0.933864
threshold=50.314162856800003 17.985420226450003 13.65531905435 13.78532209185 62.837331883000012 70.206395618550019 84.812788641250009 14.164583421250002 206.54353961905005 211.30488836970002 17.679107616400003 203.06170522940002 14.451165964200003 283.37952236595009 17.323446153950005 207.88043775810004 81.479100559500012 12.625294988000002 199.45200027940004 174.09315058345001 11.950964240300001 76.279622535200005 92.38617519475001 15.255356438950001 191.71186625420003 34.694997775350011 197.55459634620004 85.538672336450006 92.805574663100018 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 10 8 -8 11 -10 -5 -7 13 14 15 16 17 19 -19 20 -6 -22 -16 24 -12 27 -27 -26 -29 -25
right_child=1 -3 3 5 12 6 7 -9 9 -11 23 -13 -14 -15 22 -17 -18 18 -20 -21 21 -23 -24 29 25 26 -28 28 -30 -31
leaf_value=-0.052287870481126909 -0.03938209435620664 0.0067536778350339817 0.019007218256940767 0.018255179122983523 0.010321680524276101 -0.0013678674207059161 0.0090717909007646987 -0.040215201483371682 -0.040225991791882208 -0.0011454883165099258 -0.046408822605189949 0.016194776606802613 0.038439064673594835 -0.028426814341262593 -0.037078540487872014 -0.041199576871179283 -0.038793864564357926 -0.041144101615796423 0.0018104977285143186 0.030513574696416468 -3.8670587043892319e-05 -0.038443453313477774 0.020813937098691393 0.0059237657846280866 -0.028772744632456583 0.015252000721478455 -0.036963184079550834 0.0007889399766166298 0.037515984602991374 -0.00064458335748511899
leaf_weight=0.39337206913478695 0.69013241271022596 0.47858399152755737 6.4580020019784561 3.7431568279862395 6.7565514590678681 9.4622246855869943 0.61493414532742408 2.2006737462070305 1.9577636900357882 6.1145969012286514 1.830914676538671 4.6289974134415379 0.45091665908694167 1.2432360666061857 0.23528283897030577 1.4330385020148231 0.78353762830374662 1.3008597281877876 2.3795690205879509 0.95632485588430505 5.1259895430412143 1.1900803279568206 2.7871171276201494 59.808209491893649 1.6828758092597107 2.2531093861907712 3.349208356346935 3.3032168297504541 4.0025882497429848 57.10723101910844
leaf_count=15 45 5 43 20 95 86 8 181 60 84 83 49 5 428 329 151 278 50 34 36 83 126 70 497 14 16 51 55 25 1012
internal_value=0.00119621 -0.0204897 0.00132715 0.00196921 -0.00299453 0.00129025 -0.00426982 -0.0294508 -0.00107089 -0.0106236 0.00230342 0.0044015 -0.00220766 -0.00296529 -0.0015859 -0.00429996 -0.00144056 0.00021211 -0.0133719 0.00377582 0.00181983 -0.00727494 0.0163072 0.00185561 -0.0042661 0.00102208 -0.0159636 0.0116086 0.0209104 0.00271546
internal_weight=194.722 1.16872 193.554 168.518 25.0359 162.06 24.9792 2.81561 22.1636 8.07236 137.081 14.0912 24.6425 24.1916 22.9484 19.926 18.4929 17.7094 3.68043 14.0289 13.0726 6.31607 3.0224 133.337 16.4219 14.591 5.60232 8.98868 7.30581 116.915
internal_count=4034 50 3984 2284 1700 2241 468 189 279 144 1773 135 1685 1680 1252 853 702 424 84 340 304 209 399 1753 244 161 67 94 80 1509
is_linear=0
shrinkage=0.0367371


Tree=458
num_leaves=31
num_cat=0
split_feature=16 15 13 19 2 19 3 17 17 17 2 10 18 10 10 16 18 18 10 10 18 18 0 13 16 10 0 13 5 10
split_gain=0.369895 0.844307 0.604049 0.383067 0.39133 0.367104 0.798766 0.931104 0.808891 0.984107 0.723301 0.643295 1.25876 0.811469 0.738325 0.533588 1.6936 1.01256 0.685786 1.55366 0.956315 0.633166 1.6167 2.55683 1.23945 1.42027 0.968152 2.19214 1.77811 1.66968
threshold=13.564968279200002 18.019770707250004 95.862351557400004 10.650859343850001 95.420340682600013 11.850956171350001 81.105404879350019 230.44158352980003 205.45998821870003 192.20712075930001 237.82463207520001 76.279622535200005 16.119790806350004 75.634392583900009 75.408562100950022 18.594956516900002 14.85568425095 13.314799198000001 71.015621515800021 71.504920895500007 13.919698996450002 15.042884401850001 94.165934477050016 109.96062599345002 19.199955102150003 69.999384342500022 93.399723909900004 112.64908412395 19.925387549600003 66.351146659450009
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -7 -9 13 -13 14 15 16 17 -8 20 -20 -19 22 24 -24 -17 26 27 28 -26 -29
right_child=5 -3 3 4 -6 6 11 10 -10 -11 -12 12 -14 -15 -16 21 -18 18 19 -21 -22 -23 23 -25 25 -27 -28 29 -30 -31
leaf_value=-0.040318455924479212 0.011051913397753738 -0.043690400495131961 0.019214122047121685 0.0083611369682246705 -0.042654120306651382 -0.042766820297190977 -0.031418360882812232 0.023169499332208826 -0.041803643094137262 -0.0012352141232536307 -0.025964278463740879 -0.030311157192848194 0.031708219712135957 -0.02556123278293005 0.020111636396232334 0.017622607153232758 -0.035819377962083593 -0.0064156722336232066 -0.04430896130418626 0.0052899117073284957 0.037060719754257371 0.010462787103859507 -0.043232284404685649 0.026118955114681108 -0.040469107787295164 -0.031774799703795112 0.025179840002560717 0.0012187697937384647 0.0096238351110449448 0.025812438206829949
leaf_weight=0.50202426010582701 5.9897145996947065 0.93175174890347978 1.5701913219236305 0.57916186447255302 0.39543814871285576 1.1311222877120579 1.4091009722324077 1.8505582986399534 1.6352158572990445 4.2115822865307564 0.62684690399328236 0.63944335108681061 2.5549865772482008 1.7285261219367374 3.3235597945749751 7.4605083080241448 2.4606391577690365 1.3354613609844803 1.1657936414703725 6.4358503350522369 1.938271166058257 12.644525135401635 2.8977656364440909 1.1647572517395017 3.4452229728922239 2.0283104195259503 2.6573569513857356 111.24919826950645 1.6320214737206695 4.4881857782602301
leaf_count=744 147 162 70 3 66 75 358 36 132 134 43 88 22 16 20 107 152 33 99 50 21 112 73 4 52 23 17 1127 13 35
internal_value=0.00116978 -0.0107587 -0.000687803 0.00713034 -0.012338 0.00142207 0.00110535 -0.0100826 -0.0174744 -0.010028 0.0107374 0.00171803 0.0192935 0.00138673 0.00166443 0.00129152 -0.0058836 0.000112677 0.00419809 -0.00231661 0.0193253 0.00199841 0.00121732 -0.0233487 0.00196792 0.0010373 0.00157632 0.00105715 -0.0243673 0.00217249
internal_weight=192.083 3.97857 3.04682 2.54479 0.9746 188.105 182.115 9.45533 6.97792 5.3427 2.47741 172.659 3.19443 169.465 167.737 164.413 14.7451 12.2845 10.8754 7.60164 3.27373 149.668 137.023 4.06252 132.961 125.5 123.472 120.815 5.07724 115.737
internal_count=4034 1045 883 139 69 2989 2842 420 341 209 79 2422 110 2312 2296 2276 713 561 203 149 54 1563 1451 77 1374 1267 1244 1227 65 1162
is_linear=0
shrinkage=0.0395325


Tree=459
num_leaves=31
num_cat=0
split_feature=16 16 2 3 6 13 2 15 18 19 16 16 17 6 15 6 2 5 15 2 17 13 3 5 5 13 3 10 15 15
split_gain=2.51824 3.86864 2.54783 2.27417 2.12449 2.85087 1.9561 5.41375 3.3777 2.48439 1.82311 1.88865 1.76826 1.72322 2.96636 3.66255 2.7298 2.32412 1.9723 2.20586 1.83717 1.81652 1.75425 1.61163 3.43188 1.47986 3.80936 1.98491 1.90167 1.75378
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 16.375382608200002 117.38883580790001 108.24034454255001 40.42701969085001 13.142272494650003 14.351157895250003 19.644954061550003 19.334954786500003 162.13109061465002 16.455384477450004 36.548474543700003 16.565387047600002 131.42729508740004 19.749058312400006 45.169600924000008 310.17567643235003 204.49254535040004 117.55283175385001 91.867302775550016 26.429668882900003 20.769304081650002 109.34496908160001 83.538459487450012 71.397382570300024 29.198705243000003 26.912781836550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 10 13 5 -5 -6 8 9 -8 11 12 -1 16 15 -15 17 -2 19 20 21 -18 -17 24 25 26 -14 28 29 -28
right_child=3 -3 -4 4 6 -7 7 -9 -10 -11 -12 -13 23 14 -16 22 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0020611385401243425 0.00029207975543488375 -0.0019258826121496492 -0.0020457870194507243 0.00061917058118533179 0.00062663361994506222 -0.0024356482913229101 -0.0022278183076838314 0.00023721197396664139 -0.0031290359722648724 0.0018218198502939868 0.0011203137482814556 -0.0017374417428142935 0.00024549265897237053 -0.0020467414050033511 0.00075760030270159576 0.0011764321105154913 0.00039156696791105728 0.0018130205219657777 -0.00087896295090769694 0.0018550308157386924 -0.00041099628016061975 0.0014880303102953586 -0.00079872259465506626 0.0011242667932560662 -0.0017578420610230327 0.00075343515810263591 -0.0010173038718912781 -0.0021016522406371286 -0.0016677653971832586 0.001135864945508694
leaf_weight=1.3821830288507033 5.1440682262182262 3.6805803058668962 2.0428141089505507 1.9759553745388974 26.523697869852185 2.6335787706775591 1.0378717165440314 33.505091953556985 3.1352709350176156 1.2153820581734178 6.3440851001068941 2.1215408940333864 57.195974031958031 4.0001180022954959 13.792703233659266 3.652143195271492 21.116474956274036 13.343173928558825 3.4808964356780043 4.7824989110231391 7.0938369967043391 7.5906603410840026 3.0489135384559631 5.6471975526073939 3.6577798014041027 12.527641743421553 2.4262151968432573 3.729528985975775 2.9923283420503139 3.2982746809720993
leaf_count=319 33 49 279 12 171 49 35 275 30 11 30 42 1299 47 52 21 93 109 38 46 50 30 19 183 240 70 46 190 150 16
internal_value=0.000238151 1.07762e-05 7.97356e-05 0.000393109 0.000135221 -0.00112615 0.000224101 -5.0408e-05 -0.00183879 -4.34849e-05 0.000122589 5.59464e-05 9.69206e-05 0.000600577 0.000168345 -0.000591145 0.00076983 0.00138982 0.000509714 0.000628822 0.000465018 0.000681491 0.000277757 0.000129529 6.40781e-05 0.000145181 3.57644e-05 -0.000928022 -0.000425878 0.000223286
internal_weight=264.118 107.046 103.366 157.072 70.0268 4.60953 65.4173 38.8936 5.38852 2.25325 101.323 94.9787 92.8571 87.0455 24.4939 10.7012 62.5516 18.4872 44.0644 40.5835 35.801 28.7071 6.70106 91.4749 85.8277 82.17 69.6423 12.4463 8.71682 5.72449
internal_count=4034 2913 2864 1121 583 61 522 351 76 46 2585 2555 2513 538 139 87 399 142 257 219 173 123 40 2194 2011 1771 1701 402 212 62
is_linear=0
shrinkage=0.00192234


Tree=460
num_leaves=31
num_cat=0
split_feature=16 16 5 18 18 12 2 2 10 18 12 17 8 18 15 13 17 19 16 5 7 9 6 19 5 9 12 0 6 18
split_gain=2.18073 1.64698 1.91007 1.67685 1.95162 2.07562 1.58147 1.30867 1.56202 1.87783 1.27461 1.61308 1.85831 1.52787 1.15134 1.25758 1.12927 1.16737 1.3795 1.37738 1.51575 2.03348 1.14638 1.30735 2.19534 1.1423 1.16351 1.02213 1.58941 1.20553
threshold=18.594956516900002 15.584963555600002 11.270433591700002 17.551307094650003 15.289002683150001 96.375827709250018 72.843776848050013 137.02423825130003 70.389210771400016 13.919698996450002 139.45036571045003 186.93340979500002 5.9453602998000008 15.279937110450001 46.683480308100009 117.56896250265002 162.13109061465002 12.851036860900001 15.404963976500001 15.237417718750002 24.607636026300003 219.59809404590001 14.185331438000002 11.950964240300001 12.451585980350002 198.74336288960004 161.47699165635004 85.995710218650018 16.375382608200002 13.065205089100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 10 9 -9 11 12 -7 -13 27 -16 -4 18 19 22 25 -22 23 -18 -25 26 -21 28 -2 -29
right_child=14 3 16 -5 6 7 -8 8 -10 -11 -12 13 -14 -15 15 -17 17 -19 -20 20 21 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.002519627974731277 -0.0016292838606361991 -0.0030759987889980929 -0.0027846572508217209 0.0012117957005290207 0.0010339825582844926 -0.0025418987497903239 -0.002680163191257546 -0.0020353206757689744 -0.0027230847446027238 0.0023435609393635945 0.0019453333853743982 -0.0028557513044265483 0.0020386662791433479 0.0013825644921210657 -0.0021755282489711513 6.9606496725202133e-05 0.00075348096575730849 -0.0017260636562949694 0.0013472535334021179 -0.0030211192031479785 -0.0025187139525504913 0.0011244424864051384 0.0027162853484338782 0.001817427498104296 -0.0028319619982856499 0.0013239617863769547 0.00044858902268933245 0.0014465434781743549 0.00023904798449799408 0.00048450096070326928
leaf_weight=1.5393275799287938 2.9571886491030446 1.5946626369841457 0.71504830816411313 2.5473497789353123 0.81433213502168555 0.69094879901967798 4.8051355136558414 1.1657852578791783 2.0839464653399773 1.2145671934122217 2.5357475529890507 1.7847582246176901 2.4296075399033725 0.72707946598529805 2.076507128076627 5.6077017744537443 12.289609921310335 1.5838257941068139 7.8346447441726914 0.96919590758625274 3.5064472403610125 1.2667681844905017 1.4398902505636204 0.96683028060942833 1.7040656375465912 3.1385393398813903 1.4886931349756194 8.4373991563916189 42.700733546167612 126.93481438281015
leaf_count=798 37 88 69 39 9 182 210 87 164 11 29 97 25 2 63 73 213 34 38 81 59 17 6 13 57 13 121 39 458 902
internal_value=0.000266444 -0.000139322 0.000170173 -0.000670621 -0.000912233 -0.000426521 -0.00214194 -9.20628e-05 -0.00116504 0.00019899 0.000494374 -0.000158859 0.00102444 -0.00162892 0.000397253 -0.000537097 0.00028237 0.000342972 0.00043767 0.000171467 -0.000531577 -0.00155185 0.000615987 0.000413842 -0.00114894 0.00033862 -0.000919588 0.000436914 0.000118039 0.000544463
internal_weight=249.551 60.8368 38.4429 22.3939 19.8466 14.2271 5.61947 12.6324 4.4643 2.38035 8.16814 5.63239 3.12056 2.51184 188.714 7.68421 36.9036 36.1885 34.6047 26.77 10.3696 4.77322 16.4004 14.9605 2.6709 5.59643 2.45789 181.03 45.6579 135.372
internal_count=4034 2462 1519 943 904 685 219 597 262 98 335 306 207 99 1572 136 721 652 618 580 291 76 289 283 70 215 202 1436 495 941
is_linear=0
shrinkage=0.00246454


Tree=461
num_leaves=31
num_cat=0
split_feature=4 7 18 18 5 9 9 5 17 16 0 6 2 0 6 9 4 8 16 2 6 4 15 7 5 6 7 6 3 19
split_gain=0.381062 1.17726 1.21495 1.44765 1.14982 1.58125 1.14212 1.41846 1.73981 1.2728 1.39413 1.09687 1.07423 1.07305 1.28662 0.994901 0.959072 1.04462 2.00346 1.17141 1.20863 0.938429 0.925768 0.888971 0.870951 0.909995 0.78596 0.792397 1.88432 0.77381
threshold=240.69197607740003 23.109894804950002 13.314799198000001 13.431026577400003 21.850554661550003 195.10791980860003 198.74336288960004 19.865285687250005 195.53954078470002 22.644947046300004 86.89903215050002 14.555340083200003 173.34516805710004 88.606203063300015 15.760368238450001 196.14870163055002 313.22340827140005 8.4434108459500017 22.614947116400003 199.66651340635002 16.455384477450004 274.40025405315004 46.074827201850006 23.478650568600006 22.53967987815 16.100376182700003 24.002506000500002 14.135330269750002 85.401560971850017 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 22 -4 5 23 11 26 -9 10 -10 -7 -6 -12 -15 21 17 18 -14 -19 -21 -5 29 -3 -18 -26 -8 -28 -29 -2
right_child=1 4 3 15 12 6 7 8 9 -11 13 -13 16 14 -16 -17 24 19 -20 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.0024228232886375268 -0.011273932365220819 -0.055168814183435021 -0.047748562299929041 0.026665347432807362 0.020893795060768963 -0.0047174275282157903 0.036856028396403319 -0.05985822424732351 0.024238700295628038 0.024892850149644256 -0.051859756436087159 0.028327810882198563 -0.02961577141437511 -0.035141904088668789 0.0082638518190743596 -0.047006336545306629 0.032916540433147637 0.015798864654040286 0.0088735611015301249 0.011665164954224356 -0.026509257287807016 -0.03842590236939273 -0.029265210046245955 -0.015043984960079061 -0.018931576216352684 0.011211554536098407 0.0041269885048228223 -0.042991520956198341 0.0042430183857422319 0.0075350984075498138
leaf_weight=107.60199110946996 4.437345547921721 0.81711378128966217 1.8647212422511068 1.0293192385724976 4.8910283090081057 2.0058608798426567 0.72441303730011597 0.93855643109418352 0.83702045306563366 1.0550301596522329 1.2098771408200262 2.9296175232157111 3.6478148961905417 1.650969172769692 1.5881199692375956 0.4906757017597555 1.8055268728057843 5.3423481490463001 2.8597768116742373 1.8234091363847258 2.1331915738992393 0.35243685080786225 1.4887538704206225 3.2886088861960161 1.3878923078591459 8.2078262621071172 14.794516905603816 1.553988528670742 2.8138131853193045 6.2365756165236235
leaf_count=1904 159 37 35 44 30 33 4 31 14 14 20 13 39 70 17 8 26 33 33 11 36 110 61 620 39 81 404 47 24 37
internal_value=0.0010653 -0.000669402 -0.00910702 -0.0262762 0.00129464 -0.00291119 -0.000338106 -0.00310609 -0.0161091 -0.00963365 -0.0165248 0.0148977 0.00603882 -0.024194 -0.0138601 -0.00489226 0.0033684 -0.00212142 -0.0127015 0.00528276 -0.00891648 0.0100629 -0.00383154 -0.0230296 0.0109794 0.00685175 0.00165369 0.000322901 -0.0125622 -0.000284162
internal_weight=191.808 84.2061 15.8998 3.73715 68.3063 36.2075 32.1018 27.1663 7.27957 6.34102 5.28599 4.93548 32.0988 4.44897 3.23909 1.87243 27.2078 15.8065 6.50759 9.29895 3.9566 1.38176 12.1627 4.10572 11.4012 9.59572 19.8867 19.1623 4.3678 10.6739
internal_count=4034 2130 454 197 1676 1348 691 645 166 135 121 46 328 107 87 162 298 152 72 80 47 154 257 657 146 120 479 475 71 196
is_linear=0
shrinkage=0.0344288


Tree=462
num_leaves=31
num_cat=0
split_feature=16 15 6 0 15 13 7 13 16 12 19 10 0 6 9 4 9 6 6 12 6 6 15 4 6 16 17 10 9 0
split_gain=0.342526 0.771727 0.574849 0.513542 0.335849 0.97097 0.979698 0.824661 1.09101 0.955141 0.68791 0.528933 0.472695 1.41019 0.551091 0.429825 0.394294 0.601691 0.660389 0.736736 0.72141 0.589257 1.19537 1.57478 1.37674 0.694155 1.9285 1.55666 2.77788 2.29642
threshold=13.564968279200002 18.019770707250004 11.755274660100001 100.69082235970002 21.092276343250003 103.23410375110002 19.078733418100004 103.23410375110002 17.634958761800004 145.30161263220003 12.851036860900001 80.468240302450013 100.15850764985002 12.525292651450002 197.02865361825005 275.07290644050005 49.235310305400013 12.535292885100002 13.78532209185 199.78749241660003 13.715320456250003 14.745344522600002 35.83914456115 292.86187543885006 14.545339849550002 19.199955102150003 171.92791459955001 66.964115113200009 203.36975145060003 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 5 10 -7 8 9 -6 12 -11 -2 14 -14 -10 -9 -18 19 20 -19 22 23 24 -20 26 -23 29 -29 -27
right_child=4 -3 3 -5 7 6 -8 16 15 11 -12 -13 13 -15 -16 -17 17 18 21 -21 -22 25 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.040749682707183918 0.028399956946601686 -0.044350526022792776 -0.042679954001975856 0.013746203982381163 -0.0021733720989802344 0.025746348685240315 -0.044882196428442871 0.02781182549311155 -0.0048371882405491362 -0.044527055574998711 -0.024241584660360756 -0.0085922064751325997 -0.011514827750821976 -0.04613861359846911 0.028590564955105452 0.039921752216568754 -0.014757432091282427 -0.0079372064321007289 -0.0014411095562527367 0.029870652810497059 0.019687818915978973 -0.035320636514400088 -0.036258862938878762 0.040298372136394305 -0.037418522825239373 0.0013899001973242454 0.017661549289914851 -0.001453198617380217 -0.050931143921616517 0.029492773564733173
leaf_weight=0.49663566872186482 3.5924680586613231 0.86881969387468405 0.30019397268188219 2.1821724517794792 2.7934553820523425 0.47904136439319589 0.97596204385627061 0.93151071714237232 0.63739382271887712 2.3599139658472272 0.69357247184962023 0.93594944104552258 0.73189237304905042 0.65331729361787427 2.3947180639952421 0.78132238730904646 3.6778784926282233 3.3687144513241929 17.122830822132538 2.7537724930152763 2.8594527989625931 1.2650404354353657 1.8284863980370563 1.3380180108360935 1.937079825263935 107.15147340387921 10.082137530029284 7.1626471113413555 2.506086649838835 4.9783158935606471
leaf_count=733 43 162 111 39 83 17 106 11 17 184 45 49 98 32 22 26 71 39 182 44 16 208 69 9 169 1090 202 71 39 47
internal_value=0.00113763 -0.0108077 -0.00102498 0.00692256 0.00138476 0.00878466 -0.0216286 0.000985519 -0.0121316 -0.0195741 0.0142708 -0.0343224 0.017894 0.00790903 0.0192025 0.0198127 0.00156839 0.0014229 0.00178498 0.0124489 0.00474589 0.00116851 -0.00492825 -0.00211975 -0.00509753 0.00218626 0.0117548 0.00129482 -0.0142776 0.00263761
internal_weight=189.84 3.84782 2.979 2.48237 185.992 9.52097 1.455 176.471 7.50803 6.08932 8.06597 3.29586 7.3724 3.77993 3.12661 1.41872 168.963 168.032 164.354 8.98194 6.22817 155.372 22.2264 20.3979 19.0599 133.146 11.3472 121.799 9.66873 112.13
internal_count=4034 1045 883 150 2989 363 123 2626 359 316 240 233 195 152 120 43 2267 2256 2185 99 55 2086 429 360 351 1657 410 1247 110 1137
is_linear=0
shrinkage=0.0404487


Tree=463
num_leaves=31
num_cat=0
split_feature=16 15 7 0 19 6 17 2 16 0 3 6 10 10 16 16 10 18 19 6 17 2 16 0 7 3 5 6 13 17
split_gain=1.92111 2.07584 1.31485 2.13472 2.66575 2.42527 2.24812 2.29246 1.57777 1.51128 1.28061 2.36628 1.99365 1.87736 4.35892 2.41308 1.58229 1.94023 1.79174 1.52934 1.52039 3.97311 1.45066 1.83393 3.71701 3.30801 1.78316 3.04132 2.10538 1.70102
threshold=18.684956306450005 34.040719645900005 22.356277907050004 93.953546284800012 12.851036860900001 11.630271739450002 192.00947391610003 100.60547560250002 16.484961451000004 103.33357670195001 93.281431752200021 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 13.276755824150003 14.551174033150001 16.235379337050002 201.53484968420003 231.65109648115003 18.734956189500004 96.163458868000006 24.385896469550001 84.812788641250009 19.749058312400006 14.980350013450002 109.49014582065001 188.64489188380003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 9 8 7 -7 -6 -5 13 12 -12 15 19 -2 17 -17 20 22 -19 -22 -15 24 26 -26 27 28 29 -24
right_child=10 -3 3 4 5 6 -8 -9 -10 -11 11 -13 -14 14 -16 16 -18 18 -20 -21 21 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0012237299965122087 0.0018755696605477767 -0.0028437140402290438 0.0016636488781787907 0.00041578914297746988 -0.0025600105404364384 -0.0021034766011444658 -0.0028322460477222169 0.0013573542304639076 0.00089616415176929252 -0.0016267413923887182 -0.0029487719917178036 0.00026705586579584787 0.00034845846901904089 0.0018895401048241581 -0.0021546293392558044 0.0015677196211428181 0.0019716716642891865 0.00028106728367807704 0.0013196429083257076 0.0014044417318725389 -0.0033771442301681479 0.00054356446023005964 0.0010211945400484784 0.00097906763897819731 0.00027951790971489062 -0.0029209966842665535 0.001113959518002542 -0.0018974611119021282 0.0014067247168968566 -0.0027786067674599275
leaf_weight=4.6678768293495514 10.866670243442057 1.5078890752047289 4.5698553718975736 35.357788500521565 0.90161839709617098 2.2839023713022453 4.6455411962233484 2.1012811698019505 4.6518407629337162 2.2001676570944246 2.4984645025688215 63.275525809032843 1.8067869897931812 2.9105069730430833 4.0112734809517852 7.9794686883687964 4.5812289640307418 23.876960881054405 7.4372017793357363 7.8571208901703349 2.4950029589235774 3.6251112185418606 1.1832126006484087 10.952175589278339 3.1356641352176657 4.4915263559669256 9.4906106889247877 4.2804431021213523 5.6924469172954559 1.5641113482415674
leaf_count=607 99 90 87 482 60 90 130 17 96 857 49 638 15 18 32 39 41 115 37 49 37 32 10 43 27 84 52 43 23 35
internal_value=0.000288867 -7.19364e-05 -3.84349e-06 9.65635e-05 -4.07794e-05 -0.000908423 -0.0016731 -0.000445124 0.000335045 0.000296136 0.000412176 0.000150343 -0.00156502 0.000564153 0.000246385 0.000854289 0.000632308 0.000497196 0.000269004 0.000433187 8.51847e-06 -0.0010548 0.000258561 0.000142186 -0.000164995 -0.00160521 0.000329575 -0.000255658 0.000577023 -0.00114212
internal_weight=246.899 62.8878 61.3799 56.712 52.1421 14.5842 9.03072 4.38518 5.55346 37.558 184.012 67.5808 4.30525 116.431 55.5691 60.8616 49.995 45.4137 37.4343 51.5578 29.9971 6.12011 43.7007 40.7902 29.838 7.62719 22.2108 12.7202 8.43977 2.74732
internal_count=4034 2516 2426 1819 1732 393 237 107 156 1339 1518 702 64 816 416 400 301 260 221 384 184 69 335 317 274 111 163 111 68 45
is_linear=0
shrinkage=0.0023912


Tree=464
num_leaves=31
num_cat=0
split_feature=15 6 19 8 13 4 7 2 5 6 15 16 18 0 6 18 4 3 4 6 3 16 6 3 12 14 15 5 15 8
split_gain=0.344526 0.450468 0.352687 0.556529 0.590935 0.464735 0.46667 1.07118 0.745354 1.05002 0.770298 1.21699 0.718747 0.688554 0.678737 1.16597 0.935272 0.638664 0.749424 0.740795 0.629741 0.832045 0.830508 0.62811 0.625396 0.743802 1.40983 1.42677 1.59666 0.814316
threshold=50.314162856800003 17.985420226450003 14.651182102100002 8.6432548896500023 117.56896250265002 127.35214607660002 22.105125139000005 84.960908098050012 25.767562150000003 17.755414852450006 46.683480308100009 22.584947186600004 12.844794714750002 91.394134144600017 16.715390552450003 12.348791801350002 377.6847677435 101.34142922725002 168.01744813895002 22.560527123150003 93.980430866100008 22.714946882600003 16.545386580300001 93.394346993650018 383.30163750755008 237.59068261610003 40.309074029200012 21.955793948900006 38.992510055900006 8.8430989333000021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 -4 -5 -1 7 -7 9 10 12 -12 -8 14 16 17 -9 -16 -19 -20 21 24 -22 -11 25 26 27 28 -14 -27
right_child=1 -3 3 4 -6 6 8 13 -10 23 11 -13 20 -15 15 -17 -18 18 19 -21 22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=0.016768627112633553 -0.039184451459792394 0.0076051242614642725 0.016910430479663507 0.012928035676107336 -0.019249667461584258 -0.030620366275002055 0.025727172531272019 0.013104311528899643 0.026526766354553994 -0.052711804633431704 0.0040707539288600868 -0.041618456554074652 0.001898828385203493 -0.04113268320874014 0.024041139442069526 -0.045043521556203808 -0.038241351259270757 0.023610386089244734 -0.040025448724663668 0.03924918242924013 -0.043546109402237819 0.027607065407986898 2.6564676810007905e-05 -0.0055720864932439001 0.02571541554894442 -0.001257692750931764 0.020619710280801718 -0.028008993633225867 0.032395576545787431 -0.029226667218201878
leaf_weight=2.4212734475731841 0.64612691468209849 0.48332929611206055 4.5995852239429942 1.5255904197692873 1.5422188090160487 2.0299620111181857 1.6305218232446339 5.3901995377236709 1.536296946927904 0.76991934794932493 1.717508437810465 1.4404259028378872 75.290238703666546 0.55661239834444209 1.0193433699314489 1.0099137198776587 0.52296286275668524 0.54177512958995055 1.0515105294471139 0.18649345636367787 0.96953858310007435 1.6301031839102496 1.4929926465265451 0.7496635215356946 1.39451679601916 64.861342335847439 5.8888219119980922 2.0692191421985617 2.3798288954421869 1.4296654411591578
leaf_count=27 45 5 33 15 26 86 13 255 20 10 14 57 1138 109 16 105 45 12 168 1 45 16 11 31 87 1558 34 15 15 22
internal_value=0.00102361 -0.0191617 0.0011451 0.00884481 -0.00324802 0.000817086 0.000599564 -0.00628632 0.00111246 0.000873975 0.00115813 -0.0167694 0.00151411 -0.00148059 0.000789555 -0.0112784 0.00856328 0.000903937 -0.0123476 -0.0280835 0.0012633 0.0015556 -0.0171287 -0.0294561 0.00127861 0.0010543 0.00331116 0.00203291 0.00283326 -0.00186089
internal_weight=188.778 1.12946 187.648 7.66739 3.06781 179.981 177.559 12.3088 165.251 163.714 162.195 3.15793 159.037 10.2788 9.7222 3.80904 5.91316 2.79912 1.77978 1.238 157.406 154.944 2.46253 1.51958 153.314 151.919 85.6281 79.7393 77.6701 66.291
internal_count=4034 50 3984 74 41 3910 3883 797 3086 3066 3025 71 2954 711 602 302 300 197 181 169 2941 2885 56 41 2869 2782 1202 1168 1153 1580
is_linear=0
shrinkage=0.0366575


Tree=465
num_leaves=31
num_cat=0
split_feature=13 18 5 18 16 17 0 6 4 6 17 6 5 5 7 10 0 5 2 5 10 3 10 5 3 5 18 5 18 3
split_gain=0.321287 0.447583 0.402896 0.364902 0.45763 1.21391 0.403055 0.826575 0.809054 0.878891 1.32793 1.16181 0.621016 0.580513 1.07547 0.854118 0.819507 0.698396 0.481831 0.458332 0.372666 0.357077 0.873484 1.45913 0.886349 0.68501 0.875825 0.664671 0.566532 0.806027
threshold=95.986020631400024 19.424700258350004 11.270433591700002 17.138111898250003 17.684958644900004 211.67127343905003 97.878695155250014 13.755321390900002 169.88079978325004 13.65531905435 205.10400128480003 13.245309474550002 13.154029769200003 16.569990495050003 24.673428656250003 75.271450736300025 95.469836670350006 16.787983692950004 171.97230602530001 16.078966488550005 78.527173532250018 82.69159517635002 70.206395618550019 18.946524085150003 84.812788641250009 18.160071980500003 14.297806230850002 17.679107616400003 15.042884401850001 85.538672336450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 6 5 -5 13 8 -8 10 11 12 -10 14 15 16 -2 -15 20 -17 -14 -19 27 24 -24 -26 -27 -23 29 -29
right_child=3 2 -4 4 -6 -7 7 -9 9 -11 -12 -13 18 17 -16 19 -18 21 -20 -21 -22 22 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.029252434600853992 -0.016048971903871244 -0.033118935028011567 0.034276796358057457 0.029257022161866264 0.03383897635105277 -0.020480245560048693 -0.036838010884358501 -0.027418208365189566 0.02202195540917886 0.024580855307541876 -0.035618726620644692 -0.037417446658319795 0.012303243263310957 -0.013394365884996604 0.020198852532257717 0.0026823457915242529 0.016674607452025633 0.0090989237269733843 -0.019762218600453581 -0.04653105781337314 -0.0025062277386635602 0.015713718870087261 0.00088257382150606456 -0.039268031980576393 -0.039532020864223492 0.034636395243606004 -0.034105414469860262 -0.020409385743011196 0.017303239276076646 0.0012114184139139605
leaf_weight=0.85977168550743843 1.2865845749620333 0.14411313319578767 0.28801116705290042 1.0690914802253244 0.79221997968852509 1.0564748649485407 0.6812980219838235 1.5040614060126234 1.6531974216923089 1.4043318480253209 1.2116761074867088 0.80917835840955454 2.9274455243721587 3.6794240400195113 4.7440225423197262 0.30528488331765391 2.3286620764993131 5.8327967384830108 1.1551424422068519 0.62333556637167931 4.9533180494909175 3.4995978102087966 8.9006938628444896 1.3969828389599559 1.1716906186775293 0.39748232066631306 0.40540263988077641 1.8948349654674519 2.3195633813811574 127.84309386821405
leaf_count=727 34 244 16 15 17 52 43 42 56 8 81 27 34 41 54 74 20 42 48 7 115 19 105 152 60 3 68 16 34 1780
internal_value=0.000832978 -0.0155207 0.0118004 0.000946659 0.0124922 0.004536 0.000762504 -0.00417623 -0.00181354 -0.000122902 -0.00285244 0.000600438 0.00347844 0.00124561 0.00923992 -0.00220174 0.00502903 0.000773704 8.57417e-05 -0.0303521 0.00299501 0.00111296 0.00079786 -0.007609 -0.00354224 -0.0234878 -7.35726e-05 0.00155895 0.00118384 0.000895644
internal_weight=187.139 1.2919 0.432124 185.847 2.91779 2.12557 182.929 16.2996 14.7956 14.1143 12.71 11.4983 10.6891 166.629 9.28789 4.54387 3.61525 157.342 9.03591 0.92862 7.88076 153.662 147.829 12.2723 10.8753 1.97458 0.802885 135.557 132.057 129.738
internal_count=4034 987 260 3047 84 67 2963 454 412 369 361 280 253 2509 189 135 54 2320 197 81 149 2279 2237 388 236 131 71 1849 1830 1796
is_linear=0
shrinkage=0.032907


Tree=466
num_leaves=31
num_cat=0
split_feature=9 15 13 18 6 5 16 9 17 3 10 2 4 12 12 12 16 19 15 7 9 15 17 16 2 18 19 16 8 16
split_gain=0.307446 0.529861 0.31434 0.618042 0.446958 0.396485 0.78274 1.00207 0.921274 0.446388 0.42714 0.35684 3.79479 0.94456 1.33934 1.03418 0.886248 1.18792 1.40395 1.24455 1.81139 1.18004 1.21601 1.16128 1.76625 1.00045 0.984123 0.97815 0.975897 1.03746
threshold=38.295222230400007 21.092276343250003 98.050756475600011 17.323446153950005 8.2451926476000015 13.154029769200003 14.844965286000003 53.669719739700007 239.21206428850002 77.360382703650018 81.011308844800013 130.66814494305004 222.75625367455004 152.73554204000004 149.09269374785001 145.97209859650005 22.624947093000003 14.251149826300002 36.742238227650013 23.109894804950002 195.30595290385003 46.074827201850006 200.11066131620001 19.254954973500002 219.24808729375005 15.561419761650003 13.451085274650001 23.044946110900003 8.2435668022500028 22.594947163200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 6 -4 -8 -9 10 -7 13 -13 14 15 -11 17 23 -19 20 -20 22 -18 25 -25 26 -14 -23 -21 -30
right_child=2 -3 5 4 -6 9 7 8 -10 11 -12 12 16 -15 -16 -17 21 18 19 28 -22 27 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.017043427943447761 -0.03281220019532291 -0.033704467102250807 0.030918734802151265 -0.032666798706266237 0.0085699747002512105 -0.027816411822170779 0.021711976089535324 -0.034810680270717889 0.021745977121508921 0.0017639993604363561 0.00011406130302361682 -0.048869350678290603 -0.0074571651330235912 0.020400471279549758 -0.022192111536859647 0.021248167321299607 0.004259215447055883 -0.020377397476660973 -0.0020198435587717336 -0.016349858627570258 -0.035614168115779554 -0.025990280427311989 0.023376850007111996 0.016067841913465788 -0.011773111392110585 0.005009029435517412 -0.046596913079216561 0.011492263467091252 0.0090403557132592779 -0.01009332139156857
leaf_weight=0.30319037012668459 0.81863935254295883 0.63520767092995811 1.3019298603758209 0.3246850024734157 1.3621636729221789 1.0604454218409949 1.2166282190009954 0.95094412926118799 0.41168161295354366 78.386785894792411 1.1262361779808996 1.5872006743738882 7.0837307059555332 2.8062806273810557 2.2634286168031386 2.814966117963194 21.804794667521499 5.6287742084823575 4.3649298389646018 2.6336139296181527 2.5284480610280298 2.0698161898762915 3.9147060825489453 10.078404283151029 2.934943910513538 7.7915314493875485 0.70454938456532534 1.0451811738312242 11.772449940443037 3.7200470757670692
leaf_count=361 405 118 19 213 162 62 42 54 15 1179 7 93 315 19 26 32 156 71 48 31 24 72 49 68 56 146 38 10 75 68
internal_value=0.000724034 -0.0173081 0.000815745 -0.010295 0.000632712 0.000968698 0.0109551 0.000878087 -0.0177236 0.000751098 -0.013431 0.000927367 -0.000467866 0.00237745 0.00177148 0.00243944 0.000404368 -0.00180593 -0.00612578 -0.00291951 -0.014342 0.00494551 0.00716907 0.0028244 0.00978878 -0.00299274 -0.0109979 -0.0134137 0.00142448 0.00444599
internal_weight=185.446 0.938398 184.508 2.50549 1.68685 182.002 3.88118 2.57925 1.36263 178.121 2.18668 175.935 89.6631 86.2715 83.4652 81.2018 88.0759 59.2414 30.6483 25.0195 6.89338 28.8345 25.7195 28.5932 13.0133 15.5798 7.78828 3.115 18.1261 15.4925
internal_count=4034 479 3555 780 375 2775 130 111 69 2645 69 2576 1320 1256 1237 1211 1227 940 317 246 72 287 205 623 124 499 353 82 174 143
is_linear=0
shrinkage=0.0315834


Tree=467
num_leaves=31
num_cat=0
split_feature=15 2 10 5 16 3 18 10 6 7 6 15 16 13 17 10 9 17 6 16 3 5 0 3 8 3 15 5 10 16
split_gain=0.291563 0.428647 0.345139 0.466468 1.0389 1.18671 1.29982 0.777765 0.641483 0.683706 0.570626 0.510755 0.668612 0.549058 0.99826 0.971234 1.43956 1.59739 1.03992 0.839311 0.828986 0.897206 0.808253 0.719453 1.1338 0.610552 3.65488 2.48548 1.11229 2.05139
threshold=50.314162856800003 310.17567643235003 54.879495816850003 25.767562150000003 23.344945409400005 101.34142922725002 11.862896247150001 60.613977009100005 16.495385412050002 21.725272673150005 19.835463452400003 46.683480308100009 22.584947186600004 117.69263157665002 187.51563899930002 61.977025281250008 195.41812862360004 191.86029796145002 16.465384711100004 22.664946999500003 93.980430866100008 24.279163357700003 85.812895065800021 93.819123378250012 8.2435668022500028 93.281431752200021 35.098844929350008 22.938948824900006 64.407391431150018 20.894951138500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 -1 7 5 -5 -7 10 -8 -10 -4 13 -13 15 -15 16 18 -18 -9 -20 21 22 23 -17 -25 28 -27 -28 -24 -30
right_child=1 -3 3 4 -6 6 8 11 9 -11 -12 12 -14 14 -16 20 17 -19 19 -21 -22 -23 25 24 -26 26 27 -29 29 -31
leaf_value=-0.03609206512245533 -0.045476612970741327 0.00075893704030364822 -0.039346691235810881 0.029767805697798706 -0.040424185411638544 0.015713583335740654 0.026337260544052606 -0.0032843584339576587 -0.038588544108922283 0.037296342634220075 0.011501642880542996 0.0035794736019710582 -0.026708126194725512 -0.0056112755196344394 0.017128968252571763 0.02559343468811966 0.019226161345454081 -0.013699869092562865 -0.051095424964291113 -0.017684061680360807 -0.022923208199531083 0.021936745939147254 0.0065498866614711717 0.02121277795052252 -0.012191924427951015 0.026532192161898355 -0.027153004279541735 0.0049268775658940674 0.00051213795337504901 -0.024081026981522813
leaf_weight=0.31214019749313493 0.4157907148473885 0.6130690616555512 1.0154729966598086 2.9467479217273631 0.49356665927916754 3.0224301698617637 0.28973413337371301 2.4962059800454863 1.3963659419750909 0.16392508149147023 0.37280999869108189 1.711841176496818 1.9003316537127828 3.7471052128821594 6.562940826639533 3.0273412242531759 3.5013108998537064 3.7926753619685769 1.6734615170862528 2.0882730297744274 1.7201096218486771 2.6376926946832091 36.548665623471607 2.4229464717209339 2.6055098238866776 3.3866896089166394 7.6396721638739091 4.8970459029078484 75.611104165629513 4.436743199825286
leaf_count=125 28 22 79 56 12 75 11 28 190 1 4 14 63 28 39 14 17 32 38 18 165 20 329 17 33 34 61 26 2416 39
internal_value=0.000733656 -0.0179261 0.000838898 0.000902199 0.00903673 0.0121588 0.00150932 0.000513119 -0.0216965 -0.030616 -0.0256919 0.00072413 -0.0123546 0.00100401 0.00886421 0.000492677 -0.00850626 0.00210552 -0.0208749 -0.0325476 0.00133412 0.00162547 0.00124436 0.0120548 0.00390403 0.000587195 -0.00586913 -0.0146221 0.00146893 -0.000850966
internal_weight=183.45 1.02886 182.421 182.109 8.31277 7.8192 4.87246 173.796 1.85003 1.56029 1.38828 172.408 3.61217 168.795 10.31 158.485 13.5519 7.29399 6.25794 3.76173 144.934 143.213 140.576 8.0558 5.02846 132.52 15.9234 12.5367 116.597 80.0478
internal_count=4034 50 3984 3859 345 333 277 3514 202 191 83 3431 77 3354 67 3287 133 49 84 56 3154 2989 2969 64 50 2905 121 87 2784 2455
is_linear=0
shrinkage=0.0351512


Tree=468
num_leaves=31
num_cat=0
split_feature=8 7 0 17 7 9 17 16 8 13 17 17 18 0 6 0 5 5 13 19 5 5 2 0 4 13 16 5 15 18
split_gain=0.299757 1.06434 1.08419 0.794709 1.33942 0.644576 0.631864 0.59833 1.07647 0.63652 1.15462 2.2548 1.66438 1.27392 1.25755 1.10739 0.907925 1.06219 0.811473 1.10689 2.0964 0.810309 0.770756 0.58398 0.578552 2.21753 1.37632 1.13299 2.06579 1.41949
threshold=8.8430989333000021 22.620600126450004 87.009258933850006 177.64087306825002 20.752538901500003 212.35746315350005 189.50863627480001 22.724946859200003 8.543332867800002 117.60660091645001 187.61467154115005 186.57794620975002 13.036600629150001 86.103248543850015 16.515385879350003 85.812895065800021 22.649179082500002 23.545618314050007 117.55283175385001 14.351157895250003 23.042623356550003 22.629964856950004 112.79372507800001 85.764502819450016 240.69197607740003 117.49368567500001 22.664946999500003 20.182301868200003 31.385732506450001 13.142272494650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 6 4 -2 -5 -3 9 -9 18 11 13 -12 15 16 21 -14 -18 24 20 -20 -11 -23 -24 26 -26 27 28 -1 -29
right_child=1 2 -4 5 -6 -7 -8 8 -10 10 12 -13 14 -15 -16 -17 17 -19 19 -21 -22 22 23 -25 25 -27 -28 29 -30 -31
leaf_value=0.002960794460395687 0.010623041122498218 -0.01035542005365025 -0.00168498104273976 0.00058613627921799704 -0.041386060529445282 0.029995113545240121 -0.043683045681970435 0.020255276421344458 -0.0095697043781595003 -0.046505375650998618 0.027231151273882256 -0.060833853308444145 -0.011867915532321161 0.016738627019108589 -0.02271024676352509 -0.050300828159223626 0.026277915638027977 -0.0021670322624566022 -0.032931729652007705 0.013483309684412352 0.010233818330720065 0.028482660345273792 -0.036195072270148093 0.0034407995951906338 0.00013639280887690384 -0.022967671156250577 -0.031110943606854596 -0.0025628069543017942 -0.016591483236977428 0.015213238411644788
leaf_weight=42.018529170374677 1.5087165900040402 1.0949813901679593 3.4397163558751345 1.6127887973561885 0.92042529786704097 1.8443027072353286 1.6409755058120934 4.5402862168848506 2.0180900311097503 0.53076559491455855 2.2786266889888784 1.1033834274858234 3.5749495401978475 1.7133733183145521 3.2091714278794816 0.9503425508737563 2.5851892158389091 3.6630565162631683 1.9609794095158601 13.087000383180564 3.8473809846909717 0.75316636636853251 0.71801598777528841 1.0666895806789396 42.466709951448138 5.4065706022811346 1.3946418816922221 7.855318594127314 7.326158379437401 15.262786322156897
leaf_count=839 36 17 45 26 26 18 33 34 32 7 11 10 32 7 34 9 15 32 23 119 36 21 76 4 1695 83 11 377 151 175
internal_value=0.000647071 -0.00452813 -0.0143819 0.00581013 -0.00908371 0.0162754 -0.0303447 0.00101571 0.0110778 0.000610298 -0.00474379 -0.0163547 0.000439996 -0.00779316 -0.00424427 -0.0182516 0.00178844 0.00960196 0.0014535 0.00800467 -0.00433944 -0.00832606 -0.000341307 -0.0125054 0.000436606 -0.00247287 0.00232248 0.00296595 5.78866e-05 0.0091731
internal_weight=181.393 12.0619 6.17567 5.88623 2.42914 3.45709 2.73596 169.331 6.55838 162.773 22.1467 6.83574 15.311 5.73235 13.0324 4.01898 9.8232 6.24825 140.626 18.8954 5.80836 3.06864 2.53787 1.78471 121.731 47.8733 73.8574 72.4628 49.3447 23.1181
internal_count=4034 201 95 106 62 44 50 3833 66 3767 258 134 124 124 113 117 79 47 3509 178 59 108 101 80 3331 1778 1553 1542 990 552
is_linear=0
shrinkage=0.0339776


Tree=469
num_leaves=31
num_cat=0
split_feature=6 7 7 17 17 3 5 16 3 5 17 19 15 13 7 6 7 18 16 0 5 5 5 18 14 18 10 2 5 5
split_gain=0.277645 0.427153 0.70034 0.325362 0.302044 0.598225 0.326184 0.515725 0.334165 0.690508 0.649633 0.463802 1.26692 0.47701 0.413798 0.826931 0.438682 0.3729 1.66853 1.43717 0.979167 2.25094 0.973318 1.39455 1.96134 0.980254 1.21937 1.00914 1.58386 1.21865
threshold=6.9501623894500009 22.671301016600001 22.545611589100002 183.92349703790003 241.79519611995002 76.825379535700009 13.154029769200003 14.844965286000003 81.105404879350019 16.351273197450002 199.72613295375004 11.850956171350001 23.292710050100002 101.01074887720002 25.987500066900001 11.630271739450002 26.257306519650005 13.843998451900001 22.654947022900004 86.692020874450009 20.911722254300006 21.042547594650003 24.279163357700003 14.118140587000001 273.54171774295008 14.224291663350002 62.55235532115001 344.91334945730006 21.043187000650004 20.374719724350005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -2 7 -7 11 10 -10 13 -13 -8 15 -14 -16 20 19 -19 -11 -22 23 24 -21 -25 -27 28 29 -28
right_child=4 -3 -4 -5 -6 6 8 -9 9 17 -12 12 14 -15 16 -17 -18 18 -20 22 21 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=0.016229230217683285 -0.019152612256059329 -0.033033657320568503 0.031689749799254444 -0.034627849166503709 0.017213991985350303 0.026364564944454619 -0.0024477621232665212 -0.0015263827887244538 -0.00037870849070478324 0.0078223099111258479 0.020735768746277222 -0.034682842340362299 0.0059402405343687466 0.021727454753490156 0.027620181157029536 -0.033634609940029321 -0.0043618265551052587 -0.037692122631836175 0.026289357519536996 -0.005302424503930727 -0.025358015088016137 0.0012517636465537642 0.02327832094965529 0.014010205202117883 -0.038051924530007483 -0.034659053866918303 -0.0014945191833359371 0.025784572598930348 -0.027224219950173573 0.02339902152847477
leaf_weight=0.1735155684291374 1.5348819767787052 0.62642283764216689 0.42294073013181332 0.46886168314813403 1.1045619408541814 1.2724954287987196 5.1283621643779025 1.4037492680363355 2.5989269553683689 20.954849381039821 3.3683695499785244 1.6376030463725326 1.26666808128357 0.97848267108201969 0.78653631825000025 0.9159584508743136 0.95732810883782804 1.1436952377189289 2.1043062340468159 7.8240794754819927 3.3496330209309226 71.853855941473739 1.5203346944472276 4.5118866994162081 2.407615473261103 1.092465080320834 32.268392562822555 1.3994344340171654 2.2892099008022333 2.109281720389844
leaf_count=16 324 696 11 60 63 25 150 34 30 203 38 70 8 8 12 58 28 50 43 97 27 1263 14 46 34 30 435 29 81 51
internal_value=0.000551674 -0.0122417 -1.57339e-05 -0.0208906 0.000673413 0.000570004 0.000742845 0.0117351 0.000572273 0.000948549 0.0115398 -0.00461187 -0.0112384 0.00142577 -0.0014606 -0.0106677 0.010063 0.000540349 -0.00145316 -0.0024852 0.00175668 6.65395e-05 -0.00175867 -0.00246485 -0.0130087 5.49371e-06 -0.00160813 -0.000659605 -0.00166888 3.28526e-05
internal_weight=179.475 1.69174 1.06532 0.642377 177.783 176.678 175.144 2.67624 172.467 160.796 5.9673 11.6709 5.56409 6.10684 3.92649 2.18263 1.74386 154.829 58.6707 56.5664 96.1583 75.2035 55.4227 53.9024 10.2317 43.6707 39.1588 38.0663 36.6669 34.3777
internal_count=4034 783 87 76 3251 3188 2864 59 2805 2471 68 334 176 158 106 66 40 2403 910 867 1493 1290 817 803 131 672 626 596 567 486
is_linear=0
shrinkage=0.0317296


Tree=470
num_leaves=31
num_cat=0
split_feature=16 16 9 4 3 15 5 5 0 10 14 4 4 5 7 17 7 0 3 16 7 3 7 0 9 3 13 7 16 0
split_gain=1.26226 1.4564 1.58139 1.32841 1.21133 0.988321 1.9129 1.38028 1.54044 1.38509 1.03116 1.13891 3.21622 2.07989 1.83369 0.970996 0.968705 2.15279 2.5575 1.59668 2.88455 2.46377 2.13834 1.70907 1.25114 1.40663 0.981074 3.68609 2.20977 1.79201
threshold=18.594956516900002 18.404956961200003 189.78071820640002 393.99831167250005 103.00289635185001 46.074827201850006 24.367802910700004 24.458659404000002 86.692020874450009 62.025417527550012 448.15267409250004 309.28270023145006 313.22340827140005 21.386268748550005 23.127267687200003 162.13109061465002 25.335171910400003 94.165934477050016 84.643415779050017 19.199955102150003 24.385896469550001 88.151853639250007 24.268610899850003 92.313586825200005 212.96061447425004 93.620177476600006 113.97180552410002 23.032902590750002 22.494947397000004 90.767723400200012
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -7 -8 9 -9 11 16 -13 -14 -15 -1 17 19 -19 23 22 -22 24 -2 26 -26 27 -21 -28 -29
right_child=5 2 -4 -5 -6 6 7 8 -10 -11 -12 12 13 14 -16 -17 -18 18 -20 20 21 -23 -24 -25 25 -27 28 29 -30 -31
leaf_value=-0.0023330831236104276 -8.2159431928590791e-05 0.0016561253356865671 -0.0025339057839761855 -0.0022685685079661439 -0.0022457568402675446 -0.0026167738544489953 0.0021955783283490373 -0.00014155547213829243 0.0016929713150397193 -0.002453967567204801 0.001769725345193393 -0.0021547031686358579 -0.0012094111250114568 -0.001270739163626564 0.0012415582691031053 0.00013310408564397042 0.0010128319976753176 0.00040093387974930213 -0.002146407254451086 -0.0021937214998215084 -0.0029640800602233211 0.00010759285252219089 0.0021386697589009353 0.0019197203001766615 -0.0018754263635219304 0.00049579032100363271 0.0011412021300080055 0.0014226694612163909 0.00031230907750663065 -0.00021862414567985254
leaf_weight=0.77301936264848237 3.0271891870070231 0.5420935265719885 2.0755613106302917 1.2039802071230941 1.0739769432111632 1.5311628791969258 1.2102159867063145 4.3031321247108281 1.462494872510433 1.734213955234736 2.3521336447447529 3.3220204953104284 3.3850223058834663 1.6915766696911285 7.6836972003802657 52.641012439999031 10.449819939211009 3.9485677191987625 3.5914269452914596 3.2427992895245579 2.3001832719892255 2.7190880738198757 3.2461716905236235 6.2093773665837944 2.5202177539467803 2.2682456411421299 18.922378736315295 5.0925681442022315 81.243481091223657 8.427753593772648
leaf_count=221 47 42 156 381 230 40 17 62 5 58 32 60 36 39 62 1432 45 28 84 24 29 18 15 38 20 24 220 28 472 69
internal_value=0.000206648 -7.37698e-05 -0.00166619 1.07758e-06 5.12282e-05 0.000294611 -0.00036504 3.07976e-05 -0.000318523 -0.000805791 0.000333073 0.000313573 -0.000240118 0.000258326 0.000788266 9.74129e-05 0.000370215 0.000324458 -0.000812408 0.00038603 0.000323668 -0.00130006 0.000388886 0.00126362 0.00034222 -0.000752206 0.000387039 -0.000102085 0.000468896 0.000399586
internal_weight=244.195 58.3096 2.61765 55.692 54.488 185.885 10.2412 8.71006 7.49984 6.03735 175.644 173.292 16.0823 12.7603 9.37527 53.414 157.209 146.759 7.53999 139.219 129.983 5.01927 124.964 9.23657 121.717 4.78846 116.929 16.7631 100.166 13.5203
internal_count=4034 2462 198 2264 1883 1572 182 142 125 120 1390 1358 197 137 101 1653 1161 1116 112 1004 919 47 872 85 857 44 813 121 692 97
is_linear=0
shrinkage=0.00218447


Tree=471
num_leaves=31
num_cat=0
split_feature=17 8 16 8 8 7 7 9 17 16 8 13 17 17 18 0 6 0 14 8 18 18 0 18 0 7 15 17 18 6
split_gain=0.596483 0.356807 0.48983 0.534269 0.780283 0.72809 0.954882 0.519145 0.703041 0.472798 0.923597 0.537061 1.02513 1.90903 1.43334 1.08088 1.05822 0.987951 0.796132 1.09099 0.675329 1.27598 1.37247 1.20712 0.981209 0.905651 1.09137 1.31603 0.876004 0.816778
threshold=159.58247398035004 10.441851282850001 23.244945643200005 9.5425530862500008 8.8430989333000021 22.589037079550003 22.870118039000001 212.96061447425004 201.53484968420003 22.724946859200003 8.543332867800002 117.60660091645001 187.61467154115005 186.57794620975002 13.036600629150001 86.103248543850015 16.515385879350003 85.812895065800021 260.63643119465007 8.4434108459500017 13.4793103924 13.531614672700002 86.256490657300006 13.552878921100001 85.877418060900013 23.203497038450006 23.378903124350003 198.24432709335002 13.431026577400003 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 9 -6 -7 -8 -9 11 -11 20 13 15 -14 17 18 -13 -16 -20 28 -22 24 -24 -23 26 -25 -28 -2 -27
right_child=1 -3 -4 -5 5 6 7 8 -10 10 -12 12 14 -15 16 -17 -18 -19 19 -21 21 22 23 25 -26 29 27 -29 -30 -31
leaf_value=-0.035512446402846752 0.0035808156440993821 0.019818804824317797 -0.01822850765734265 0.018258745391738131 0.0065446387058940613 -0.04320439853274019 0.0082276633322612945 -0.035306142303112728 -0.0017767387665229878 0.018306988761390454 -0.0085171987071997121 -0.0075525838608227723 0.025149685247796216 -0.055559776584052978 -0.016064611760997247 0.015034165689918461 -0.020043399838111878 -0.046983137152973822 -0.0048637319455985244 0.020314081727704505 -0.026346306830106202 0.0082136426585983514 0.022178304312307398 0.019910704914942772 -0.049187397884243471 0.00047472220824299052 -0.045527687932449275 -0.0044168914659547132 0.023042104142907451 0.022264542174623026
leaf_weight=0.49585692663822456 41.672348634219816 1.0518299799878139 1.4929297920316447 1.8678555389051315 2.0487716174684456 1.1461777926888315 1.2792724665487183 1.2581583117134871 1.4757194910198448 4.3777536731213322 2.0452531278133392 2.9200833266368167 2.1958930547116315 1.0603252388536928 2.1138649247586709 1.6511009782552717 3.2113961805589488 0.90362906455993641 4.0248753726482391 3.4894071350572631 1.9808207322203077 0.47387044355127628 2.805786538636311 0.8028949249892311 1.0185644160956142 82.071864143981657 1.528364094119752 1.8930574693513333 2.6729676005488718 1.9117348641157139
leaf_count=262 694 17 29 43 25 20 16 24 22 34 32 98 11 10 21 7 34 9 39 19 22 49 60 116 11 2162 77 22 35 14
internal_value=0.000581439 0.000681734 0.000568264 0.000727798 0.000539644 -0.010076 -0.016676 -0.0090994 -0.0172073 0.000998317 0.00976547 0.000647254 -0.00419041 -0.0150874 0.000545943 -0.00724894 -0.00366193 -0.0168709 0.00180198 0.00682809 0.00139889 -0.000175695 0.000384692 0.000898708 -0.0309617 0.00022183 -0.014667 -0.0227813 0.00475387 0.000970728
internal_weight=178.942 178.447 177.395 175.902 174.034 7.2081 5.15933 4.01315 2.73388 166.826 6.42301 160.403 21.5706 6.53514 15.0354 5.47481 12.8395 3.82371 9.62815 7.51428 138.832 94.487 92.5061 91.0137 1.49243 88.2079 4.22432 3.42142 44.3453 83.9836
internal_count=4034 3772 3755 3726 3683 107 82 62 46 3576 66 3510 248 124 124 114 113 107 79 58 3262 2533 2511 2451 60 2391 215 99 729 2176
is_linear=0
shrinkage=0.0329546


Tree=472
num_leaves=31
num_cat=0
split_feature=15 12 6 3 15 18 18 10 13 16 5 6 0 0 3 17 13 16 0 0 16 3 2 5 6 19 19 15 16 18
split_gain=0.262353 1.71685 1.19586 1.12801 1.0986 0.724251 1.16047 0.964764 1.38452 0.718758 0.574307 0.554038 1.4916 1.66022 1.55428 0.869153 0.852941 1.62245 2.06373 1.39013 1.65384 1.12355 1.7534 1.89641 0.992843 0.960795 1.02179 0.9149 0.860701 1.26789
threshold=43.890399822900008 202.12526968910001 16.235379337050002 92.913112988300014 43.030193406950012 13.3584252364 13.276755824150003 61.907125369850007 117.60660091645001 22.644947046300004 23.854886427500002 16.455384477450004 89.168090812600013 87.278104746850019 92.703413254150021 198.49975298390004 112.64908412395 19.974953289850003 96.531777631850005 90.407470010750018 20.784951395750003 93.281431752200021 131.42729508740004 19.830540377400002 16.325381439950004 13.751109481500002 13.651101412550002 36.742238227650013 22.604947139800004 13.793345552600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 10 -3 -4 11 6 9 -7 -9 -5 -2 16 13 14 -13 -16 17 24 -19 20 -18 22 23 -22 25 26 27 -1 29 -24
right_child=1 2 3 5 -6 7 -8 8 -10 -11 -12 12 -14 -15 15 -17 19 18 -20 -21 21 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00091070575223832983 -0.062984355246995666 -0.029206292817268258 0.029953562634827839 -0.02377642267422822 0.017575231286914628 0.01546181532167671 0.025309869945167793 -0.0054830392597741617 -0.053059966564719403 0.0079817725050049925 -0.020353100170121857 -0.034718080869001001 -0.040953726079241991 0.023130494363817547 -0.0006648547351700804 -0.023945566749022304 -0.029967397580304506 -0.043047203644573657 0.012630909268547649 0.025067390605151129 -0.0092463191953557934 -0.0051919124659873615 0.0056960199598373278 0.035077733910008228 -0.049197494119779514 0.0159212508415131 -0.038260045784505536 -0.039953860424734713 0.010885987280191457 -0.022252896010832923
leaf_weight=54.679627535108011 0.75043846480548637 1.7112514162436152 1.9538804404437531 1.7081318634445759 5.3932023843517518 1.4363098787143824 2.9264079802087508 2.7532395952730444 1.2215782026760278 2.3314812582684681 1.0471305721439419 2.1552270390093318 1.3926944925915439 3.3879592642188063 33.625987909370451 2.375128797000797 1.9302891716943111 2.6358291618525973 1.415479809977114 4.6684977523982516 1.7451085671782518 10.261473497375844 6.1913688406348246 5.6871377825737 0.5469456140708634 5.5360394755698499 0.96499339921865512 0.76857114830636319 10.600657988339661 3.5231061279773712
leaf_count=2240 8 36 13 31 40 15 17 65 22 32 35 37 22 26 705 33 27 53 7 49 12 99 34 96 12 76 20 59 81 32
internal_value=0.000596237 -0.0036813 0.000181047 0.00369015 0.00107472 -0.000455837 0.00747386 -0.0106641 -0.0201048 -0.00544703 -0.0381505 0.000497201 -0.00309119 -0.00182192 -0.00403748 -0.00220077 0.00188332 -0.000784177 -0.0235939 0.00586281 0.00361798 0.00532362 0.00921246 0.0246703 0.000694463 0.00113496 -0.000316079 0.000344279 0.00355722 -0.00444009
internal_weight=177.325 17.8398 16.0423 14.331 159.485 12.3771 6.96602 5.41113 3.97482 4.03961 1.79757 154.092 42.937 41.5443 38.1563 36.0011 111.155 66.5475 4.05131 44.6076 39.9391 38.0089 27.7474 7.43225 62.4962 61.9492 56.4132 55.4482 20.3151 9.71447
internal_count=4034 274 231 195 3760 182 80 102 87 63 43 3720 823 801 775 738 2897 2467 60 430 381 354 255 108 2407 2395 2319 2299 147 66
is_linear=0
shrinkage=0.0371939


Tree=473
num_leaves=31
num_cat=0
split_feature=16 6 0 7 16 13 16 10 17 19 9 18 4 18 16 14 17 9 9 5 5 3 10 6 3 3 19 7 10 5
split_gain=2.27378 1.46895 1.31497 2.26419 1.80345 1.22352 1.46532 1.78563 2.65662 1.67451 1.74843 1.39754 1.24493 1.20732 2.79178 2.11464 2.26275 2.20937 1.774 1.68225 3.60411 1.48557 2.7085 3.57523 1.75519 2.00139 1.75209 1.52078 1.71222 1.51429
threshold=18.594956516900002 15.51536251395 85.732241321850012 22.721067571950005 22.824946625350005 95.862351557400004 15.584963555600002 71.015621515800021 236.15709471040003 12.551012654050002 188.63457064660003 13.314799198000001 239.70509694970005 13.843998451900001 22.654947022900004 195.25924573520004 199.03437346465003 184.85936449530001 196.26893085885004 21.269675393700002 20.911722254300006 89.256809930900019 66.964115113200009 14.980350013450002 90.525762168450015 91.017750006350013 14.551174033150001 24.761435049050004 62.181348099150007 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 5 3 -2 -5 -1 -7 11 9 -9 -11 -8 -13 15 18 17 19 -4 -15 20 -17 22 -20 29 -23 -26 27 28 -27 -24
right_child=2 -3 13 4 -6 6 7 8 -10 10 -12 12 -14 14 -16 16 -18 -19 21 -21 -22 24 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0013574099705508057 0.00016770954540971068 -0.0015551444610036249 -0.00046294972866601445 -0.0022573089925702165 0.00044359536986000869 0.00026388232607475905 -0.0022009914840947662 0.00034578220435262243 0.001148357164757475 0.00038898922822552091 -0.001852201931614184 0.0016781983591854471 -0.00018667469929049976 -0.00074377367410756315 0.0018915401517644438 0.00027112136626301323 0.0017228384533966642 0.0011176007408935688 0.0015511576915521103 0.00038083427286856052 -0.0022157101829108142 -0.0014746975543150926 0.00085162830765972669 -0.0018042058934316112 0.001752422786190345 -0.0025355952590420195 0.00085846130041955374 0.00071650824472875845 -5.4485127827264816e-05 -0.00012815375881103423
leaf_weight=2.6157230847456949 27.324574942700568 2.5950899255112736 3.8448045924305907 2.8735589019488534 1.4202635036781428 34.320396767929196 0.66437623789534228 2.3669232296524561 2.3304779306054106 1.5959846866317082 8.2883077519945783 2.9522150624543428 2.5781748262234032 8.547190207988022 3.470938764512538 7.4226806759834272 4.1619489416480056 29.407412134110928 6.8506625704467288 49.018410383723676 3.2093881219625473 3.6478184014558783 13.916497470811015 3.1165602169930926 2.233341008424758 2.6332209389656764 3.1856012046337128 1.5721255540847776 1.8006106019020078 10.749100585468112
leaf_count=972 328 353 29 100 29 461 72 53 33 84 320 15 99 108 37 43 19 193 48 261 19 31 71 36 10 60 18 9 8 115
internal_value=0.000219784 -0.000112011 0.000324873 -4.02897e-05 -0.00136393 -4.71191e-05 1.5087e-05 -0.000395895 -0.000770565 -0.00113559 -0.00149032 0.000486029 0.000808826 0.000397586 0.00018318 0.000533927 0.000325009 0.000934849 8.13886e-05 0.00022748 -0.000479552 0.000223281 0.000446908 0.000174617 -0.000290552 8.75303e-05 -0.000317001 -0.000940474 -0.001528 0.000424646
internal_weight=250.714 60.3077 190.407 31.6184 4.29382 57.7126 55.0969 20.7765 14.5817 12.2512 9.88429 6.19477 5.53039 158.788 61.7237 97.0646 63.8124 33.2522 58.2527 59.6505 10.6321 49.7055 34.6328 27.7822 15.0727 11.4249 9.19156 6.00596 4.43383 24.6656
internal_count=4034 2462 1572 457 129 2109 1137 676 490 457 404 186 114 1115 551 564 342 222 514 323 62 406 270 222 136 105 95 77 68 186
is_linear=0
shrinkage=0.00196078


Tree=474
num_leaves=31
num_cat=0
split_feature=13 18 15 18 16 15 0 6 9 15 7 5 6 3 2 10 6 17 18 13 6 6 5 12 12 2 14 4 7 7
split_gain=0.278058 0.441407 0.346138 0.332205 0.421446 1.21697 0.370473 0.719365 0.551906 1.19013 0.522618 1.40115 0.648555 0.976248 0.815199 0.565129 0.514605 0.87571 0.529027 0.666122 0.491062 0.829959 0.707665 0.484458 0.866925 0.824816 1.26945 1.09229 0.788094 0.741371
threshold=95.862351557400004 19.424700258350004 20.229639301750002 17.138111898250003 17.684958644900004 20.903251014350001 97.878695155250014 13.755321390900002 210.65484416470002 24.719476717350002 25.335171910400003 16.351273197450002 14.865347326450001 82.796445043450021 166.67665309880002 65.536543845950021 13.715320456250003 205.45998821870003 15.279937110450001 98.255079293500017 14.185331438000002 14.060328517350003 16.569990495050003 93.660658182900008 96.720516239650024 74.580378076100018 168.39662374755002 169.14490639835003 21.147833206800005 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 6 5 -5 10 8 16 -10 20 -12 13 -13 -15 -16 17 18 19 -8 21 -2 -22 28 -25 -26 -27 -28 -24 -29
right_child=3 2 -4 4 -6 -7 7 -9 9 -11 11 12 -14 14 15 -17 -18 -19 -20 -21 22 -23 23 24 25 26 27 29 -30 -31
leaf_value=-0.033900200533638139 -0.0028198116789948948 -0.033331087508424097 0.033701787681069351 0.021139429237760334 0.034100106076725277 -0.034962182417274487 0.0053910103232522998 -0.026826914620078076 -0.038312464499236101 0.00099627456069695123 0.032538327023080127 0.0099555353999838912 0.02278898524852677 0.0012390533138271829 -0.00032284315575006385 -0.039905922524653997 0.031298989390686642 -0.034945957225665084 0.0066544946448012674 -0.036413113651304632 0.022071666084035858 -0.030412501811286258 0.01251720897306342 0.014114359975652852 -0.016615516902973661 0.02068071889879735 -0.030857168644899301 -0.0027642879561590307 -0.0088726773995147917 0.0029720045807388002
leaf_weight=0.62784452436244353 8.3471476173654064 0.12714760281596682 0.254082063514943 1.4274509055539963 0.71023153327405442 0.60590408742427815 0.90580932283773463 1.431601658463477 1.3251565042883151 2.3496735559310764 2.0562172462232402 4.2746200794354063 1.4652342977933575 2.1688749708700925 0.55913838371634472 1.3664546854852231 0.61159523949027139 0.73220161063363853 7.2822753723012283 0.78071459545753896 1.7185784382745612 1.400381652638315 2.2765917455835725 5.5591562577174036 2.9475343581289044 3.5482011171407057 1.2069330047816027 39.084919552238716 11.301515733182894 67.745305831776932
leaf_count=712 283 253 7 28 17 42 38 42 53 38 22 27 26 15 11 99 4 51 195 44 13 13 57 77 32 32 19 855 139 790
internal_value=0.000554306 -0.0168065 0.011345 0.000654302 0.0121049 0.00442213 0.000472126 -0.0044338 -0.00214188 -0.0131786 0.000953856 0.00763888 0.00243276 -0.00113115 -0.0127056 -0.0284121 0.00179098 -6.93378e-05 0.00277795 -0.0139607 0.000406174 -0.00678392 0.000923837 0.000651942 0.00132335 0.0007025 0.00115996 0.000518848 -0.00528631 0.000873324
internal_weight=176.198 1.00907 0.38123 175.189 2.74359 2.03335 172.446 15.419 13.9874 3.67483 157.027 11.8905 9.83432 8.36909 4.09447 1.92559 10.3126 9.701 8.9688 1.68652 145.136 9.74753 135.389 133.67 120.092 114.533 111.585 108.037 13.5781 106.83
internal_count=4034 972 260 3062 87 70 2975 465 423 91 2510 200 178 152 125 110 332 328 277 82 2310 296 2014 2001 1805 1728 1696 1664 196 1645
is_linear=0
shrinkage=0.0331673


Tree=475
num_leaves=31
num_cat=0
split_feature=3 16 7 9 9 5 6 9 0 6 9 8 7 0 0 16 5 3 19 12 2 9 16 18 17 8 6 6 14 19
split_gain=0.263801 0.596967 0.438234 0.533455 0.944769 0.745251 1.03767 0.699997 0.810671 1.42123 0.721271 0.769744 0.743075 1.22744 0.770935 1.15488 0.649476 1.0981 0.670294 0.515947 0.493954 0.47256 0.429916 0.918027 0.858503 0.630314 0.826993 0.518759 0.481395 2.07244
threshold=108.47659710545001 21.094950670800003 19.078733418100004 179.18874144770004 177.77223095870002 23.314013922700003 16.525386113000007 186.68586460755003 85.732241321850012 16.555386813950005 186.14781787895004 8.3434888241000014 22.381996090050006 85.877418060900013 86.420486603250012 20.824951302200002 29.996566321350006 94.421337999450017 14.451165964200003 134.98489220775002 137.02423825130003 54.542104986550008 22.654947022900004 13.531614672700002 191.86029796145002 9.3427090425500019 16.705390318750002 16.625388449550005 239.02478208100004 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=2 -2 -1 4 5 6 19 10 9 -9 11 12 -5 -14 -15 -16 17 -11 -19 -4 -21 -7 25 24 -24 26 27 28 29 -10
right_child=1 -3 3 7 -6 21 -8 8 22 16 -12 -13 13 14 15 -17 -18 18 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.014882312614097096 -0.036013141910006409 0.023405156507851934 -0.023929933269924382 -0.013975639084596968 -0.043020175667435691 0.023230551074862774 0.038586139378864494 -0.038615456162050907 0.0032615784618312566 0.0081234073855555762 0.02570503231318572 0.023064137109013623 0.025078441853482132 -0.015748024626530039 -0.010037028600106218 0.036884659659909766 0.016144831741280723 -0.0059315259093641803 -0.040296589943581471 0.020138652041409751 -0.01004238491863409 -0.040136614701321668 0.010744131423355441 0.020045964514307311 -0.012182898084263779 0.017173618893659197 -0.02879855770127145 0.020957086865559554 -0.002591005400238198 -0.025705434711820956
leaf_weight=2.6237432722664371 0.67559285095194255 0.30183856189250946 1.2693778864486369 3.0308965323492911 0.88797230273485173 0.17215667989512418 0.7916634827852248 1.7539392974576893 61.931271933688549 2.4196764665539376 2.3607164132699827 2.3352686446160069 2.8439595457166416 2.9146119691431522 1.4800272967113417 1.1502102836966512 1.6340398862957952 1.3206784546491692 1.4908953993581233 1.1918475870115801 1.5254578218336972 0.92765415537724039 4.2894114935770613 4.3083290848880997 3.8007582370191813 2.6117343846708527 1.2406061440706242 1.4436722511891265 56.670176943727711 3.2051865346729747
leaf_count=78 183 3 164 35 17 10 5 112 951 25 33 14 22 18 41 9 16 51 58 74 710 251 26 56 29 26 17 16 960 24
internal_value=0.00053305 -0.0176643 0.000635492 0.000416899 -0.00924905 -0.00414748 0.00185296 0.000815112 5.86925e-05 -0.0103958 0.00776742 0.00468885 0.000931199 0.00631707 -0.00330565 0.010482 -0.00318622 -0.00922449 -0.0241543 -0.00544141 0.00319543 -0.0302176 0.000704633 0.00694813 -2.69771e-05 9.55974e-05 -0.000262688 2.4547e-05 -0.000223549 0.00183619
internal_weight=174.603 0.977431 173.626 171.002 6.76613 5.87816 4.77835 164.236 148.12 8.61923 16.1157 13.755 11.4197 8.38881 5.54485 2.63024 6.86529 5.23125 2.81157 3.98668 2.71731 1.09981 139.501 12.3985 8.09017 127.103 124.491 123.25 121.807 65.1365
internal_count=4034 186 3848 3770 1231 1214 953 2539 2367 262 172 139 125 90 68 50 150 134 109 948 784 261 2105 111 55 1994 1968 1951 1935 975
is_linear=0
shrinkage=0.0351263


Tree=476
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 2 5 17 9 16 17 18 3 10 16 16 5 0 18 5 6 6 0 17 10 16 15 19 8
split_gain=1.48826 1.75315 2.22218 1.68793 2.496 1.89861 1.50434 1.40008 1.48419 1.30225 1.22018 1.18741 1.1406 1.09898 1.74984 4.05278 2.38633 1.72638 1.5171 1.67072 1.49702 3.84831 1.4022 1.48848 2.43299 1.71534 2.69217 2.5784 2.10912 2.31179
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.201366220250005 12.851036860900001 13.716117217950002 137.73157856955004 17.719454526200003 174.23065882520004 186.68586460755003 16.484961451000004 200.37850214585004 15.182826537550001 93.281431752200021 64.407391431150018 20.959950986500004 22.494947397000004 20.374719724350005 89.705782438650019 13.314799198000001 21.072048321250005 16.355382140900002 16.235379337050002 96.163458868000006 205.83789591070004 70.206395618550019 19.199955102150003 27.437241680050004 13.751109481500002 8.1436447804000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 10 -5 -7 -9 -1 -6 -4 -13 14 16 22 -2 -15 19 -18 21 -21 23 24 25 26 -16 -27 -28 -30
right_child=13 2 11 6 5 7 -8 8 -10 -11 -12 12 -14 17 15 -17 18 -19 -20 20 -22 -23 -24 -25 -26 27 28 -29 29 -31
leaf_value=-0.00082804958916165043 0.0015971984771288681 0.0011686960517193206 -0.002585093195300587 0.0017585523201114051 -0.0022628420122216917 -0.0025311326428936001 -0.00071998834529944926 -0.0033799047951682021 0.00066801977737299221 0.00033628392117698044 0.00057013340723499411 0.0023469277201901102 -0.0014863631966037245 0.0013865699910336252 0.0017642411884399843 -0.001878963966502737 0.0011784450456479255 9.7913984321055879e-06 0.0019474392971800568 0.00028500098672635995 0.00043962491619315975 -0.0027596379563976461 0.0012021626407673692 0.00083869117082429972 -0.0021489727672224942 0.0014350043145979936 -0.0014736511817119316 -0.0023838947588478159 0.0017299431621814402 -0.00016631952561113708
leaf_weight=5.0879925559565882 10.80623811483383 1.4728341451846052 3.2287258197320625 4.3683070915285489 0.85255997069179823 3.9592341198585927 1.5010944444220511 0.5590708700474355 1.5841977978707289 31.602519682055572 3.7201554999919608 0.49485078454017628 1.2453161152079699 4.4344231206923714 4.716201066970835 4.1215404309332362 9.6063290238380414 65.964762704214081 3.0384601689875117 6.9000667408108693 26.003735054284334 2.6105195358395576 7.1280900947749606 11.284643508493899 2.3678310019895425 1.1582588851451867 3.7504806397482779 2.6564935590140522 3.9182571172714225 11.665722934529184
leaf_count=1068 99 27 183 49 63 120 39 65 78 660 102 2 60 33 27 32 48 669 30 30 156 37 49 45 39 5 36 79 20 84
internal_value=0.000209619 -8.312e-05 -0.00113555 4.42289e-05 -8.96554e-05 -0.000998659 0.00112467 -0.0017784 -0.00038788 0.000174822 4.19393e-05 -0.00181855 -0.000396291 0.000305538 0.000437236 0.000154676 0.000690097 9.65143e-05 0.000486555 0.000388178 0.000174418 -0.000550709 0.000326977 0.000176718 -7.03649e-05 0.000106262 0.000317319 -0.00122438 -3.56242e-05 0.000310455
internal_weight=241.809 59.6769 6.44173 53.2351 47.3657 10.6752 5.8694 6.1025 2.14327 36.6905 4.57272 4.96889 1.74017 182.132 111.733 52.7675 58.9653 70.3992 48.1591 45.1207 35.5143 9.51059 48.646 41.5179 30.2332 27.8654 24.0507 3.81475 19.3345 15.584
internal_count=4034 2516 272 2244 2156 428 88 263 143 1728 165 245 62 1518 816 416 400 702 301 271 223 67 384 335 290 251 167 84 140 104
is_linear=0
shrinkage=0.00213593


Tree=477
num_leaves=31
num_cat=0
split_feature=16 15 0 6 18 17 18 18 7 7 19 17 4 6 13 7 13 16 14 5 10 17 12 19 12 15 4 13 16 15
split_gain=1.68188 1.6712 1.29426 2.16677 1.54474 2.12671 3.0063 2.10327 2.0278 1.98611 1.39814 2.38759 1.32621 1.27829 1.49145 1.24885 1.13328 1.10913 2.02295 1.63779 1.48659 1.91802 1.85352 1.37049 2.20583 1.06335 1.65267 1.0594 1.58938 1.24845
threshold=18.684956306450005 34.040719645900005 85.995710218650018 16.375382608200002 13.065205089100003 188.41589330430003 13.276755824150003 13.192618516750001 23.203497038450006 23.445318439400001 14.451165964200003 191.37184185705004 183.52566960905003 15.51536251395 109.72404167800001 23.433599577300004 117.45067034490002 15.584963555600002 171.16849715720005 11.270433591700002 71.015621515800021 236.15709471040003 151.46967002190004 12.551012654050002 145.97209859650005 29.329759478700002 232.62504358260003 116.60649449195002 22.574947209950004 48.903217410600007
decision_type=2 2 2 2 2 2 2 2 2 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 12 -4 7 -7 -6 10 15 11 -8 -2 14 17 -10 -12 19 -19 -1 25 22 23 -22 -25 26 -20 -5 29 -29
right_child=2 -3 4 27 5 6 8 -9 9 -11 16 -13 -14 -15 -16 -17 -18 18 20 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0019698217074616792 -0.0025168932126960076 -0.0022796863765753928 0.0012058994451978357 0.0010200134945031825 -0.0018080716524873379 0.0012963098553734425 0.000462995877501794 0.00043838627729273866 0.00073785990290972257 0.00028424098522271271 -0.00054326856596580034 -0.0018836808151931666 -0.0001948162511702994 -0.0015294794808825769 0.0013884464236966609 0.0020290147222206227 0.00085755813959366705 -0.0023831892477187392 0.0017918050427027314 0.00026417645622636878 0.0012230342050440325 0.0010168969295222604 -0.002070229965901203 -0.0015780116850697271 0.0014683467933866933 -0.00062439148167709076 -0.00088366835976175803 -0.0017547659348216519 0.00017076916768664436 0.0010660483864470471
leaf_weight=1.2620416796562484 1.8623625040054315 1.2368340753018845 8.3603563755750638 4.7317989794537416 3.2645196095108977 12.624332465231417 2.5846356973052016 2.9201182126998901 11.618559226393698 74.620604509953409 4.1645094305276853 4.2239396013319492 1.7781187343061899 2.004617463098838 2.8513355674222103 3.6380282938480368 4.3846397623419762 1.7284309819806392 3.1982980410102781 31.665281752095325 1.5653260853141526 2.2172838151454917 3.5721760033629835 3.6677682569716126 1.1561490884050725 1.9710888904519377 1.1648620376363394 2.8119734753854568 40.308162498055026 0.73114671325311054
leaf_count=798 21 90 36 56 21 76 13 22 66 560 29 39 30 354 20 53 20 53 77 615 15 36 221 158 13 26 40 121 351 4
internal_value=0.000214179 -6.7703e-05 0.000304657 4.8277e-05 0.000405779 0.000351853 0.000409535 -0.000747391 0.000303155 0.000413506 -0.000342645 -0.000992848 -0.00138272 -2.05531e-05 3.34422e-05 0.00104574 0.00017518 -3.92241e-05 -0.000393487 0.000178552 -0.000207722 -0.000600736 -0.0009608 -0.000340526 -0.00084789 0.000547917 0.00107752 0.000155506 6.22211e-05 -0.00117267
internal_weight=243.889 59.2615 184.628 52.2236 132.404 124.044 117.859 6.18464 105.235 89.8772 15.3577 6.80858 3.64048 58.0247 56.02 15.2566 8.54915 53.1687 20.2414 32.9273 18.513 12.1787 9.96142 6.38924 4.82392 6.33425 4.36316 48.5831 43.8513 3.54312
internal_count=4034 2516 1518 583 935 899 856 43 780 679 101 52 51 2426 2072 119 49 2052 639 1413 586 443 407 186 171 143 117 532 476 125
is_linear=0
shrinkage=0.00192311


Tree=478
num_leaves=31
num_cat=0
split_feature=19 8 13 4 7 7 15 4 18 16 3 13 13 13 8 0 15 8 6 0 3 3 18 16 7 3 19 5 7 7
split_gain=0.29297 0.4744 0.670789 0.398323 0.44864 1.10866 0.855358 0.692744 0.548275 0.493415 0.736873 0.567628 0.569094 0.545937 0.474281 1.18043 0.844875 0.685506 0.658531 0.677825 0.621933 0.694241 0.553089 0.546191 0.534917 1.33297 1.09435 3.00891 0.970987 0.947111
threshold=14.651182102100002 8.6432548896500023 117.94265818275001 127.35214607660002 22.061824394000002 20.861906850000004 43.030193406950012 377.6847677435 12.844794714750002 18.704956259700005 108.56262776565002 108.45777789855002 107.54907905045002 120.87576600310001 8.8430989333000021 87.48511602295001 32.548041893900006 8.7431769115000026 16.715390552450003 85.495657006400009 93.394346993650018 93.620177476600006 13.754580103150001 22.764946765650006 22.721067571950005 93.819123378250012 14.251149826300002 21.043187000650004 22.407814303000006 22.747724408400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 5 7 -7 9 -6 11 -11 12 -5 -12 17 20 -17 18 19 23 -16 -22 -19 -10 26 29 27 -21 -28 -26
right_child=1 2 -4 4 8 6 -8 -9 14 10 13 -13 -14 -15 15 16 -18 22 -20 24 21 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=0.014464159509613777 0.013863704594099619 0.010529749127008763 -0.023225906788271817 -0.014900497048280574 0.018376805010647364 -0.030367592583939972 -0.0015003730121509148 -0.034534643821591451 -0.037419320477940686 0.023619725275394715 -0.03427417489720732 -0.033819560733429052 0.027149251429016225 0.02320964145825951 -0.042942481568808637 -0.010746400559579329 0.023799310292067246 0.00021889703590112849 0.025895599284329222 0.0086243189674697421 0.0082428220503958025 -0.031292830245552357 0.019706618229401871 0.0016651783543493227 -0.024932612258749508 -0.037423331513818187 -0.0061334322624677865 -0.073557187323182727 0.013592593643982223 0.00018626783032856721
leaf_weight=2.1591734113171688 4.4140621158294371 1.5155025105923416 1.1312435748986898 0.74507905443897315 1.8796909154043522 2.757211395251943 1.9129818044602869 0.48916666257355235 0.95216451006126479 2.4665155797265474 0.49802398291649286 0.58164493106596626 0.67491599661298096 0.28628227021545172 1.1193541474640363 1.6332486849278214 1.4892128109931944 2.8325018230825654 1.0926679372787464 1.6884206671456952 0.95737676322460152 0.99826971790753305 3.689962855540216 0.67039782553911209 1.6750665177823965 1.0659662053949421 3.5903062410652629 0.69073283525358409 11.670322553953154 117.96028527300587
leaf_count=27 36 19 22 98 28 204 12 51 50 46 64 281 16 12 14 28 13 26 10 67 7 33 32 5 13 60 35 10 98 2617
internal_value=0.000586557 0.00720583 -0.00389773 0.000308734 0.000124688 -0.00654153 -0.0185431 0.00322048 0.000570591 0.00673665 0.0147143 -0.00621968 0.00508552 -0.0132918 0.000352936 -0.00863649 0.00572968 0.000730441 0.000244306 4.40512e-05 -0.0232244 -0.0119384 0.0112437 -0.0212707 0.000294046 -0.000494473 0.00568954 -0.0152352 0.00895173 -0.000165433
internal_weight=175.288 7.06081 2.64675 168.227 166.068 10.4118 4.67019 5.74163 155.656 5.25246 3.25082 2.00164 1.42 0.784306 153.776 6.19746 3.12246 147.579 141.056 139.964 3.075 1.95565 6.52246 1.62256 138.341 120.701 17.6398 2.37915 15.2606 119.635
internal_count=4034 77 41 3957 3930 784 216 568 3146 517 122 395 114 76 3118 95 41 3023 2965 2955 54 40 58 55 2900 2690 210 77 133 2630
is_linear=0
shrinkage=0.0331706


Tree=479
num_leaves=31
num_cat=0
split_feature=15 19 13 14 18 19 5 6 7 18 13 6 3 8 9 2 18 3 2 18 6 6 15 7 4 8 0 16 8 6
split_gain=0.30908 0.348445 1.17555 1.08353 1.70111 1.38101 1.07278 1.06833 1.07879 2.28958 1.37431 1.03944 1.07771 1.06574 1.02181 1.02878 1.0111 0.807898 0.804272 0.776961 0.71906 1.59914 1.54178 1.04741 1.17404 1.11105 1.67775 2.02146 1.39184 0.726885
threshold=50.314162856800003 14.351157895250003 114.13311301190002 372.73472382990002 13.893471991850001 14.551174033150001 20.204934414350003 16.485385178400005 23.314707969200004 13.065205089100003 117.64961624655002 16.405383309150004 93.620177476600006 8.4434108459500017 184.36538191430003 108.24034454255001 13.023291802750002 91.017750006350013 196.01988179970002 13.314799198000001 15.255356438950001 15.075352233200002 37.870720399650004 24.002506000500002 169.88079978325004 8.6432548896500023 89.813320763900023 22.534947303500005 8.4434108459500017 16.325381439950004
decision_type=2 2 2 2 2 2 2 2 2 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 17 -4 20 9 16 -11 12 -8 14 -13 -16 -9 -6 -15 -17 21 22 -1 24 -22 26 27 -26 -29 -25
right_child=-2 2 3 -5 5 -7 11 8 -10 10 -12 13 -14 18 15 19 -18 -19 -20 -21 23 -23 -24 29 25 -27 -28 28 -30 -31
leaf_value=0.00070952880747679231 -0.023571793897485774 -0.019994001943698426 0.025805398476342615 0.02689258465191724 -0.0092591066664182917 0.0072990690740068137 -0.00099294305252130765 -0.0095977191949514068 0.0037799020090468769 -0.059252677219724277 0.0014654941580873632 -0.0053957334173659523 -0.033152248673433762 0.0027012889408109218 0.038728221552778476 0.02467716061230172 0.043401481295877502 -0.056205121775846779 -0.026091815616388663 0.0030284132323965675 0.021608261464330716 -0.04864879633038191 -0.04258350215723615 0.037927623544188743 0.030190958092286391 -0.031235830885636164 -0.02911088299509065 -0.019109913473195999 0.017747913669899369 0.0071174638268689085
leaf_weight=61.629648434332921 0.89817209469037962 3.5450800266116849 4.028340231627225 3.5072890929877749 0.97367202118039076 1.7730410443618891 8.2533038388937694 7.1844448655829201 6.3313272055238476 2.7338822084057033 0.83489478286355723 3.7831155816093114 2.2822401021257965 18.02035714767408 3.3994814846664658 5.1793889289256168 0.6756721450947224 1.7763227168470619 1.8338259973097581 6.3089079128112644 4.4753619954572121 1.1950438146450313 1.4444133873330418 2.7971923700533798 4.4695681314915436 2.0023772683925918 2.5068456418812266 4.6064099688082933 2.842515048570931 2.4773137252777815
leaf_count=2319 50 45 43 65 12 21 59 419 37 100 10 39 39 178 63 34 8 41 45 40 47 36 59 34 72 18 19 42 17 23
internal_value=0.000663695 0.000789613 0.00319521 0.00454024 0.00317948 -0.0212053 0.005257 -0.000647968 -0.00993589 -0.0175341 -0.045048 0.00356978 -0.00795939 0.00672269 0.013827 0.0187116 -0.0050418 -0.0395833 4.1822e-05 0.0127885 0.00117582 -0.00118125 -0.000281894 0.0069627 0.00280071 -0.00232298 0.00169041 0.00816892 -0.00504494 0.0234568
internal_weight=173.769 172.871 64.6644 61.1193 57.612 4.52304 53.089 108.207 17.7602 11.4289 3.56878 49.0606 10.5355 38.5251 18.6709 14.8878 7.86012 2.74999 19.8542 11.4883 90.4467 64.2691 63.0741 26.1776 20.9031 16.4277 14.4253 11.9185 7.44893 5.27451
internal_count=4034 3984 724 679 614 74 540 3260 574 537 110 497 98 399 176 137 427 53 223 74 2686 2414 2378 272 215 168 150 131 59 57
is_linear=0
shrinkage=0.0414211


Tree=480
num_leaves=31
num_cat=0
split_feature=16 16 5 18 10 7 19 15 12 6 0 15 6 12 10 10 0 13 16 0 3 2 5 6 15 10 2 9 0 7
split_gain=1.50797 1.56088 1.55044 1.46009 1.83021 1.79149 1.28708 1.24386 2.26504 1.37716 1.91262 1.35258 1.34003 1.83406 2.6956 1.38809 2.16369 1.28813 2.34283 2.90614 1.84981 1.32537 1.74009 1.16661 1.16209 1.1546 1.10503 1.01444 1.0048 2.79595
threshold=18.594956516900002 15.584963555600002 11.270433591700002 17.551307094650003 71.015621515800021 22.356277907050004 12.451004585100002 43.890399822900008 202.12526968910001 16.235379337050002 86.756543869550015 43.030193406950012 16.455384477450004 221.60958460755003 61.950140699950005 64.665483411650015 87.278104746850019 112.64908412395 19.974953289850003 96.531777631850005 93.281431752200021 113.66940188285001 19.749058312400006 16.435384010100005 38.884669609800007 61.923256118600001 62.922191810850009 188.63457064660003 94.047642319350018 24.876210878000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 -6 11 -9 -10 -11 12 17 15 25 16 -14 18 26 -20 21 22 -19 24 -22 -15 -2 -8 -28 -30
right_child=7 3 -4 -5 6 -7 27 8 9 10 -12 -13 13 14 -16 -17 -18 20 19 -21 23 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0023570655196177024 0.0015397131996405236 -0.0015043664821712617 0.00028486447073977785 0.0011859050327507207 0.0011419053580392785 0.0010305305819928339 6.5236140121047303e-05 -0.0023143426809515942 -0.0016888124502173469 2.8779180813544343e-05 0.0024998036735417702 0.0014053504813182716 0.00015827722463661003 -0.00081519721803478536 -0.0029684766952824929 -0.0014490336263236331 0.0019601772098119634 0.00044199839117837044 -0.0027186114660766483 0.0011131231008144683 -0.0014390380278025035 0.00074722363233645185 0.0023990434764174671 0.0010890792089777244 0.00021685451516048599 0.0019564287080699096 0.00073165197930143654 -0.0019435823346122452 -0.001733575601026984 0.00046040444477468722
leaf_weight=1.2164995845523652 4.0050166770815876 2.2716408556443701 33.116553666797699 2.113772847224026 0.96397274872288008 4.1876746178604662 1.5680059500155028 2.3360990814399001 2.087532272096726 16.019063166459095 1.8452483341097821 6.8620730014517894 40.495599686633795 2.2234106532996516 2.4716567434370518 2.4888087604194871 3.8553186878561965 3.7679494544863683 2.929909477941691 1.6257493644952772 3.7425545626319927 33.115107662975788 6.6102459356188774 3.6195921190083018 5.5716138165444136 1.2349222451448438 12.526404520496728 8.6731988657265884 4.2391795716248444 11.108520107343791
leaf_count=798 25 346 721 39 24 84 117 43 36 184 11 38 343 67 45 25 21 25 53 7 33 210 83 33 40 3 95 333 85 67
internal_value=0.000230254 -0.00010502 0.000191255 -0.000619323 -0.000835341 0.000139047 -0.00139703 0.000334052 -0.000173108 7.7603e-05 0.000284017 0.000408177 0.000361191 6.87276e-05 -0.00113551 0.000221186 0.000314912 0.000527386 0.000190516 -0.0013512 0.000744902 0.00097183 0.00168851 -1.82025e-05 -0.000448505 0.000174512 0.000410834 -0.00163602 0.000248634 -0.000145594
internal_weight=228.893 54.1113 34.3331 19.7783 17.6645 6.45932 11.2052 174.782 22.2879 19.9518 17.8643 152.494 145.632 52.7697 5.92999 46.8397 44.3509 92.8618 36.4348 4.55566 56.4271 43.4933 10.3782 12.9338 9.31417 3.45833 31.8791 10.2412 27.8741 15.3477
internal_count=4034 2462 1519 943 904 430 474 1572 274 231 195 1298 1260 504 115 389 364 756 332 60 424 318 108 106 73 70 272 450 247 152
is_linear=0
shrinkage=0.00229835


Tree=481
num_leaves=31
num_cat=0
split_feature=16 15 16 7 18 18 18 17 17 13 13 2 19 2 7 0 16 15 2 16 8 16 16 0 0 12 10 15 6 19
split_gain=0.288757 0.984055 0.793372 0.667459 2.31225 1.19758 1.27283 1.16567 0.805526 0.615366 1.01109 0.73558 0.645089 1.13104 1.00365 1.74821 1.43457 1.43294 0.96815 0.920098 0.916212 0.7288 0.664408 0.876037 0.872657 0.667891 0.651111 0.532852 0.526098 0.713919
threshold=18.684956306450005 34.040719645900005 18.754956142750004 25.297859295400006 14.493864790000002 14.366548389000002 14.254777969200001 202.58869561095003 205.83789591070004 111.38282034450002 109.72404167800001 54.465024697200008 12.651020723000002 72.043920985000014 24.054467534550003 93.953546284800012 18.404956961200003 26.135540888150004 49.864842700850012 16.859960574100004 8.1436447804000007 17.809958352600002 15.404963976500001 98.142164052000012 102.03236296680001 81.514192512750014 75.408562100950022 31.385732506450001 13.65531905435 13.351077205700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -2 4 5 6 -4 -6 -9 10 12 -11 19 18 -15 -16 17 20 -14 22 28 -19 25 26 -25 -1 -24 -5 29 -17
right_child=2 -3 3 27 7 -7 -8 8 -10 11 -12 -13 13 14 15 16 -18 21 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.040499663122625665 0.015956221960159948 -0.036316129920857594 0.0010497232384116277 0.018226166834477375 -0.035543728733344992 0.016207486234445994 -0.02270992191640778 0.0069287331861971908 -0.018573091273114697 -0.095536389008804498 0.021506127309703839 -0.013584114226574469 0.00097975330854746284 0.013064414551610171 0.029934498836327497 -0.031691591010528757 -0.036752269444021338 -0.016741847066322015 -0.041977191012630949 -0.034379597966958296 -0.035797484347747481 0.019152318629588973 0.0087355618629718947 -0.033476819323746257 0.01801342651853265 0.00034941498158841356 0.032368336027669621 0.0034341098208642263 0.016470258026754905 0.0017921559291876371
leaf_weight=0.37332488594985136 3.2407422128599128 0.735364386375294 104.71653261280153 3.3062895042821747 2.1058148626470929 4.6692163646221152 2.0973010640591374 1.8626200775615869 2.8698612367734313 0.12950082123279472 1.7979054331226496 0.43661972194968257 0.73326496407389585 2.7274191606556988 1.0187441225280043 1.0850846678513324 1.7047025399515403 0.67487035787780802 1.3767909946618599 0.63451896046171796 1.5105232349596915 2.1891554910689592 2.9206776130886274 0.70005298370961078 0.52546066994545981 16.38095505937963 1.671583096089307 6.764298414113 0.67657109349966038 1.2491900030145187
leaf_count=31 39 90 1166 20 73 55 39 20 47 1 29 234 5 116 14 114 98 44 51 48 55 41 96 35 13 1341 11 59 8 41
internal_value=0.000508851 -0.00169573 0.00119974 0.000827274 0.000192062 0.00123759 0.0005832 -0.0168529 -0.00853603 -0.00106738 -0.000624365 -0.0323308 -0.00166724 -0.00656011 -0.00319206 -0.00757814 -0.0117823 -0.00601865 -0.0270492 0.00148405 -0.0166054 0.0106943 0.0024922 0.0112844 -0.0113995 -0.000560799 0.0173379 0.00829051 -0.00697678 -0.0137727
internal_weight=172.885 41.2523 131.633 128.392 118.321 111.483 106.814 6.8383 4.73248 40.5169 39.9508 0.566121 38.1529 14.9463 12.8363 10.1088 9.0901 7.38539 2.11006 23.2066 4.52137 2.86403 22.5721 5.81777 1.22551 16.7543 4.59226 10.0706 3.01085 2.33427
internal_count=4034 2516 1518 1479 1400 1260 1205 140 67 2426 2191 235 2162 587 531 415 401 303 56 1575 218 85 1527 155 48 1372 107 79 163 155
is_linear=0
shrinkage=0.0301981


Tree=482
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 15 5 8 5 10 7 17 17 13 5 17 18 16 17 5 9 4 18 16 10 3 7 16 0 13
split_gain=2.04008 1.64864 2.38507 1.76033 1.92292 1.61665 1.82642 1.50271 1.46455 1.3892 1.26084 1.18285 1.2031 1.13708 1.58277 3.09633 1.03211 1.13873 1.00358 1.83526 1.11027 1.25655 1.60961 0.980881 1.152 2.88559 4.31313 3.0984 2.59013 2.41267
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 46.074827201850006 24.367802910700004 7.0445025401000008 24.458659404000002 62.025417527550012 23.779256055650006 200.37850214585004 200.68028944555002 119.06105676505001 30.284449345300001 163.10708527260002 17.551307094650003 17.684958644900004 179.91109285790003 13.716117217950002 205.88909726980003 184.44686266195001 15.625782642300001 18.734956189500004 66.590419433100024 84.643415779050017 24.385896469550001 19.974953289850003 90.407470010750018 109.49014582065001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 7 13 -7 -1 -8 -10 -9 -4 -13 23 15 -15 -6 -18 19 -12 -20 -22 -23 -2 28 -26 27 29 -25 -27
right_child=5 2 11 -5 16 6 8 10 9 -11 18 12 -14 14 -16 -17 17 -19 20 -21 21 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=-0.00093367364011305196 0.0015213267254602946 0.001288284101105095 -0.0025107770747043669 0.0012795157527070047 -0.0010100506034770192 -0.0024824034093360097 0.0019735164441062446 0.0022817787998856186 9.1224861486594537e-05 -0.0019218507568115981 0.000360009759274511 0.0023019369612076236 -0.0015585729829571968 0.0013304994311038509 0.0012728224306103944 -0.0023301185244003642 -0.00099865724114398956 0.0021589756187609314 0.0008552506101757656 -0.0023733170536775644 0.0010630263686875767 -0.0021046639070376174 1.083159627208882e-05 0.00042112852384951557 0.00079394562384609447 -0.00094817626471113529 -0.002085143568157899 -0.0018077089972109443 0.0017827010587869179 0.0012400554407233126
leaf_weight=4.8258159796241662 3.4694901574403039 1.4055942052509625 3.2949665475753136 4.4176412236411116 11.457259718998101 1.6211504971142847 1.2967133820056895 1.3577981559792522 5.8894021487794816 1.997479118814226 2.8146108989603844 0.5142463445663451 1.1081894935923626 1.5014970172196616 1.634534327778965 3.0430324045009911 0.9707175160292526 1.0181609131395815 11.910905608674513 1.7232732744887469 3.5899212246295056 1.8994542621076096 8.8863958178553712 121.74412067804951 13.313891179859636 3.0224640537053364 5.2307061227038494 2.8312264606356612 6.3986649662256232 7.9827403910458088
leaf_count=1069 29 27 183 39 475 40 17 11 66 59 118 2 60 14 14 101 42 16 99 109 44 27 195 843 66 46 97 40 49 37
internal_value=0.0002299 -9.9344e-05 -0.00110795 1.68793e-05 -9.36736e-05 0.000341229 -0.000441182 0.000151788 -8.0852e-05 -0.000418619 0.000314556 -0.00179289 -0.000334948 0.000390907 -0.000487519 -0.00112066 -0.000769265 0.000617821 0.000227901 -0.000677978 0.000384283 -5.93207e-06 -0.00036172 0.000424005 0.000400288 4.87604e-05 -0.000471576 0.000138416 0.000489117 0.000639081
internal_weight=242.172 61.195 6.323 54.872 50.4543 180.977 10.8047 37.0082 9.18359 7.88688 32.1824 4.9174 1.62244 170.172 6.17906 4.54453 13.4461 1.98888 30.8246 4.53788 26.2867 14.3758 10.7859 163.993 160.524 32.381 19.0671 13.8364 128.143 11.0052
internal_count=4034 2516 272 2244 2205 1518 182 1672 142 125 603 245 62 1336 129 115 533 58 592 227 365 266 222 1207 1178 286 220 123 892 83
is_linear=0
shrinkage=0.00208594


Tree=483
num_leaves=31
num_cat=0
split_feature=15 13 19 14 18 19 8 13 9 15 16 15 13 9 4 9 16 13 13 9 5 6 16 9 15 16 8 17 13 10
split_gain=0.292699 0.737862 0.393761 1.3103 2.01815 2.72069 1.1058 1.06105 0.799644 1.48965 1.07925 1.02675 1.46879 1.5101 0.934379 0.923793 0.810959 1.19155 1.91909 0.763988 0.741504 0.786559 1.16836 0.700632 0.692788 2.12261 0.692689 0.721956 1.31634 1.46562
threshold=46.683480308100009 117.56896250265002 14.351157895250003 372.73472382990002 13.893471991850001 14.651182102100002 8.543332867800002 117.72489307420001 195.94564826430005 43.401366108000012 22.654947022900004 41.29990759910001 117.54745483760001 194.31002311890003 375.65892766775005 195.10791980860003 22.664946999500003 113.97180552410002 113.93954402655002 193.42660545270004 19.830540377400002 16.375382608200002 22.614947116400003 197.55459634620004 37.606388722050006 19.844953593850004 8.4434108459500017 187.51563899930002 117.69263157665002 61.977025281250008
decision_type=2 2 2 2 2 2 2 2 2 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 20 6 -6 8 9 11 23 12 13 14 16 -15 17 18 19 24 -4 22 -22 -10 25 -1 27 -23 29 -29
right_child=1 -3 3 -5 5 -7 -8 -9 10 -11 -12 -13 -14 15 -16 -17 -18 -19 -20 -21 21 26 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00022230826813781699 -0.029113075361229649 -0.00020049298091285754 0.022600605387813694 0.025108077054240167 -0.042986941287562072 0.026704325986520717 -0.011198700332394264 -0.021777213654371574 0.014600878934691416 -0.041234701908261173 0.023471683703997045 0.016004238865467361 -0.023906324229819042 -0.044436156779994386 -0.035907444626397597 -0.0098174124576816488 -0.04344078578893943 0.015642282550379787 -0.072759197109755994 0.025210086603749921 0.0041496786496317056 -0.010082389627946341 -0.01952015757389719 0.00050492289567728547 0.026501453267790808 -0.047923991194113211 0.00094729659414143053 -0.01444777679740226 0.035291881454178782 0.012564696056037964
leaf_weight=13.035024882286981 1.2443023373634776 4.0006895826663822 2.1871873363852492 2.7285392731428137 2.4368668776005498 1.2543671065941451 2.2753965184092522 2.4406019464950068 4.0415051733143619 1.1133722919039417 2.46686141565442 2.8910652585327616 3.6710229094023807 1.2295561175560572 0.70679400493827316 2.5431279599288246 0.40818851441144843 6.0578207496146197 0.39501159256906149 1.2324335362645786 5.484341317554934 1.8452285444363976 3.7932335347868502 61.301247907838842 0.88457919657230455 1.0650453241541988 21.403105066623539 2.5810351278632906 2.1881174966692916 13.232501964084802
leaf_count=1034 63 73 12 45 45 12 40 102 46 20 28 14 32 29 378 34 4 206 10 14 45 20 38 1265 7 18 225 26 13 136
internal_value=0.000567791 -0.00705961 0.000807499 0.002895 0.00186215 -0.0162132 -0.0276374 -0.000407796 9.83465e-05 -0.0039091 0.00218057 -0.00269111 -0.00442188 -0.0018263 0.00123083 -0.0211 0.00236823 0.00319306 -0.00134672 0.000392732 0.00390804 0.00309889 -0.00552798 0.00137677 -0.00164841 -0.00341441 0.00503917 0.00945189 0.0114542 0.00815581
internal_weight=172.138 5.24499 166.893 61.4099 58.6814 5.96663 4.71226 105.483 103.043 35.233 67.8096 34.1197 31.2286 27.5576 23.7849 3.77268 23.0781 22.6699 16.6121 16.2171 52.7148 50.5276 9.27757 65.3428 14.9846 14.1001 41.25 19.8469 18.0017 15.8135
internal_count=4034 136 3898 657 612 97 85 3241 3139 1800 1339 1780 1766 1734 1671 63 1293 1289 1083 1073 515 503 83 1311 1059 1052 420 195 175 162
is_linear=0
shrinkage=0.0327912


Tree=484
num_leaves=31
num_cat=0
split_feature=9 9 0 16 3 6 10 16 19 9 0 2 14 16 9 9 2 5 16 6 10 5 7 18 19 7 10 12 14 19
split_gain=1.25004 1.91011 1.91785 3.07285 2.0398 2.78258 1.5796 3.05935 2.77985 1.92089 1.61023 1.6534 2.43096 1.52642 1.4646 1.45424 1.45286 1.34357 1.3115 1.5744 1.62212 1.48322 1.41474 1.81328 1.70881 1.29262 1.7016 1.59065 2.11199 1.53251
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 94.421337999450017 21.760508430800005 64.407391431150018 22.494947397000004 14.551174033150001 191.72037998490001 89.705782438650019 108.63443756215001 231.12292494700003 22.624947093000003 198.74336288960004 187.45330412110005 56.478612905150008 21.500664456800006 22.654947022900004 16.405383309150004 62.111448187750007 23.545618314050007 23.109894804950002 13.777522434500002 14.451165964200003 19.078733418100004 61.853356207250009 134.98489220775002 240.28931515145004 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=16 -2 3 15 -5 -6 7 17 -8 13 11 14 -13 -9 -11 -3 -1 -4 19 20 -14 -20 -21 -24 -25 29 -27 -28 -29 -18
right_child=1 2 6 4 5 -7 8 9 -10 10 -12 12 18 -15 -16 -17 25 -19 21 22 -22 -23 23 24 -26 26 27 28 -30 -31
leaf_value=0.0013976311821977355 0.00083869806883794871 0.0010396601944548461 0.0018567426553932939 0.0014591511155696872 -0.0018070761739830119 0.00064158836282527884 0.00011185051078827627 -0.0016081342424025995 -0.0021447115020825991 0.0016391876131090898 0.0017627068520170998 -0.0011176470206132045 -0.0014051383289070706 9.557246378532621e-05 0.00017368813921084174 -0.0022316315913242821 0.00069004922767987439 0.00055438818162172683 0.0013214420591144659 -0.00045481369601513462 5.9824135553854506e-05 -0.0002242115497372071 0.00095711146603325785 -0.0015965277268698195 0.00063686137135500552 -0.0023623314930805682 -0.0015125865930866785 0.00083836535650615228 -0.0013401482985467316 -0.002036074941636567
leaf_weight=1.7992931447224716 18.020976856467314 0.57621219754218955 7.1004601791501027 2.9102850556373578 3.1140189571306109 3.8170448914170265 89.657270305760903 3.3243091255426389 2.0638135448098174 6.0204345956444723 2.9892941415309897 4.8058223575353614 4.0858180094510308 4.6779280789196491 4.3342835977673531 3.908452310890425 5.3894727805163738 4.9805351942777634 8.1819063611328584 5.4994912706315544 8.8281448045745474 3.1882654018700114 16.063397098332647 2.2790864259004584 2.8479299116879702 2.0567517991003106 3.5160863233031687 4.6347563721355982 2.5488655795925297 0.88751346664503206
leaf_count=17 141 4 82 15 62 28 1510 25 19 28 30 25 50 25 18 153 188 27 53 33 49 21 59 24 27 150 268 106 746 51
internal_value=0.000195971 0.000239873 0.000184605 -0.000492455 0.000108547 -0.000458558 0.000238215 0.000420346 6.10757e-05 0.000279452 0.000382673 0.000320296 0.000189337 -0.000612186 0.00102576 -0.00181132 -0.000253478 0.00131983 0.000312559 0.000147342 -0.000403672 0.000888031 0.000413952 0.00063942 -0.000355936 -0.000409563 -0.000760975 -0.000453155 6.53934e-05 0.000304598
internal_weight=234.108 213.275 195.254 14.326 9.84135 6.93106 180.928 89.2071 91.7211 77.1261 69.1239 66.1346 55.7799 8.00224 10.3547 4.48466 20.8327 12.081 50.974 39.6039 12.914 11.3702 26.6899 21.1904 5.12702 19.0334 12.7565 10.6997 7.18362 6.27699
internal_count=4034 2508 2367 262 105 90 2105 576 1529 467 417 387 341 50 46 157 1526 109 316 242 99 74 143 110 51 1509 1270 1120 852 239
is_linear=0
shrinkage=0.00192234


Tree=485
num_leaves=31
num_cat=0
split_feature=16 16 16 15 12 6 3 15 18 18 17 5 6 0 0 3 15 6 15 3 5 2 5 2 14 18 15 2 17 17
split_gain=0.282092 0.63855 0.545737 0.262483 1.43334 1.0106 1.36967 0.863499 0.579811 1.02098 0.763832 0.8428 0.536967 1.36228 1.35806 1.1002 0.754641 1.03103 1.66473 0.981177 0.931902 1.79003 0.926326 0.853289 0.814518 0.879517 0.761852 0.811264 0.92149 0.637467
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 43.890399822900008 202.12526968910001 16.235379337050002 92.864720741950009 43.030193406950012 13.3584252364 13.276755824150003 196.70243143610003 24.628131835750001 16.455384477450004 89.168090812600013 87.278104746850019 92.703413254150021 42.246988155050012 15.255356438950001 38.62622401090001 93.281431752200021 20.016397659050003 109.60702220095001 21.500664456800006 78.595990734650016 190.42455785385002 13.893471991850001 37.050691080100002 167.50942450365002 201.53484968420003 198.49975298390004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 7 -5 -6 -7 12 9 -8 -10 -12 16 14 15 -14 17 18 -2 20 24 -22 23 -21 25 -19 -23 -28 -29 -17
right_child=3 -3 -4 4 5 6 8 -9 10 -11 11 -13 13 -15 -16 29 -18 19 -20 22 21 26 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.034278394597318372 0.00035867943110212729 -0.034530682724650236 0.029232082791660816 -0.032121634861777326 -0.024793132462860433 0.035398518818878483 -0.0048469291307012231 0.014461357732035012 -0.0227007913819652 0.021442147851549059 0.016606681203568317 -0.016753744693037271 -0.027231806680548091 -0.035646405709769499 0.019473300790194374 -0.00062718492347224467 -0.018679724909875954 0.016474512009541496 -0.041313319697201256 0.0023243783383471921 0.034029207491877558 -0.0040081777714407333 0.0051609804890865177 -0.029823731021756922 -0.019416076132691404 -0.010968440158475841 0.00368293937174819 0.025795625087064646 0.0024341665677369098 -0.018165358576221764
leaf_weight=0.21659025150074629 62.141116023631184 0.77556731681033853 0.47338602994568646 1.694626336160584 1.6147983660921443 1.2921053059399117 3.8652463944745232 5.1635302335198494 2.3498118311690632 2.7964136897935532 1.8878121110610666 1.4868112865951841 1.9815755523741234 1.3201467336621124 3.1458050273358813 32.645522639417322 1.9168831417337049 3.2419633045792606 1.0710359494260036 1.6050399802625164 3.5950941299088326 4.1509839259088066 6.1578573733131634 2.0844714604318142 1.9452776378020642 2.1223457111045718 7.1965258419513694 6.1035977527499181 2.6638173125684261 2.4468425055965772
leaf_count=455 1469 435 40 43 36 11 63 40 43 17 21 40 37 22 26 694 26 27 32 31 80 40 86 15 23 26 42 45 37 32
internal_value=0.000580117 -0.0138974 0.00929553 0.000705156 -0.00320274 1.78472e-06 0.00292898 0.0011399 -0.000458208 0.00618863 -0.00819329 0.00190855 0.000673673 -0.00252008 -0.00143276 -0.00320668 0.00192531 0.0023048 -0.000347391 0.00640715 0.00930045 0.0124899 -0.00270686 -0.0158384 -0.00104503 0.00561693 0.00864019 0.0119291 0.0186977 -0.00185005
internal_weight=171.153 1.46554 0.689976 169.687 16.9876 15.293 13.6782 152.699 12.3861 6.66166 5.72444 3.37462 147.536 41.5399 40.2197 37.0739 105.996 104.079 63.2122 40.867 31.0196 23.71 9.84737 3.68951 7.30959 5.36431 20.1149 15.9639 8.76742 35.0924
internal_count=4034 930 495 3104 274 231 195 2830 184 80 104 61 2790 811 789 763 1979 1953 1501 452 320 244 132 46 76 53 164 124 82 726
is_linear=0
shrinkage=0.0331409


Tree=486
num_leaves=31
num_cat=0
split_feature=5 10 18 10 10 5 7 18 2 19 3 7 16 14 16 17 7 2 8 8 16 18 16 3 10 0 6 16 0 17
split_gain=0.254181 0.781143 1.16468 0.832507 0.713709 1.19577 0.708531 1.11125 1.0261 0.418835 0.489122 0.605433 1.0089 0.399468 0.885394 0.832082 0.752527 1.57205 0.941174 1.26688 0.728292 0.730535 1.44325 1.46127 2.03325 0.787126 1.73456 1.69225 0.692711 1.3052
threshold=29.996566321350006 60.613977009100005 11.80968402675 61.45546440395001 57.041016153700006 29.026000224750003 21.725272673150005 11.928667296000002 319.18044405035005 14.651182102100002 93.980430866100008 19.506002767000002 22.704946905950003 241.71484286130001 22.674946976100003 195.76335783930003 22.977992916200005 178.70687671690004 8.3434888241000014 8.0437227585500022 22.674946976100003 13.893471991850001 20.784951395750003 88.931506497100017 68.34060567600001 94.047642319350018 14.865347326450001 19.199955102150003 92.313586825200005 183.92349703790003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 5 -1 7 8 -2 10 13 -12 -13 20 16 -16 17 18 19 -15 21 28 23 24 -23 27 -27 -26 29 -5
right_child=6 3 -4 9 -6 -7 -8 -9 -10 -11 11 12 -14 14 15 -17 -18 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.038775854149945881 0.029763499514924727 0.031390040924901205 -0.037586047877543702 -0.014291615879955262 0.032251950230250577 0.033360624368320574 0.036404070507205843 -0.031980375772777896 -0.036687043475818568 0.0098378256889216625 0.029426631007461752 -0.03058194385843151 -0.0002059131027854529 -0.022192287469340564 -0.0015875582824668654 0.032456936109810673 -0.001364989335499057 -0.046698540308396652 -0.023547928050039652 0.037036857374227426 -0.014454897043462736 -0.035043402457962211 -0.041621978655328809 0.035426095811476155 0.033722480764157382 0.0003940110907871914 -0.044192244774861368 -0.0013990709604114076 0.02404857288822735 0.0074263485012326146
leaf_weight=0.80360891575401117 1.451413634829805 1.1004498290421896 1.6673247182916382 3.8807004443951874 0.67076339200139035 0.4476542963529937 0.93273709365166713 0.88009016702562792 0.36355520412325848 5.8174193971790364 0.45859527215361495 2.3417966378146957 3.2898214934393764 0.74243255498731686 1.784295400604605 1.8086758460849521 56.393241627749376 1.4514872049367111 1.5135554415173826 1.1542834416031835 3.169908355921506 2.0359479095786801 1.0351534187793721 1.4595100293518033 2.7286716506932853 29.544556760283744 1.1335467132739712 4.6266914587467909 2.5826428114087312 32.097322185290977
leaf_count=84 81 27 185 52 5 12 13 47 26 56 6 304 26 55 17 38 1574 110 13 9 24 39 17 28 40 747 22 38 40 299
internal_value=0.000570877 0.000368149 -0.0159531 0.000729435 0.00281309 -0.0129682 0.00983275 0.000636635 0.0164528 0.000519932 0.00017074 -0.0096547 -0.0128372 0.00057196 -0.00151514 0.0155502 -0.00251612 -0.0158685 -0.00274651 0.0138528 0.00217756 0.00282747 -0.000367341 0.000660976 -0.000605328 0.00123816 -0.00125344 0.0116302 0.00635397 0.00508378
internal_weight=169.368 165.74 3.58935 162.151 1.92203 1.25126 3.6278 2.69506 1.81497 161.05 155.233 6.09021 5.63162 149.143 64.848 3.59297 61.255 4.86176 3.41027 1.89672 84.2947 81.1247 42.5641 41.5289 40.0694 38.0335 30.6781 7.35536 38.5607 35.978
internal_count=4034 3867 286 3581 101 96 167 154 107 3554 3498 336 330 3162 1816 55 1761 187 77 64 1346 1322 931 914 886 847 769 78 391 351
is_linear=0
shrinkage=0.0353713


Tree=487
num_leaves=31
num_cat=0
split_feature=16 15 6 19 3 18 15 13 10 0 17 17 7 10 18 10 10 16 18 18 10 10 15 18 8 3 10 15 10 16
split_gain=0.242443 0.661707 0.469046 0.346902 0.540584 0.762241 0.717914 0.534584 0.902181 0.469637 0.458366 0.419832 0.480105 0.402453 1.47967 0.639443 0.543038 0.459128 1.37461 0.788202 1.07484 1.28725 0.61922 0.428879 0.679564 0.420798 0.565255 1.37895 1.66359 0.913631
threshold=13.564968279200002 18.019770707250004 11.755274660100001 11.850956171350001 81.105404879350019 18.273715221050001 23.292710050100002 98.55080968785002 81.188747081400024 101.86567856270001 192.20712075930001 172.24349499320002 19.078733418100004 76.279622535200005 15.981927061500002 75.634392583900009 75.408562100950022 18.594956516900002 14.85568425095 13.679220276500002 71.015621515800021 71.504920895500007 22.351147806600004 13.603286548350003 5.9453602998000008 82.885164161750012 70.206395618550019 27.063546193350003 71.787208999250012 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 5 6 7 8 -5 11 -8 12 -2 15 -15 16 17 18 19 23 -21 -22 -20 24 -6 -19 29 -28 -29 -27
right_child=3 -3 -4 4 13 -7 10 -9 -10 -11 -12 -13 -14 14 -16 -17 -18 25 22 20 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.03804827825804271 0.03284636012669144 -0.040894190021872619 0.0059795459635463002 0.036878782257808433 -0.031395970293605246 0.024051671699248756 -0.038808901437478935 -0.040221740874624393 -0.040156376419819034 0.0024056726478045016 0.00069726192502929006 0.037891264433302395 -0.038920965949271587 -0.042884098959822418 0.02866370874491431 -0.022812325778787505 0.016781564790080885 0.011628639625144878 0.010370084176964903 0.027983324933022372 -0.042123859592127846 0.0035239491038948903 -0.042077460928295563 -0.064729427344567075 0.023229488636696532 0.014300149510159879 0.022224427880309268 -0.043174542789030115 0.00034537769424369043 0.00058652530010970311
leaf_weight=0.40677968791715091 0.27305260673165221 0.74468962183891552 2.290338968661672 0.40612075000535641 1.0944581839867158 0.87152588058961544 0.47193690761923779 1.8332553330110384 0.46611321622913238 3.6883191693923436 3.7559354890254326 1.2581936566275542 0.25956916005816311 0.50706436204927685 2.2158350449753925 1.6356165343895543 3.0265894681215277 5.3925926093943408 0.38853354286402408 2.0561498465831374 1.0285142075736073 6.1866159631172195 1.8587795726780312 0.29678149387473229 0.4625057280063628 7.3998392269131719 1.4715372510254372 2.2884081954834983 2.773779584094882 110.4717380743532
leaf_count=733 4 162 150 28 350 43 46 125 54 81 124 21 41 85 25 16 20 26 12 30 99 47 140 5 30 113 12 96 18 1298
internal_value=0.000558337 -0.00936588 -0.000660735 0.000766817 0.000443427 -0.00925212 -0.0134384 -0.0286369 -0.00428805 0.0101136 -0.00371262 0.0259885 -0.0021289 0.000946051 0.0153399 0.000680933 0.00094377 0.000608962 -0.00605711 -0.000612498 0.0038845 -0.00298313 -0.0330099 -0.0231037 -0.0151691 0.00129573 0.000847829 -0.00996964 -0.0193282 0.00144745
internal_weight=167.281 3.44181 2.69712 163.839 158.36 7.80489 6.93336 2.70549 0.872234 5.47913 4.22787 1.79082 0.532622 150.555 2.7229 147.832 146.197 143.17 13.3723 11.125 9.27128 7.21513 2.24731 1.85375 1.55696 129.798 124.405 6.53373 5.06219 117.872
internal_count=4034 1045 883 2989 2842 420 377 207 82 147 170 66 45 2422 110 2312 2296 2276 713 561 176 146 152 385 380 1563 1537 126 114 1411
is_linear=0
shrinkage=0.0377832


Tree=488
num_leaves=31
num_cat=0
split_feature=9 13 13 18 6 5 16 9 17 15 3 5 10 7 18 14 17 17 17 18 15 18 15 8 9 7 7 8 16 18
split_gain=0.264052 0.353198 0.234637 0.549656 0.378854 0.354442 0.632891 0.733322 0.695943 0.318032 0.297907 0.421718 0.334946 0.247513 1.40184 1.3613 1.26581 1.06589 0.927785 1.96816 1.29576 1.29119 1.09991 0.890988 0.882202 0.772173 1.50799 0.681781 0.731976 0.707672
threshold=38.295222230400007 96.244112611900007 98.050756475600011 17.323446153950005 8.2451926476000015 13.154029769200003 14.844965286000003 53.669719739700007 239.21206428850002 11.939171177750003 77.360382703650018 13.524641568350001 81.011308844800013 23.109894804950002 13.314799198000001 226.88570021265005 191.58460912770002 191.08747234645003 188.10488866565001 13.043896815850003 41.800301886400014 12.993189857450002 32.006846505750012 8.1436447804000007 195.30595290385003 22.870118039000001 22.620600126450004 8.9430209551500024 22.694946929300002 13.4793103924
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -2 -5 6 -4 -8 -9 -6 11 -7 -13 14 16 25 17 18 19 21 23 -12 -21 -20 -25 26 -16 28 29 -15
right_child=2 -3 5 4 9 10 7 8 -10 -11 13 12 -14 27 15 -17 -18 -19 20 22 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.015748112114701358 -0.038088066684721408 -0.03915706136346031 0.035612618695789432 -0.037886384247306767 -0.039003178613591122 0.0088539546534327947 0.023042021427288287 -0.039570740539142578 0.023601361481061563 0.01700673492340685 -0.0031696170910622285 -0.041196520872604711 -0.0035803673963480057 0.0088220961553894511 0.014237016329068283 -0.034900709041789393 0.020763226921094738 -0.032701210197001097 -0.0065059157233967818 0.013691832060995833 -0.01480000073394973 0.021704727228575114 -0.038285331424085751 0.028096753049515855 0.0020736720972604097 0.0098542306981269819 -0.041579868809839701 -0.017750317866344255 0.026179789383535695 0.0004176551952036208
leaf_weight=0.23312882399841228 0.70652553509353255 0.49604106909828261 1.0911710690706962 0.27445994463414525 0.15719059266848479 0.74093099590390865 1.0618435208452868 0.755478825420141 0.34333438239991665 1.080395252924063 19.414758134131269 0.78301329119130947 0.54236138239502907 16.180962197016925 1.1339419246942255 3.022773545482778 4.0820070622721678 1.3640058375895012 2.2007472557015708 0.67643333488376756 2.5958431882027062 3.3057255098829037 2.9741766711231321 5.5800352077931148 2.578079569619149 2.697827996686101 1.5517856550868598 2.3765820933040223 1.6921746628358949 83.771502987481654
leaf_count=389 405 90 19 213 86 8 42 54 15 76 645 57 4 100 36 83 52 20 22 74 40 35 36 48 18 24 14 54 43 1232
internal_value=0.000488252 -0.0216029 0.000586034 -0.011298 0.00122005 0.000748266 0.0127727 0.0012382 -0.019832 0.0098927 0.000502755 -0.0133761 -0.0258035 0.000685185 -0.00135662 -0.0151423 0.00123177 -0.000727633 0.000381363 -0.00357942 0.00844408 0.000449485 -0.0286543 0.0142689 0.0198731 -0.00404827 -0.0180134 0.00172901 0.00218446 0.00177822
internal_weight=165.465 0.72917 164.736 2.21857 1.51205 162.517 3.25183 2.16066 1.09881 1.23759 159.266 2.06631 1.32537 157.199 53.1781 8.40633 44.7718 40.6898 39.3258 26.3711 12.9547 22.7205 3.65061 10.3589 8.15811 5.38356 2.68573 104.021 101.645 99.9525
internal_count=4034 479 3555 780 375 2775 130 111 69 162 2645 69 61 2576 1147 157 990 938 918 790 128 680 110 88 66 74 50 1429 1375 1332
is_linear=0
shrinkage=0.0367914


Tree=489
num_leaves=31
num_cat=0
split_feature=15 5 7 7 0 10 13 5 6 2 10 2 16 0 18 7 5 15 12 9 18 15 9 17 0 10 2 9 10 12
split_gain=0.239228 0.293144 0.752377 0.697034 0.683526 1.05377 0.598141 0.557007 0.585663 0.45884 1.22306 1.08065 0.761782 0.568834 0.684592 0.747276 0.406749 1.47443 0.721246 0.413755 0.641852 0.798446 0.54711 0.664337 0.507914 0.44265 0.424729 1.14703 1.10292 0.93947
threshold=50.314162856800003 25.767562150000003 21.725272673150005 20.752538901500003 76.451683855550016 55.917240655200011 116.35915634395 24.453399453300005 16.485385178400005 49.864842700850012 61.622148808000013 54.465024697200008 22.714946882600003 85.667718326750006 13.036600629150001 22.444423115000003 24.279163357700003 45.858046225550005 383.30163750755008 219.96883426190004 14.674589207750001 24.719476717350002 216.0493559571 203.30705351230003 97.674372337300014 76.279622535200005 108.24034454255001 182.80199813410005 69.999384342500022 121.36065266065002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 4 5 6 -3 9 -9 -1 -11 -12 13 14 15 -13 17 18 19 22 -21 -22 26 -24 -23 -25 27 -15 29 -29
right_child=-2 2 -4 -5 -6 -7 -8 8 -10 10 11 12 -14 16 -16 -17 -18 -19 -20 20 21 24 23 25 -26 -27 -28 28 -30 -31
leaf_value=0.015034892345440216 -0.021526316136932004 -0.046336151276078784 0.030803531997070407 -0.045891791902068581 0.032135417105216196 -0.044526477796688217 0.017009461533885523 -0.0015904082869036306 -0.033750888461401132 -0.037470289671664964 -0.034323733344038057 -0.03306276755269312 0.019013749989607618 -0.026831988744099478 -0.044696669849714071 0.018723298389185884 0.017706559267884937 -0.049409441883991906 0.036401963224257802 -0.046364576592707353 -0.035461596296149298 -0.0089630173635019909 0.02588373467823088 -0.023413913901197739 0.025018089942461002 0.020084915673381186 -0.0012567703494394263 0.006237163961459625 -0.0019386184306961246 0.024728970211781515
leaf_weight=3.7023366481880648 0.84001079854351601 0.2897345661476719 1.9409444581542628 0.50040257924774767 1.2126445789763236 0.8296601281617767 2.1456894126022235 2.3213757426710795 1.6652857392327858 1.4548180564670463 1.4967176318168629 0.82190974970580954 3.9203527364879838 2.0144203673553411 1.0278601787285877 1.1376685285940764 2.424692814340232 1.0018687902484078 0.97714191494742308 0.74876688048243423 1.0710210338511386 1.703320688713575 3.1852374906302421 1.0175415759440509 1.3504409210290758 0.66076347487978626 77.252739515191934 18.18110973760486 20.757995259235031 6.3474199566990128
leaf_count=37 50 131 31 36 34 152 86 48 103 55 34 92 35 79 79 6 18 25 87 9 124 33 42 28 37 25 1773 178 480 87
internal_value=0.000500878 0.000614281 0.00894952 0.000428768 0.00560526 -0.00424798 0.00947344 0.000245163 -0.0150243 0.000644977 0.000286344 0.000659759 0.00101937 0.000521466 -0.0173445 -0.00299743 0.000906293 0.000607361 0.000977813 0.000720055 -0.0111167 -0.0047182 0.0011658 0.0147819 0.00606418 -0.00628804 0.00063412 0.00372236 0.00508146 0.0110224
internal_weight=164.002 163.162 6.91908 4.97813 4.47773 3.26508 2.43542 156.243 3.98666 152.256 148.554 147.099 145.602 141.682 2.98744 1.95958 138.694 136.27 135.268 134.291 4.87355 4.12478 129.417 4.86354 3.05376 1.67831 124.554 47.3009 45.2865 24.5285
internal_count=4034 3984 470 439 403 369 217 3514 151 3363 3326 3271 3237 3202 177 98 3025 3007 2982 2895 203 194 2692 95 70 53 2597 824 745 265
is_linear=0
shrinkage=0.0413819


Tree=490
num_leaves=31
num_cat=0
split_feature=16 15 17 19 10 6 6 15 18 0 0 2 10 6 8 6 9 13 18 2 16 13 9 16 7 10 15 9 8 6
split_gain=1.41418 1.59159 1.1782 1.30141 2.45881 1.83597 1.73191 1.46557 1.81338 1.45479 1.5429 1.28633 1.10675 1.44726 1.0296 0.957677 0.952665 1.91573 1.87543 1.75897 1.03358 1.99714 0.957472 0.902264 0.87557 2.66974 3.80706 0.93289 0.831375 1.0806
threshold=18.684956306450005 34.040719645900005 162.13109061465002 12.651020723000002 71.015621515800021 8.5652001245500013 14.365335643750003 24.006097767650004 14.382403557200002 92.313586825200005 94.047642319350018 41.467794892200004 75.408562100950022 14.315334475500002 5.9453602998000008 14.825346391850003 205.88909726980003 98.050756475600011 15.625782642300001 83.777728670400009 14.934965075550002 101.19625248820002 219.96883426190004 18.734956189500004 25.297859295400006 70.123053416500014 27.437241680050004 210.33238511570002 8.0437227585500022 13.65531905435
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 9 -4 7 8 -6 11 -11 -5 13 -9 -13 -12 17 -7 19 -18 21 22 -20 -2 25 -25 -27 -26 29 -10
right_child=23 -3 3 4 6 16 -8 12 28 10 15 14 -14 -15 -16 -17 18 -19 20 -21 -22 -23 -24 24 27 26 -28 -29 -30 -31
leaf_value=-0.0021727761587885383 0.0013330883611047577 -0.0024017264087924945 -0.0020634071057192495 -0.0068539458058764725 0.0011687042843149249 -0.0020889305919346546 -0.0022767575366197711 -0.0021797049448955886 -0.0017280485500599271 0.0018664114980675387 0.0010220260356265129 -0.0021027899436346954 0.00078966340146221614 0.00049333948823173052 0.0014559951627311715 -0.00090201087110800622 0.00035867102593601594 0.00080477374927294333 0.00070366512295894209 -0.0024411611124208706 0.0012832478107508202 -0.0027110137187699038 -0.001383731788791353 0.00027200821684404913 0.001486686573530363 0.0013107751372787918 -0.0020012918996021099 0.00036330941882191934 -0.0026542563435945975 0.00099398115053047254
leaf_weight=1.0209938624320773 3.2063065273687235 1.1664404162438575 1.3228933367354319 0.15124832838773894 1.0644293110817686 0.97406132353353569 2.6957068662159136 1.5564181134104731 2.316060573997675 3.3815599805675447 2.0472210980951786 0.82102525464142651 4.0936351414420642 1.7196731222793458 0.54594684648327529 2.1281828777864575 1.5599575457163148 17.535678223241121 5.4612133684568089 2.1558345715748146 3.5132655696943402 0.97932779043912876 1.0580561798997221 139.09204226726433 4.5665750466287127 1.986274629831313 4.7411557864397764 8.5912131154909712 2.1826112950220704 0.78852529078721989
leaf_count=318 29 90 690 2 11 212 125 52 145 28 21 157 93 16 23 20 10 227 101 44 25 10 43 1295 21 11 101 61 49 4
internal_value=0.000179527 -7.78261e-05 -3.34421e-05 2.93022e-06 -0.000341314 0.000256851 -0.00080506 -0.000515929 -0.00122295 0.000497605 0.000858023 -0.00129638 9.34152e-05 -0.000776581 -0.000681468 4.13539e-05 0.0003492 0.000652495 -3.19813e-05 -0.00126574 0.000384333 -3.68298e-05 0.000364887 0.000278289 0.000257016 0.000212244 -0.0010234 0.000753192 -0.00170444 -0.00103669
internal_weight=224.424 62.24 61.0735 60.0525 25.4922 34.5603 16.4171 13.7214 6.35163 9.07518 7.55696 1.51822 7.36973 3.27609 1.36697 4.1754 33.2374 18.5097 14.7277 3.71579 11.0119 7.4986 6.51927 162.184 158.977 145.819 6.72743 13.1578 5.2872 3.10459
internal_count=4034 2516 2426 2108 746 1362 495 370 209 251 69 182 161 68 180 41 672 439 233 54 179 154 144 1518 1489 1407 112 82 198 149
is_linear=0
shrinkage=0.00200836


Tree=491
num_leaves=31
num_cat=0
split_feature=6 7 7 9 8 8 19 2 7 3 8 19 16 13 4 18 8 8 17 16 17 17 4 0 17 14 2 0 15 3
split_gain=0.232944 0.359881 0.517881 0.300493 0.220917 0.617188 0.681364 0.559827 0.484425 0.63282 0.467072 0.46795 0.443535 0.600661 0.702347 0.3957 0.387455 0.901067 1.37946 0.917106 0.837505 0.744728 1.46963 1.95252 0.659369 0.692305 0.76432 0.659276 0.641416 0.629446
threshold=6.9501623894500009 22.671301016600001 22.545611589100002 38.963210209450004 9.5425530862500008 8.8430989333000021 14.451165964200003 80.683647763550013 21.725272673150005 101.90062851840001 8.7431769115000026 14.651182102100002 22.794946695500006 117.99105042915001 160.10465189265003 13.754580103150001 7.943800736700001 8.0437227585500022 193.31651039250002 19.144955230800004 198.89195247110004 204.49254535040004 387.60063489055005 90.297243227400017 162.13109061465002 378.15865140410006 204.67136036115002 85.495657006400009 43.216642080150002 88.69223372350001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -7 -8 9 -6 11 12 13 16 -15 -12 24 18 -18 20 -20 27 23 -23 -2 26 -26 -19 -24 -25
right_child=4 -3 -4 -5 8 6 7 -9 -10 -11 15 -13 -14 14 -16 -17 17 21 19 -21 -22 22 28 29 25 -27 -28 -29 -30 -31
leaf_value=-0.042184343758537898 -0.040427224638215006 -0.040124868695836001 0.03674338578962151 0.02433810346034708 -0.032720363223470668 -0.00067459715037035926 -0.001022060209533851 -0.038246959363120635 0.023371120928519829 0.014160203874233042 0.00079421301715917403 0.012422974415779052 0.017168038886575785 0.026620184101780273 -0.044107940026514712 0.019490988503156531 -0.042451075339737979 -0.021477870665940531 0.032288438861192002 -0.03829522288990167 -0.0085397813214598325 -0.054975966660952426 0.027622461707265199 -0.013381078232390988 0.0044311996901339927 -0.030923277521817335 0.027297443217568239 0.0014185576150359119 -0.016508170144530706 0.018863041931640224
leaf_weight=0.37583558517871896 0.46434025787312094 0.53230855849324143 0.34524989433703013 0.13802338612731546 0.71168933520675581 3.8059737072326234 0.89668574370443854 1.8190281060524283 1.9214178702677598 1.0740895345807073 3.1403389908373347 4.6953915399499229 2.2144426535814992 0.27172012394294032 0.90032046340638772 3.6258443272672594 1.910583438060711 1.9057874218560744 1.1973589350236582 0.84843907551839937 1.9854827484814448 1.6550689619034509 1.8679987153154791 5.568551447999198 16.223199925436354 0.72430830287703329 2.5093049233510092 98.363299603959604 0.66355845052748907 1.0735717937350271
leaf_count=68 256 696 11 8 47 52 15 47 29 11 29 43 22 10 80 36 57 55 18 14 71 43 52 125 707 124 125 1149 24 10
internal_value=0.00049537 -0.0152135 0.000221741 -0.0243163 0.000630262 0.000412416 -0.011202 -0.0259559 0.00993427 -0.00452318 0.000911371 0.000449446 4.88657e-05 -0.000225576 -0.0277107 0.0108134 9.62742e-06 -0.000836445 -0.0154652 -0.00267555 0.00681946 -5.40521e-05 -0.0096601 -0.0175061 0.00498043 0.00606409 0.00749424 0.000983371 0.0160552 -0.00816943
internal_weight=163.429 1.39142 0.859109 0.513859 162.038 158.331 6.52169 2.71571 3.7072 1.78578 151.809 145.043 140.347 138.133 1.17204 6.76618 136.961 117.04 5.94186 4.03128 3.18284 111.098 10.8287 8.29719 19.9212 19.4568 18.7325 100.269 2.53156 6.64212
internal_count=4034 783 87 76 3251 3164 114 62 87 58 3050 2985 2942 2920 90 65 2830 1618 160 103 89 1458 254 178 1212 956 832 1204 76 135
is_linear=0
shrinkage=0.0385571


Tree=492
num_leaves=31
num_cat=0
split_feature=16 16 12 0 10 3 3 6 13 17 4 15 9 9 9 4 7 6 9 10 16 6 9 4 17 7 6 18 18 16
split_gain=1.59037 2.51181 1.77889 1.6695 2.61078 1.41052 1.18975 1.49441 2.26113 1.13189 1.12248 1.8493 2.50761 3.40764 2.17021 1.48204 1.19162 1.77393 1.10718 1.63889 2.06446 1.42276 1.10965 0.962279 1.97158 1.54815 1.5503 1.34035 1.07654 0.96865
threshold=20.404952284350003 19.974953289850003 320.0928336514001 90.297243227400017 66.590419433100024 89.695028606150018 93.281431752200021 16.375382608200002 117.38883580790001 162.13109061465002 168.01744813895002 40.042228346200012 187.11236276785004 199.89081775665002 185.44496129890004 189.68807257045003 22.407814303000006 16.625388449550005 190.73543849905005 64.407391431150018 22.514947350300002 16.525386113000007 207.46043187945003 284.07887079910006 192.94032447935004 23.051546669900002 16.515385879350003 13.077716774800001 12.993189857450002 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 2 9 5 -5 -2 18 8 -8 -1 16 12 14 -14 15 -12 17 -9 -7 20 22 -22 -20 24 27 -25 29 28 -13 -27
right_child=3 -3 -4 4 -6 6 7 10 -10 -11 11 23 13 -15 -16 -17 -18 -19 19 -21 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0023474565066681726 -0.0013973078659761588 -0.0020175728754159542 -0.0021223130495688258 0.0018399262742483879 -0.00060864531096251398 0.0013803568251786597 0.00071008913207513946 -0.00094241853637596978 -0.0027090921542668582 0.00014735125525386914 0.0014435669552196823 2.2993193814685704e-05 -0.0033452457704210015 -5.6418724379299241e-05 0.0024444162899803978 -0.0030830298289017764 0.0016014218498229555 0.0011745774846519078 0.0020042648479120214 -0.0006836695858337651 0.00051134771026775151 -0.00085180470474208029 0.00037664928390663979 -0.0019743243883633753 0.0017516620805981911 0.0015255285475555089 -0.0016428572049754079 -0.00090538920038677894 0.0013058198297375492 -0.00021754381833541649
leaf_weight=0.8965004876954471 2.3059218153357497 2.8973507592454544 1.7615324998041604 8.2341951392590982 2.861204349435865 7.2157891243696204 1.6808907464146607 3.4582830443978292 2.1487185150035657 81.737104970248765 0.59997115470468843 8.0354597468394839 2.9759293487295508 3.1754420946817845 1.7236742675304411 0.85575383948162198 5.2184832394123077 4.3678170349448919 6.6416811496019346 5.4884750097990027 31.578332683071494 4.2341926954686633 2.9495965093374252 2.0793275258038184 5.0997212191577992 3.2248981737066043 1.7973260716535149 4.1462446032091966 5.2898819521069518 3.0015192623250186
leaf_count=317 22 49 360 58 29 42 12 30 49 2187 17 57 31 30 7 23 39 43 81 39 224 25 18 46 32 15 38 40 31 43
internal_value=0.000234753 4.07171e-06 7.34763e-05 0.000389189 0.00120851 0.000312985 0.000346696 0.00012547 -0.00120835 0.000120285 0.000218259 4.25401e-05 -0.000824499 -0.0016475 0.000767806 -0.00121741 0.000784094 0.000239096 0.000570859 0.000456084 0.000593859 0.000350179 0.00150373 0.000290139 0.000543673 -0.000276283 0.000163759 0.000191078 0.000532249 0.00068526
internal_weight=217.681 87.2925 84.3951 130.389 11.0954 119.293 116.987 58.8793 3.82961 82.6336 55.0497 42.0051 9.33077 6.15137 3.1794 1.45572 13.0446 7.8261 58.1081 50.8923 45.4038 35.8125 9.59128 32.6744 22.5713 10.1031 8.02374 17.4716 13.3253 6.22642
internal_count=4034 2913 2864 1121 87 1034 1012 583 61 2504 522 410 108 61 47 40 112 73 429 387 348 249 99 302 160 142 96 128 88 58
is_linear=0
shrinkage=0.00220822


Tree=493
num_leaves=31
num_cat=0
split_feature=16 16 6 17 17 14 14 16 10 18 15 8 0 6 4 8 18 5 6 6 15 0 12 13 7 15 9 4 12 15
split_gain=2.38159 1.82789 2.07045 1.42213 1.61844 1.42858 1.56146 1.65876 1.63428 1.89733 1.46285 1.50768 1.3901 1.2499 1.32939 1.11465 1.10729 1.07355 1.04885 2.10318 1.8394 1.70544 2.61839 1.78973 3.32015 2.54357 1.73842 1.69591 4.62643 1.49858
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 205.10400128480003 171.16849715720005 234.57881148155005 18.404956961200003 70.389210771400016 13.919698996450002 27.980927088250002 8.1436447804000007 85.995710218650018 16.375382608200002 183.52566960905003 8.0437227585500022 13.077716774800001 18.066672237450003 16.455384477450004 15.255356438950001 42.246988155050012 93.399723909900004 152.73554204000004 109.72404167800001 24.710307675200003 29.037712645600003 197.55459634620004 274.66550124645005 353.43219817915002 36.548474543700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 10 9 -8 11 15 13 14 -2 -7 -14 -4 19 21 -21 22 26 24 25 -23 -18 -24 -29 -20
right_child=12 3 17 -5 -6 6 8 -9 -10 -11 -12 -13 16 -15 -16 -17 18 -19 29 20 -22 23 27 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0014704890464055256 -0.0024121798569222874 -0.0019885574505799043 0.00041654173900675058 0.00097337308574146008 -0.0020671950064605317 -0.00017313200970115836 -0.0024867382733857872 -0.0021249713340357533 -0.0021457189764001383 0.00160576890235858 0.0017029298373716943 -0.0022861582173517398 0.0011430800594701208 0.00016882417063897507 0.00012019194566328153 0.0019019741680695592 -0.0026615337850972023 -0.00084844720101612833 -0.00049591909346313344 0.00094378278150141393 -0.00014346249937862457 0.00021589023274360769 0.0010294153068838336 0.0015125917507248406 0.00065936145338591694 -0.0023574584588180558 -9.8284911194991607e-05 -0.0029944594371310636 0.0014346535619243787 0.00042230527657073782
leaf_weight=2.7117202944355077 1.5371175864711397 2.0922995002474734 30.799323169048876 2.1428207475692025 2.8771118542645118 3.77968352177413 0.66289471462368865 1.059419939527287 2.7784355990588665 1.2698662135517222 2.6071842815726995 0.97540623787790526 8.817570894956587 46.914075843640603 1.6552472223993389 1.3509297445416448 2.5857576951384535 2.8151040742523028 10.400028929114344 43.791704922914505 6.9290555398911229 3.0301475487649503 4.6082793623208982 5.1225858889520159 17.674304532352835 2.8806149661540985 1.6770133078098295 1.7996532544493677 1.8274342343211172 19.926462810486555
leaf_count=908 21 110 360 38 160 246 50 89 194 14 18 19 42 536 30 5 37 251 96 328 63 23 19 22 119 75 13 25 21 102
internal_value=0.000255176 -9.09256e-05 0.000177646 -0.000542682 -0.000709679 -0.000474056 -0.000255274 0.000191733 -0.00118252 0.000202128 0.000473416 -5.15694e-05 0.000365824 8.804e-05 -0.00109914 0.000373259 0.000472017 0.000310603 0.000423616 0.000527931 0.000795252 0.000198881 -0.000405687 0.000462085 0.000233919 -0.00103823 -0.00165313 0.000240011 -0.000762941 0.000107414
internal_weight=239.099 57.9222 36.3261 21.5961 19.4532 16.5761 14.4838 9.77262 4.7112 1.93276 8.7132 6.10602 181.177 50.1064 3.19236 5.13061 131.071 33.6144 122.253 91.9266 50.7208 41.2058 12.4981 28.7077 23.5851 5.91076 4.26277 8.23537 3.62709 30.3265
internal_count=4034 2462 1519 943 905 745 635 377 258 64 288 270 1572 587 51 251 985 611 943 745 391 354 115 239 217 98 50 65 46 198
is_linear=0
shrinkage=0.00196078


Tree=494
num_leaves=31
num_cat=0
split_feature=16 16 2 17 3 15 6 17 18 15 2 17 6 2 15 6 5 13 0 16 17 6 16 15 3 10 18 17 16 16
split_gain=1.37206 2.54811 1.8375 1.63163 1.61334 2.06906 1.74813 1.59165 1.54043 3.54413 3.59561 1.60397 1.47195 2.34506 2.07938 3.07713 1.89398 1.39921 1.38574 2.19058 1.27424 1.37927 1.21561 1.55316 1.21095 1.1829 2.85222 1.14164 1.05878 1.53782
threshold=20.404952284350003 19.974953289850003 322.38159739250005 162.13109061465002 93.281431752200021 34.139075990150012 16.375382608200002 192.20712075930001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 16.455384477450004 131.42729508740004 36.548474543700003 16.565387047600002 19.749058312400006 118.72231104060002 85.791387400750025 22.794946695500006 185.24175881545003 16.485385178400005 22.624947093000003 42.246988155050012 91.867302775550016 62.052302108850007 13.793345552600002 192.28474763930004 19.644954061550003 19.334954786500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 17 7 -7 11 10 -10 20 13 16 15 -14 -2 -6 19 -11 21 -8 23 -15 -17 -24 -27 -20 29 -5
right_child=4 -3 -4 28 5 6 8 -9 9 18 -12 -13 14 22 -16 24 -18 -19 27 -21 -22 -23 25 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0021509738193707583 0.00026252684928289652 -0.0018255875019488081 -0.0020974147740065487 0.00013846855621219288 0.0014782742710003629 -0.0025319862988996519 0.0014955329153121233 0.00019362043901068179 -0.00014269735043099987 -0.0023319832996607655 -0.002859087784238607 0.0010296261012666176 -0.0020891269943414358 0.00039861641325232892 0.00064412336989594799 0.0011430507388616323 0.0018271002332239947 -0.00051436877453362026 -0.00015798247259563594 0.0010477424920410433 -0.0011492004308944913 -9.833397724562353e-05 0.0015621488852437617 -0.00099362998270011854 -0.00065386231538503239 -0.0010512117905181382 0.0013654649900881012 0.00099875475838501118 0.00098722631572075586 -0.0017148357920898315
leaf_weight=1.2509176154999284 4.3454409260302773 2.9006035989150396 1.5253535315423494 78.228574236345594 6.4003170691430551 2.078881476889364 2.8897932216059443 1.4703998875338582 4.1924050264060524 1.9188070566160633 3.6766281663440168 9.9604435067158175 3.5224333051592129 19.149348940700296 12.413326144218443 3.0997347682714462 10.941178545355795 1.8191575026139615 6.1435473915189487 1.2886203862726686 3.1183176912600166 8.9165172670036537 6.263788826763629 3.8722998388111582 2.935019813477993 3.2581445928662998 4.9390683732926846 7.7642941158264875 5.7403091173619023 1.8421481386758376
leaf_count=319 33 49 279 2194 47 35 15 24 25 82 50 63 47 114 52 21 109 54 32 15 28 76 38 41 19 20 44 37 30 42
internal_value=0.000213504 2.3554e-05 8.41002e-05 0.000122321 0.00034093 0.000100801 -4.32907e-05 -0.00140282 5.3469e-05 -0.000298206 -0.00141187 0.000406547 0.000538964 0.000720517 0.000102909 -0.000600046 0.00138235 0.00103726 0.000213819 -0.00097414 -9.28584e-06 0.000291792 0.000450601 0.000164437 0.000269117 0.000906168 0.000404909 0.000487786 0.00015546 9.58305e-05
internal_weight=227.866 91.4879 88.5873 87.0619 136.378 61.6381 53.4187 3.54928 49.8694 24.9843 7.86903 24.8851 74.7398 52.7693 21.9705 9.55719 15.2866 8.21947 17.1153 3.20743 14.9246 11.8063 37.4827 23.0216 6.03475 14.461 8.19721 13.9078 85.811 80.0707
internal_count=4034 2913 2864 2585 1121 583 482 59 423 241 75 182 538 399 139 87 142 101 166 97 119 91 257 155 40 102 64 69 2266 2236
is_linear=0
shrinkage=0.00200494


Tree=495
num_leaves=31
num_cat=0
split_feature=9 9 9 0 6 10 0 10 0 5 3 2 7 15 3 5 15 6 18 13 3 10 19 19 9 17 8 9 16 13
split_gain=1.45808 1.36845 1.31552 2.01068 2.52092 1.55381 3.06913 2.18745 1.90597 2.39114 2.38873 1.69267 1.87405 1.52682 1.41438 1.25909 1.95072 2.3415 1.25143 1.22686 1.73456 1.18607 1.07642 1.04334 1.5756 1.00362 0.929214 1.77099 0.921379 1.55059
threshold=179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 16.555386813950005 66.590419433100024 90.407470010750018 65.687097501250022 91.937202686950016 20.769304081650002 88.931506497100017 108.63443756215001 23.109894804950002 35.098844929350008 93.281431752200021 21.850554661550003 44.891409666300007 16.405383309150004 13.927976454650002 121.87049551135001 94.421337999450017 72.378669787950017 14.551174033150001 14.351157895250003 195.30595290385003 189.50863627480001 5.9453602998000008 72.82855515350002 22.604947139800004 117.46680109370001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 -2 4 -4 6 7 11 10 18 -7 22 14 -6 -13 -14 28 -18 -10 20 -15 26 23 -5 -25 -16 27 -1 29 -17
right_child=2 -3 3 5 13 8 -8 -9 9 -11 -12 12 15 19 25 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00010904130730823149 0.00070448326077874115 -0.0023997735949877553 -0.0021674528259122234 0.00045686698029778685 -0.0021236664577396979 -0.0022802675092627655 0.0016422681729842343 -0.0012914959830958477 0.001233412405750846 -0.0021767771311789487 0.00084615988610905199 0.00030007474538220241 3.1541643200549816e-05 0.00085523478653983258 -0.00029878263757426719 0.0011384831495118079 -0.0015868110308960958 0.00046257484461364887 0.00011590496495103338 0.0017151184815954324 -0.0011664535061843197 -0.0019254725856000729 -5.852014940965876e-05 0.0019581702142807142 0.0004546791282686773 -0.001566837060267235 0.001182616835624539 -0.0019617325105955987 0.0012718124924205509 -0.00039587484404840739
leaf_weight=8.7210033883457019 20.901814625831321 1.0794298770197208 2.6607576864189459 6.6862250268459382 1.122331487829795 2.5820982446894045 6.7033834904432288 2.891292192041873 3.7507960312068453 1.5711406345944841 1.3075925111770628 7.186308957636359 20.239879015833139 3.0160174448974431 5.4311963664367777 5.638725198805334 2.6054526697844258 8.2513604778796417 69.711034028005088 1.5701632425189016 3.013472146820277 1.2767472073173856 3.8723172694444647 6.748082831501959 3.9103511869907379 3.745991287752986 1.933500550687312 1.7635727131128067 12.927445523440836 3.998127207159996
leaf_count=272 172 17 112 31 50 45 50 21 21 64 11 35 138 22 38 24 41 43 1285 12 66 744 25 74 24 36 16 446 73 26
internal_value=0.000215696 -0.000356759 0.000255582 0.000206493 -0.000561656 0.000255134 0.00041015 0.000322409 5.7077e-05 0.00012376 -0.00122926 0.000373551 0.000232252 -7.17857e-05 -0.000326072 0.000402509 0.000627167 -2.92433e-05 0.000172962 0.00023124 -0.000155183 -0.000195728 0.000839891 0.00104047 0.00140657 -0.000816384 -1.78867e-05 -0.000239276 0.000943 0.00050191
internal_weight=226.818 14.7743 212.043 191.142 11.3827 179.759 100.836 94.1328 78.9227 75.033 3.88969 91.2415 70.0245 8.72198 16.3635 53.661 33.4211 10.8568 73.4618 7.59965 6.02949 13.6948 21.217 17.3447 10.6584 9.17719 12.4181 10.4846 22.5643 9.63685
internal_count=4034 1495 2539 2367 262 2105 679 629 1426 1370 56 608 454 150 109 345 207 84 1306 100 88 1478 154 129 98 74 734 718 123 50
is_linear=0
shrinkage=0.00188464


Tree=496
num_leaves=31
num_cat=0
split_feature=16 15 16 18 13 7 19 2 2 16 7 0 16 15 8 16 16 3 0 15 8 10 3 16 15 13 5 16 6 6
split_gain=0.255867 0.915411 0.630762 0.55034 0.98232 0.716328 0.685232 0.950034 0.844934 0.840566 0.809302 1.44421 1.24986 1.19649 0.861211 0.640188 0.63588 0.748998 0.812339 0.588776 0.694872 0.761341 0.848079 0.49329 0.59198 0.489637 0.47785 0.646699 0.459315 0.8657
threshold=18.684956306450005 34.040719645900005 18.734956189500004 12.909082926650003 109.72404167800001 19.078733418100004 12.651020723000002 72.043920985000014 49.864842700850012 16.859960574100004 24.054467534550003 93.953546284800012 18.404956961200003 26.135540888150004 8.1436447804000007 17.809958352600002 15.404963976500001 81.430708313150021 102.03236296680001 21.336470542700003 8.543332867800002 80.468240302450013 82.409307072650009 13.564968279200002 18.019770707250004 103.23410375110002 18.946524085150003 18.554956610400005 13.955326063950002 12.525292651450002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 -1 9 8 -8 16 -9 -12 13 14 -13 -15 19 18 -18 23 21 22 -21 24 -5 28 -6 -28 29 -25
right_child=2 -3 -4 4 26 -7 7 10 -10 -11 11 12 -14 15 -16 -17 17 -19 -20 20 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=0.0036815674078139503 0.020690916318106871 -0.041896776726836275 0.0011691699864580781 0.00089275733000427227 0.037167270236388709 -0.048408749822092527 6.8192188488575592e-05 0.015020198536007603 -0.048201104021836333 -0.040327368654972759 0.034638625074416833 -0.0074739688445313538 -0.04223996154189285 -0.019527519440426001 -0.041844859502126276 0.021315231718425979 -0.039097843725731753 0.020814043934730304 0.020950261363390899 -0.042514349917998621 0.018361023233373575 0.0032093625308781439 -0.0038147335072780545 0.019189603248223719 -0.038523486981758358 -0.011589501206515022 -0.049795173882748463 0.036534544703679908 0.03415594224852362 -0.015167598222173223
leaf_weight=0.64105170423135749 2.13010608870536 0.70719412100152013 124.75018065155018 2.5800225033090158 1.2691263146698464 0.69755446578346891 0.72319256607442994 2.2967276419585678 1.2555686361738478 0.56744268751935933 0.88716859387932245 2.8821326991019287 1.523867917829193 0.63357397295476436 1.3566860855789853 2.079566270345822 0.62078478868352138 4.3071858472831082 0.52715150685980916 1.6798360203829354 0.96427554800175119 1.8360165764825067 1.2495457938639445 3.2725951303291367 0.59295291671151051 1.0713196074939331 0.21582975973797136 0.22350390255451202 1.2025864273309705 1.2953241502400485
leaf_count=115 29 90 1489 850 12 215 5 100 51 48 14 163 98 44 55 41 35 51 13 60 10 60 13 127 110 10 73 3 10 40
internal_value=0.000721135 -0.00179242 0.00149691 -0.00105485 -0.000246643 -0.023463 -0.0015179 -0.00776978 -0.0305598 0.00239931 -0.00390211 -0.00854372 -0.0130636 -0.00666819 -0.0184748 0.0117776 0.00354296 0.0140093 -0.0115228 -8.34142e-05 -0.00917789 -0.0147504 -0.0260068 0.00511972 -0.00647319 0.0104961 0.0260985 -0.00587632 0.0145963 0.00944694
internal_weight=166.04 39.1598 126.88 38.4526 37.114 1.33861 35.4055 13.6385 1.97876 21.767 11.6597 9.363 8.47583 6.95196 4.23882 2.71314 21.1996 5.45512 1.14794 15.7445 5.72967 4.7654 2.92938 10.0148 3.17298 6.84183 1.70846 0.439334 5.77051 4.56792
internal_count=4034 2516 1518 2426 2096 330 2008 571 56 1437 515 415 401 303 218 85 1389 99 48 1290 143 133 73 1147 960 187 88 76 177 167
is_linear=0
shrinkage=0.0355722


Tree=497
num_leaves=31
num_cat=0
split_feature=13 18 18 16 15 16 15 18 15 19 18 2 10 18 6 16 3 5 7 18 17 17 18 18 9 6 18 18 8 16
split_gain=0.256017 0.381173 0.333981 0.324071 1.00008 0.294968 0.826555 1.15656 0.898752 1.45234 0.702711 0.716392 0.608437 0.599557 0.558682 0.535987 0.491826 0.439307 0.431273 1.08901 1.69087 1.20508 0.930654 1.07496 0.632575 0.55333 0.48352 1.51761 1.12714 0.649798
threshold=95.862351557400004 19.424700258350004 17.138111898250003 17.684958644900004 20.903251014350001 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 15.289002683150001 41.467794892200004 70.542452884850022 15.279937110450001 14.935348962050002 18.734956189500004 99.13958201840002 17.719454526200003 25.297859295400006 14.493864790000002 202.58869561095003 205.83789591070004 14.366548389000002 14.254777969200001 210.33238511570002 15.815369523550002 14.118140587000001 13.946975448150001 8.4434108459500017 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 -1 5 4 -4 6 8 -8 9 -2 11 -11 16 17 -9 -7 -13 -14 19 22 -21 -22 23 26 -20 -23 27 29 -29 -17
right_child=2 -3 3 -5 -6 15 7 14 -10 10 -12 12 13 -15 -16 18 -18 -19 24 20 21 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.036190888659710291 0.0015685835299708044 0.012170920398035601 0.022356386396170075 0.036437736560150084 -0.036852773584403704 0.019377659955924633 0.017997720279269044 -0.039216083392428658 0.01867850013843346 -0.065992273598331153 -0.039591993724550634 0.021087884105338569 -0.040963727866170113 0.011946256142557973 0.00019121357144510735 0.0065662965568718968 -0.036480830606853934 -0.0032848035831115683 0.020729642985860781 -0.040878310525618078 0.016596289086282773 -0.030439767444621429 0.017395426822213612 -0.025259898784938863 0.0018029615726760113 0.0012149974472574336 0.012321534861309991 -0.032728449702360801 -0.0012597767057690033 -0.00013668702476351039
leaf_weight=0.5599768201718679 22.553393948237506 0.32564371997796115 1.3358867020579048 0.60252011753618706 0.49358244356699277 2.0497618671506634 0.81808864383492563 2.0351599529385571 2.8000209264428113 0.27928533777594466 1.4917723641847258 1.1590044318581934 1.1789114984567279 0.62919436395168293 0.58523110160604108 25.391321495000739 0.22367869139998209 0.5849184552207588 3.3484229408204538 1.983231036341748 2.3451051576994359 1.7298927460797133 4.3717954019084564 1.9839176191017021 6.6858836857136339 1.1692379154264925 4.6766363801434627 2.8928401458542785 2.8594816783443093 65.170119082045858
leaf_count=712 774 260 28 17 42 29 27 229 39 3 109 21 96 2 8 395 142 7 21 75 21 25 57 39 61 23 54 38 31 649
internal_value=0.000651284 -0.0184082 0.000754567 0.0138283 0.00638202 0.000557078 -0.00236491 -0.0188965 -0.000525314 -0.00243887 -0.0187333 -0.0110597 -0.00699643 -0.0178425 -0.030415 0.00134927 0.0117749 -0.0284687 0.00105271 0.000433866 -0.0129213 -0.00234865 0.00133305 0.000651117 0.00811875 -0.0176732 0.00116013 0.000618173 -0.0170854 0.00174267
internal_weight=164.314 0.885621 163.428 2.43199 1.82947 160.996 34.3387 3.43848 30.9002 28.1002 5.54677 4.05499 3.77571 2.39302 2.62039 126.658 1.38268 1.76383 124.608 114.574 7.22747 5.24424 107.346 102.974 10.0343 2.89913 100.99 96.3138 5.75232 90.5614
internal_count=4034 972 3062 87 70 2975 1457 264 1193 1154 380 271 268 105 237 1518 163 103 1489 1407 144 69 1263 1206 82 48 1167 1113 69 1044
is_linear=0
shrinkage=0.0355447


Tree=498
num_leaves=31
num_cat=0
split_feature=16 16 13 14 9 2 18 5 15 17 0 13 2 12 17 9 19 5 16 7 0 3 15 5 13 19 8 5 5 10
split_gain=1.43358 1.19895 1.55457 1.23707 1.17516 1.13419 1.24808 2.41509 1.26611 1.24619 1.15097 1.3417 1.32551 1.55354 1.49864 0.798972 0.952439 0.769644 0.869529 0.753297 0.851597 0.706983 0.704644 1.28551 1.00886 0.659711 1.38645 0.624503 1.16474 0.85971
threshold=18.594956516900002 15.584963555600002 98.050756475600011 171.16849715720005 209.21153814325001 72.843776848050013 14.85568425095 13.8160216159 24.273602154900001 187.88259729165003 93.399723909900004 108.49810477050001 115.07851450450001 151.46967002190004 193.46017548480003 212.96061447425004 10.550851274900003 13.154029769200003 15.404963976500001 19.506002767000002 81.446839061900008 74.386948011350015 46.683480308100009 25.322158499750007 117.56896250265002 12.451004585100002 8.2435668022500028 14.943099738200003 16.351273197450002 66.590419433100024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 -1 -5 10 8 21 -9 19 12 -12 -14 -15 -6 -17 -4 25 20 -7 -8 27 -24 -25 -19 -27 -2 -29 -30
right_child=22 3 17 5 15 6 7 9 -10 -11 11 -13 13 14 -16 16 -18 18 -20 -21 -22 -23 23 24 -26 26 -28 28 29 -31
leaf_value=-0.0019200161916180733 -0.0007249344707914219 -0.0018409196627475048 0.0012987736843287649 0.0023817191522508053 0.0014327530537400482 -0.0018976352163231048 0.0015058761780352161 0.0017253219894584786 0.00119340061843077 -0.0020078983619397335 -0.0019848070196321053 0.0017557765105370032 0.0018438977955777289 -0.0021213612789283071 0.0016266793360217905 0.0012849945941892766 -0.0019867195275707727 0.00014743594289356687 0.00071563366210238477 -0.002047498124886739 0.0020053834663090707 -0.0019329159225849474 -0.0014516970743476678 -0.0013049861151234888 0.00071254517016149056 -0.0023065943145930156 0.00013218885421884026 0.0016213285145254355 0.00036410927400685968 3.4249280049096228e-05
leaf_weight=2.038955269046709 2.0048642242327324 1.9587080040946627 2.3658111691474941 0.52600830793380993 0.84830243501346592 0.33816822845255767 0.26054306747391753 0.32828930020332325 2.0805101577425376 4.3523604341316968 0.95526457112282503 2.038269423879683 1.51265124976635 1.0138450087979434 0.56839347025379527 0.46388719882816054 0.88007605422171764 15.128932121209806 7.8186586089432231 1.157560073683271 0.43809311091899872 0.94226255459943786 2.2427020162576801 1.1011716806679031 3.6537611514795572 1.2451583611546078 2.2053148286649957 2.2890929365530601 126.93124897463713 34.253682646900415
leaf_count=966 28 116 29 1 26 95 5 3 47 221 77 17 8 55 11 45 98 243 46 203 2 82 57 40 39 48 18 10 1080 318
internal_value=0.000194986 -7.56453e-05 0.000135358 -0.000452566 -0.000910326 -0.000287877 -0.000375717 -0.000893874 0.000320991 -0.00174606 0.000138676 0.000533105 -8.22139e-05 0.000505038 -0.000774939 2.87539e-05 -0.000857443 0.00028918 0.0001987 -0.00110314 0.000305084 -0.00118803 0.00027574 -0.000298568 0.000245315 -1.88385e-05 -0.000747885 0.000300026 0.000312596 0.00029401
internal_weight=223.943 51.466 32.9951 18.4709 4.23122 16.5122 15.9862 7.96397 3.28332 4.68065 8.02225 6.08842 4.05015 3.09489 1.58224 2.19227 1.34396 28.7639 26.3981 1.93382 0.776261 1.20281 172.477 6.99763 4.75493 18.5794 3.45047 165.479 163.474 161.185
internal_count=4034 2462 1519 943 1135 827 826 358 134 224 468 168 151 74 66 169 143 384 355 300 97 87 1572 136 79 309 66 1436 1408 1398
is_linear=0
shrinkage=0.00184769


Tree=499
num_leaves=31
num_cat=0
split_feature=15 5 16 16 2 2 3 5 8 17 13 0 10 16 16 0 7 15 16 13 16 16 15 17 5 5 3 2 2 6
split_gain=1.09236 1.65435 1.4841 2.87062 1.98337 1.58559 1.32408 1.38351 1.29068 1.25482 1.07608 2.45061 3.14353 1.61842 1.41336 1.23682 1.49725 2.24066 1.02495 1.6199 1.98862 1.62912 2.00024 1.14955 1.31956 1.81893 1.52573 1.35779 1.63722 1.57718
threshold=46.074827201850006 24.367802910700004 20.404952284350003 19.974953289850003 322.38159739250005 310.17567643235003 92.913112988300014 24.458659404000002 8.3434888241000014 162.13109061465002 109.72404167800001 93.399723909900004 69.238550691600025 18.554956610400005 19.284954903400003 92.313586825200005 19.078733418100004 35.098844929350008 20.664951676350004 113.97180552410002 20.844951255400005 22.494947397000004 33.423812040500003 204.64886559710001 20.305669781650003 21.500664456800006 92.598563387050021 199.66651340635002 209.01099100540003 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 -2 3 4 9 18 -3 -8 -9 -1 14 12 13 -12 -11 16 -15 -18 -4 20 -20 22 -21 24 -23 -26 -27 29 -29 -28
right_child=1 6 5 -5 -6 -7 7 8 -10 10 11 -13 -14 15 -16 -17 17 -19 19 21 -22 23 -24 -25 25 26 27 28 -30 -31
leaf_value=-0.0022598495279639672 -0.0025133353342474355 0.0016800360708448911 0.0012315452010524183 -0.0020498938727549895 -0.0022535169226663774 0.0017444658497381919 0.0019289479802173343 0.00019284183114417236 -0.0018419935501603091 0.00014218592004895965 -0.0024764677209881277 0.0020772551587656279 -0.0030832530852691097 0.0017081067302300293 -0.0019889648315389373 0.0024048342512991354 -0.0023326393484722576 0.0015201388262144633 0.00034468755504826743 0.00011489320270461266 -0.0020824575361545186 0.0011328427220887308 0.0015439467502924712 -0.00091915434604027081 -0.00026839341333052369 0.0014005577276002435 -0.00090009165611177016 -0.0018003216774252692 0.00012038542074568689 0.00063974950604503607
leaf_weight=0.95197034695593075 1.5062455586157728 1.5784551054239253 6.1215141010470679 2.8523567588999859 1.5612464275036462 4.0119608789682379 0.92355402000248421 2.6754295269493014 3.0357341478811577 63.457935200916836 0.69649212411604633 4.3442552536725989 1.2083721235394476 2.1794057516381145 1.4522013291716565 1.9031627923250196 1.5793570178793745 1.2210935074836013 3.5014778748154631 7.4590887189842787 2.7492564022541046 8.3531787898391467 11.145063854753969 3.5218469984829417 22.822273440659046 6.7325319796800605 3.3216625428758553 2.6668763305060557 8.4082396482117456 35.117230251897126
leaf_count=319 40 6 55 49 279 52 16 41 79 1949 162 20 12 25 24 10 53 10 19 73 28 53 102 50 137 33 32 24 57 225
internal_value=0.000244388 -0.000455605 0.000276888 5.59059e-05 0.000130469 0.00042325 -7.82303e-05 -0.000496537 -0.000888762 0.000177587 0.000207319 0.000764931 0.000116189 0.000626263 9.45068e-05 0.000940228 0.000380497 -0.000652695 0.000379774 0.000334746 -0.000722842 0.000395091 0.000970987 0.000277282 0.000325481 0.000240188 0.000446547 0.000316828 -0.000342119 0.000506686
internal_weight=219.059 9.71942 209.34 83.4078 80.5555 125.932 8.21317 6.63472 5.71116 78.9942 78.0423 13.1321 8.78788 7.57951 64.9101 6.88302 4.97986 2.80045 121.92 115.799 6.25073 109.548 18.6042 90.9438 87.422 79.0688 56.2465 49.514 11.0751 38.4389
internal_count=4034 182 3852 2912 2863 940 142 136 120 2584 2265 292 272 260 1973 98 88 63 888 833 47 786 175 611 561 508 371 338 81 257
is_linear=0
shrinkage=0.00213593


Tree=500
num_leaves=31
num_cat=0
split_feature=15 13 5 16 16 8 17 13 5 19 13 10 19 3 15 13 18 9 12 5 15 8 15 0 18 10 10 9 7 9
split_gain=0.260022 0.68065 0.562038 0.315661 1.0577 1.70117 1.03234 1.71526 1.99614 0.743205 1.27953 1.24538 0.812207 0.716607 0.885075 0.654502 0.636122 1.19839 2.55774 1.94198 1.39043 1.02093 0.972388 1.4768 0.861919 0.7588 0.712853 0.782402 0.64048 0.86274
threshold=46.683480308100009 117.56896250265002 25.322158499750007 22.624947093000003 22.614947116400003 8.4434108459500017 199.03437346465003 117.50981642375002 20.971847224900007 14.551174033150001 117.72489307420001 61.622148808000013 14.451165964200003 93.620177476600006 40.42701969085001 117.61735474900001 13.512826932300003 196.26893085885004 153.50554934640004 20.204934414350003 31.385732506450001 7.6440346712000009 31.025894238900005 93.399723909900004 13.431026577400003 62.095317438950012 69.873026810350026 192.57902085675002 22.870118039000001 197.55459634620004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 16 -6 7 8 -5 12 -11 -12 13 -9 -15 -16 24 18 19 20 22 -20 23 -18 -1 -23 -25 -28 -19 -30
right_child=1 2 -4 6 5 -7 -8 9 -10 10 11 -13 -14 14 15 -17 17 28 21 -21 -22 25 -24 26 -26 -27 27 -29 29 -31
leaf_value=0.0032908376078226555 -0.031929519175351473 -0.021328066185952843 0.0088139791802976913 0.0064911203606560081 0.0039955571001995096 -0.034627519573126694 0.020580656234333576 0.011476361852125049 -0.041369207857195459 -0.03014729522503818 -0.015749517509146951 0.026580760472614651 0.01900494968551162 -0.020265305764600523 0.014201716884746564 -0.0061205298859069038 -0.037198557241348462 -0.030231063891422872 -0.0065762867670230351 0.033218364504021033 -0.042644201568762183 -0.020719900998748819 0.040053202804706867 0.02706522244959466 0.023723031303769158 -0.055269932371161644 0.0013250524067187066 -0.043033893072051924 0.020387902820508213 0.00088623710517248314
leaf_weight=27.80320756694346 1.1430052383075224 1.1539244235027584 2.7305902352673002 2.1520608849823466 3.0764272892847648 2.9094587401486933 4.2774285504128775 8.9218252804130405 2.4361665863543749 2.0296219224110237 1.7964540037792178 1.8496543876826761 6.0315815845970056 2.7176028094254425 3.9579049656167609 4.3749420128297061 1.5269970087101681 0.82720780916861159 1.5603948539719557 1.9097020731132932 1.2316102753393341 1.3667250517755749 0.67876956611871797 1.2375365942716596 2.9991811173385932 2.1363922987366095 4.9747369397955481 0.58240588521584857 3.1268491914961478 61.047463409056945
leaf_count=796 63 34 39 26 32 33 70 57 24 28 38 14 49 36 23 36 49 16 776 64 39 12 3 7 38 42 235 28 27 1300
internal_value=0.000740996 -0.00736729 -0.000139943 0.000996509 5.63111e-05 -0.0147773 0.00375587 0.00177155 -0.0189208 0.00476848 -0.00710317 0.00572444 0.00735964 0.00384278 -0.00232036 0.00353206 0.00084202 -0.000820972 -0.00931892 -0.000302777 -0.00655913 -0.0309387 -0.0016213 -0.00502054 0.00528029 -0.0417904 0.00221096 -0.0033239 0.00142835 0.00183644
internal_weight=164.568 5.02752 3.88451 159.54 118.995 5.98589 40.5452 36.2678 4.58823 31.6796 5.67573 3.64611 26.0039 19.9723 11.0504 8.33285 113.009 82.2068 17.2053 12.1418 10.2321 5.06351 9.00045 8.32168 30.8024 3.50312 6.79468 5.55714 65.0015 64.1743
internal_count=4034 136 73 3898 3497 65 401 331 50 281 80 52 201 152 95 59 3432 2598 1255 425 361 830 322 319 834 54 270 263 1343 1327
is_linear=0
shrinkage=0.0362108


Tree=501
num_leaves=31
num_cat=0
split_feature=9 9 0 5 10 0 0 5 10 18 16 6 6 6 5 2 10 18 7 0 10 9 15 17 9 2 5 5 16 13
split_gain=1.43256 1.62496 1.8681 3.00595 1.49194 3.18132 2.31442 1.92049 1.83314 3.63804 2.55867 1.43169 1.35338 1.95832 1.26911 1.26152 1.22857 1.12155 1.73299 1.08406 1.08046 1.40326 1.03751 1.12197 1.01175 1.00644 1.29071 1.95348 1.17603 1.63929
threshold=181.33671263215004 186.68586460755003 85.732241321850012 29.996566321350006 66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 64.407391431150018 13.552878921100001 22.494947397000004 16.235379337050002 16.555386813950005 16.625388449550005 21.500664456800006 56.478612905150008 62.837331883000012 13.927976454650002 23.445318439400001 103.33357670195001 71.365121072750014 66.346857137250012 45.858046225550005 160.21442126885003 64.765169068750012 90.745765132650021 21.336111252450003 20.482113285800001 22.654947022900004 117.38883580790001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=15 -2 3 12 5 8 11 17 10 -10 14 -6 -3 -14 -4 -1 25 -8 -19 -20 21 24 23 -15 -17 -12 27 -27 29 -28
right_child=1 2 4 -5 6 -7 7 -9 9 -11 16 -13 13 22 -16 20 -18 18 19 -21 -22 -23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=0.001252966166116825 0.00083413627527013077 -0.0021771084846002207 0.0018645035051658388 0.001302643338388758 -0.0024879580605006012 0.0016776831059938982 0.0012493993692947775 -0.0021755833764707487 0.00046019274590660292 -0.0018676673920927254 0.0010659327947114606 -8.7988012651855365e-05 0.00075838658980572932 0.00078190766900921454 0.00053461209071285754 -8.5771914509114773e-05 0.0014470404642018266 -0.0025846934234773408 0.00021133493576388533 -0.0011025571887491533 -0.0019712951054845014 -0.00071467545351343201 0.00062306846878473234 -0.0022003786990321878 0.001618114590161465 0.00066695702982965484 0.0014092579280580689 -0.00078306677912820034 0.00087307367553573665 4.0964127246287593e-05
leaf_weight=1.811100998136683 17.271028439805377 2.6213523681508359 6.1936726160347444 2.6798380012623957 2.0563586652278896 6.9298420734703532 3.4649986214935771 1.29928330448456 6.4982989579439145 4.0130134299397469 5.071317806839942 1.6600581202656028 2.6259596850723028 0.54671381833031807 4.6369606405496597 4.0102589760790641 3.2659978196024886 0.85928398743271728 63.212272029952146 2.4089966286264817 1.5376821681420541 10.262458567071006 0.82440605200827111 3.1641616192646325 1.896970868547214 5.1150251720100632 3.5662273894995442 10.442989526316522 11.305307842791079 34.900562955997884
leaf_count=17 141 110 80 18 37 50 21 64 35 35 26 19 18 6 25 125 28 8 921 356 762 601 7 103 21 24 20 73 73 210
internal_value=0.000222647 0.00026967 0.000218187 -0.000501171 0.000268865 0.000420251 6.29951e-05 0.000140142 0.000328536 -0.000428539 0.000422714 -0.00141593 -0.000995307 -0.000562713 0.00129513 -0.000275163 0.000294451 0.000183158 0.000127585 0.000163101 -0.000431459 -0.000285026 -0.00132764 -0.00176101 0.000461392 0.000240981 0.000176943 -0.000306341 0.000328011 0.000167818
internal_weight=226.152 206.634 189.363 12.4624 176.9 101.939 74.9613 71.2448 95.0094 10.5113 84.4981 3.71642 9.78259 7.16124 10.8306 19.5185 73.6674 69.9456 66.4806 65.6213 17.7074 16.1697 4.53528 3.71088 5.90723 70.4014 65.3301 15.558 49.7721 38.4668
internal_count=4034 2508 2367 262 2105 679 1426 1370 629 70 559 56 244 134 105 1526 454 1306 1285 1277 1509 747 116 109 146 426 400 97 303 230
is_linear=0
shrinkage=0.00192234


Tree=502
num_leaves=31
num_cat=0
split_feature=13 17 18 8 13 17 5 2 2 19 17 8 8 0 10 17 17 14 15 15 0 16 0 0 10 6 10 13 7 10
split_gain=0.239676 0.42207 0.358576 0.340673 0.43974 0.746254 0.716359 0.397974 0.864591 0.337822 0.48087 0.333479 0.735641 0.628999 1.10351 0.409646 2.51353 0.485322 0.893392 0.993498 1.69223 0.753621 0.893875 1.21597 1.39506 1.14103 1.62418 1.71186 0.815575 0.681449
threshold=95.862351557400004 159.58247398035004 19.424700258350004 10.341929261000002 119.06105676505001 163.10708527260002 32.00428233840001 49.864842700850012 54.465024697200008 14.651182102100002 198.49975298390004 8.8430989333000021 8.7431769115000026 87.48511602295001 61.93400995115001 183.35201426355002 182.63036160245002 237.59068261610003 20.520114807950005 38.992510055900006 85.732241321850012 22.724946859200003 86.162394622750014 85.925810307250018 61.966271448700006 16.525386113000007 62.041548276350007 117.49368567500001 23.203497038450006 62.057679025150001
decision_type=2 2 2 2 2 2 2 2 2 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 -7 -3 -9 11 -11 12 15 14 -13 16 -10 18 -17 -20 -21 22 23 24 -19 26 -24 -28 -25 -29
right_child=1 3 -4 -5 5 6 -8 8 9 10 -12 13 -14 -15 -16 17 -18 21 19 20 -22 -23 25 28 -26 -27 27 29 -30 -31
leaf_value=-0.035984525745343138 -0.037559577709343872 0.013096710291351912 0.010730343399300726 0.019243939398067587 0.022993516602119974 -0.037676084701080893 0.012010228436269248 -0.026197718104827371 -0.00025221066464863143 0.022459337157677575 0.0015019441540481161 0.013350260578156786 0.012786392200767676 0.0046457470477989449 -0.033565286584265198 0.024810694411434481 -0.048289109919224332 -0.04350687062227257 0.00047803694549009061 -0.010891840170470074 0.021828480120437629 0.024618823487493488 0.014885732451463005 -0.043345583864253107 0.005346078619464666 -0.020902330679618053 0.00021915061815543462 -0.012685898542435453 -0.010586760266089221 -0.051645891366428019
leaf_weight=0.5296795385547729 0.35789984543953224 3.3322865813970557 0.33647569584354642 1.2596184245776374 0.52653082646429483 1.3882062291959298 0.49222124088555563 1.4782241052016605 13.788002636203599 2.1883974000811568 3.6709258132614195 0.90821348875760977 6.3353676812257609 2.6679455423727632 2.0336700241896324 2.322693240013904 1.5138264002744097 0.85382896583905488 51.418292208982166 2.7408292298205179 7.1245623826980591 1.3789592348039139 9.1690825056284648 1.9316169971134516 5.1302501158425002 2.9987444411963216 31.588255826573004 1.1502471547573798 1.8760619424283502 1.0997177399694917
leaf_count=712 140 28 260 25 10 103 5 34 622 23 35 5 48 38 54 46 24 40 736 35 41 18 84 31 101 21 662 16 12 25
internal_value=0.000728554 0.000827377 -0.0178372 0.000911992 0.000768663 -0.0142436 -0.0246702 0.00099635 0.000736824 0.000995551 0.00932932 0.000665684 0.000999032 -0.00779725 -0.0190816 0.000450278 -0.00500455 0.00114134 0.00326812 0.00245164 0.012738 -0.00122459 -0.00186328 -0.0115719 -0.00162443 0.000203072 0.00167468 -0.0019051 -0.0272052 -0.0317284
internal_weight=163.591 162.724 0.866155 162.367 161.107 2.40696 1.88043 158.7 155.368 153.889 5.85932 148.03 142.42 5.60983 2.94188 136.085 15.3018 120.783 63.6064 61.2837 9.86539 57.1768 55.7978 9.79176 5.98408 46.006 43.0073 33.8382 3.80768 2.24996
internal_count=4034 3062 972 2922 2897 118 108 2779 2751 2717 58 2659 2562 97 59 2514 646 1868 858 812 76 1010 992 184 141 808 787 703 43 41
is_linear=0
shrinkage=0.0353875


Tree=503
num_leaves=31
num_cat=0
split_feature=16 3 18 15 18 17 18 7 9 15 9 7 19 2 3 19 13 0 6 7 9 7 8 7 19 18 17 9 7 8
split_gain=1.41065 1.25758 1.25992 1.19703 1.05338 1.19977 1.69472 1.80526 1.76282 1.39579 1.71136 2.07785 1.48691 1.43821 1.2498 1.08496 0.994034 0.957963 0.985568 2.34745 1.0966 1.13014 1.75872 1.03042 1.83493 2.14772 1.92428 1.51957 0.989116 1.82547
threshold=18.684956306450005 93.499196860750018 13.632440008000001 34.040719645900005 13.065205089100003 188.41589330430003 13.276755824150003 23.203497038450006 195.30595290385003 45.169600924000008 192.57902085675002 23.445318439400001 14.451165964200003 310.17567643235003 92.864720741950009 14.451165964200003 116.60649449195002 75.462331263550013 16.375382608200002 22.835261448650005 186.68586460755003 22.407814303000006 8.3434888241000014 23.127267687200003 14.351157895250003 12.867440043550003 189.43751236195004 193.24048816455004 22.516377366000004 10.341929261000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 16 -1 -2 14 -7 8 15 10 -9 -12 -11 -13 -6 -8 -3 -18 19 -19 21 22 -20 24 25 -22 28 -28 29 -26
right_child=1 2 -4 -5 5 6 7 9 -10 12 11 13 -14 -15 -16 -17 17 18 20 -21 23 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=4.4190548909294938e-07 0.0011431470074680591 0.00097739709168928276 -0.0014895546916326291 -0.0022336724392545389 0.00039089423908186089 0.0011655579737777889 -0.0006368142273858972 -0.00072142007648841127 -0.001192278975158808 -0.0019700559363989493 0.0013663855023758734 0.00037398740855915672 0.00035647140365447646 0.001638271538567484 -0.0014272960886927276 0.00077040456016610548 -0.0013161081305646926 -0.002385492659849317 -0.00057312497454703015 0.00096993860861551036 -1.5756501648811083e-05 0.0014230545668100962 0.0012681697153065345 0.00052952244734241424 -0.00095343393767601079 -0.0026567717780026203 8.4488230684460027e-05 -0.0020685557585911844 0.0011628284663940478 0.0014363439614107764
leaf_weight=54.586741776249255 7.10732278227806 4.5657686609774819 1.8452161836903531 0.8968974658055221 2.8838143032044163 10.311356419697402 3.2591242184862477 3.8982913121581069 5.0913507603108874 1.7516534035094071 10.624439571052788 57.318447187077254 2.3895596750080585 3.5135058574378482 2.687185674905777 5.2843818552792072 1.8435469474643458 1.7813747443724417 4.4672681484371406 1.347355611505918 2.248783625662333 4.4722847240045667 3.3323360569775105 8.2930248556658608 3.1325047686696035 2.2832234767265618 2.5355401728302231 2.3003092966973782 4.7855330434395 1.8830157555639742
leaf_count=2426 35 57 54 90 22 71 32 57 36 29 103 404 25 52 18 29 108 29 37 18 16 24 18 66 41 38 22 35 29 13
internal_value=0.000229359 0.000317287 6.65857e-05 -3.56727e-05 0.000427647 0.000380999 0.000427698 0.000346003 -0.000298841 0.000456604 0.000516189 0.000583706 -0.000627605 0.000447009 -0.000486114 0.000233587 0.000124863 3.77945e-05 9.60268e-05 -0.000940511 0.000177646 0.000654339 0.000213558 -3.53731e-05 -0.000279763 -0.0013463 5.0467e-05 -0.000939668 0.000539001 -5.62211e-05
internal_weight=222.721 167.238 51.1171 55.4836 116.12 109.013 103.442 93.1308 13.6349 79.4959 75.3547 71.4564 4.14121 60.832 5.571 8.54351 49.2719 44.7061 42.8626 3.12873 39.7338 12.2719 7.7996 27.4619 19.1689 4.53201 14.6369 4.83585 9.80105 5.01552
internal_count=4034 1518 605 2516 913 878 838 767 97 670 616 559 54 456 40 61 551 494 386 47 339 79 55 260 194 54 140 57 83 54
is_linear=0
shrinkage=0.00191816


Tree=504
num_leaves=31
num_cat=0
split_feature=9 7 6 9 0 5 6 3 10 16 19 10 6 9 18 15 13 3 16 7 6 2 0 5 16 10 17 0 5 18
split_gain=1.19314 1.49093 1.35369 1.25233 1.63657 2.57843 1.2757 1.86236 1.26688 2.69441 2.33053 1.4491 1.14815 1.23788 1.2353 1.34163 1.95601 1.16392 1.14445 1.09693 1.97689 1.59074 1.02732 1.00459 0.998945 1.58854 1.85315 1.74993 1.96744 1.20116
threshold=179.18874144770004 20.861906850000004 17.475408310100004 186.68586460755003 85.732241321850012 29.996566321350006 16.555386813950005 94.421337999450017 64.407391431150018 22.494947397000004 14.551174033150001 62.837331883000012 15.155354102400002 191.72037998490001 13.043896815850003 38.884669609800007 117.41840884735002 93.281431752200021 22.624947093000003 23.109894804950002 16.505385645700006 173.34516805710004 95.469836670350006 21.500664456800006 20.894951138500005 66.964115113200009 197.20536406400001 91.937202686950016 20.769304081650002 13.927976454650002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 5 6 -5 -8 9 23 24 12 -11 18 -15 17 -17 -16 -14 20 -18 -21 -3 -6 25 26 -10 -27 29 -29
right_child=3 22 -4 4 8 -7 7 -9 10 11 -12 -13 13 14 15 16 19 -19 -20 21 -22 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.00045838965724816899 0.00081015644284692333 -0.0021027405784918626 -0.0023932841135941058 -0.0025010757767609214 0.0021554816891013267 0.0014675594639295827 0.00072185551883686017 -0.0016692830887630361 0.00014574138667656827 -0.0010045096457730694 -0.0023670447930104993 0.0016916839378966879 -0.0016133398724022152 0.0014106315867719694 6.4132533035503596e-05 0.0020145810565064901 -0.0015832145621724959 -0.0014891926636768395 0.00018840352120196431 0.0020535121821190221 0.00073292445116707194 0.00036694351512158655 -0.00014424408201965384 0.00074532732035934393 -0.00092206680913814606 -0.001795749006051478 0.0020835520709914599 0.0014662011422363751 -0.00254792041386856 0.00012446427219780631
leaf_weight=8.1030077824107103 19.339392391935689 3.2595419932476934 0.92031184269581068 2.4903775081620534 5.7541763819754106 2.3694299999624482 2.8631628061411902 3.7159412367036566 5.3724347949027997 3.4834645688533774 1.8857889436185349 3.6024758070707312 2.9922438617795697 5.6374344220384947 13.799182489514353 4.0742332115769377 3.5209741070866611 2.8978849165141574 4.2168766483664513 3.2544836178422001 3.8085804600268602 18.900688987225294 2.2458803941044607 4.4460719861090183 4.2026842497289172 2.3964721439406267 4.5042608231306076 3.4931085035204879 1.3248767926124845 64.08258287460194
leaf_count=386 172 267 165 110 82 18 25 109 35 24 19 41 25 28 92 19 33 17 25 14 19 130 677 27 31 45 29 21 64 1285
internal_value=0.000226363 -0.000389997 0.00016754 0.000271492 0.000213323 -0.000602112 -0.00114282 -0.000628683 0.00026896 0.000470763 8.30531e-05 0.000315255 0.000240787 0.000309531 0.00042161 0.000310667 0.000567462 -0.000205457 -0.000559435 0.000367497 -0.000379703 0.000614692 -0.00130379 0.00154083 0.000137171 0.000192012 0.00102948 7.59982e-05 0.000141101 0.000193821
internal_weight=212.958 14.5287 9.02332 198.429 179.09 11.4389 9.06948 6.5791 167.651 80.3888 87.2622 70.1885 66.586 63.1026 55.8935 50.256 33.559 16.6971 7.20912 29.4847 7.32955 22.1552 5.50542 10.2002 85.3764 81.1737 9.8767 71.297 68.9006 67.5757
internal_count=4034 1495 551 2539 2367 262 244 134 2105 576 1529 467 426 402 352 324 215 109 50 196 52 144 944 109 1510 1479 64 1415 1370 1306
is_linear=0
shrinkage=0.00222816


Tree=505
num_leaves=31
num_cat=0
split_feature=9 9 9 0 6 5 3 19 19 5 10 3 13 18 4 6 18 18 17 7 7 18 7 7 17 10 0 0 5 10
split_gain=0.247987 0.938934 0.575759 0.698862 1.30871 0.665408 0.802073 0.603683 0.599774 0.582082 0.543118 0.542489 0.950726 0.918311 0.514452 0.539766 0.498475 1.09579 0.475898 0.4737 1.26575 0.443733 0.671416 1.84379 0.438564 0.43657 2.07557 1.46287 1.18 0.960236
threshold=179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 16.555386813950005 29.996566321350006 94.421337999450017 14.551174033150001 14.451165964200003 24.628131835750001 72.378669787950017 93.181958801350021 117.54207792135001 13.342238590850002 377.6847677435 17.475408310100004 12.794482498400003 12.909082926650003 204.42624920380004 20.861906850000004 22.356277907050004 13.043896815850003 22.589037079550003 22.792619241600004 190.4716172434 66.590419433100024 90.407470010750018 91.937202686950016 20.556063402800003 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 7 4 -4 6 -6 11 9 -8 14 13 -13 -2 15 19 -5 -18 -15 -1 -21 -19 -23 24 -24 26 29 -27 -29 -25
right_child=2 -3 3 16 5 -7 8 -9 -10 -11 -12 12 -14 18 -16 -17 17 21 -20 20 -22 22 23 25 -26 27 -28 28 -30 -31
leaf_value=0.01311494958075852 0.039421590664564486 -0.044701613586090698 -0.041387051222371594 0.026914370378159237 0.0072765051435280609 0.018942038693203968 -0.040855421718052898 0.026281449521233971 -0.042632043359141399 0.014891069525393064 -0.038345200631059888 -0.021903392321234214 0.0070044835308474976 -0.015000269573022947 -0.038989674109238266 -0.039702391743070921 -0.027096134412028204 0.012299020336892376 0.020047248073026849 -0.036229761871790812 0.01811289573015366 0.022931394371670282 -0.012400229439018279 0.0030763293267130278 -0.037113172926098281 -0.029192573164989487 0.0290536831439481 0.0010307193772407356 -0.042381437023251443 -0.015377935154954574
leaf_weight=4.5078409261623129 1.5463625304400914 0.78581709892751028 1.5729281458188769 1.0602468885481346 2.079977238754509 1.52139675617218 0.41698866593651496 2.2600279101170591 1.2713897665962575 0.74699375778436661 0.53427815952454683 2.1542348107323033 6.621655595023185 1.1765732535568534 0.43299737221968815 0.39282983967859753 1.968535317108034 5.0527345023583612 1.045316855466808 1.158850506966701 1.2985655329539438 1.940500009804963 2.1177637092769137 53.820772741921246 1.9900355227291582 2.5186498593538991 4.2513374760746947 52.289268604166864 0.91012125802808341 4.3542827144265166
leaf_count=309 14 17 112 9 25 16 33 37 58 18 744 24 48 27 73 161 17 31 22 148 43 16 22 479 21 52 50 1286 78 44
internal_value=0.000853537 -0.00520646 0.00121047 0.00046028 -0.0106785 -0.00267716 -0.00996151 0.00829901 -0.024684 -0.00507973 -0.00147858 0.00505918 -9.15887e-05 0.0170548 0.00104957 0.00340574 0.00110109 0.000892512 0.00148829 0.00583697 -0.00751362 0.00131881 0.000872081 0.000521935 -0.0243725 0.0013875 0.00355823 -0.00104459 0.000288036 0.00169507
internal_weight=163.799 9.11118 154.688 139.884 7.60967 6.03675 4.51535 14.8042 2.43537 1.16398 8.32536 12.5441 8.77589 3.76825 7.79108 7.35809 132.274 131.214 2.22189 6.96526 2.45742 129.245 124.193 122.252 4.1078 118.144 62.4264 55.718 53.1994 58.1751
internal_count=4034 1495 2539 2367 262 150 134 172 109 51 1478 135 72 63 734 661 2105 2096 49 500 191 2079 2048 2032 43 1989 573 1416 1364 523
is_linear=0
shrinkage=0.0377983


Tree=506
num_leaves=31
num_cat=0
split_feature=15 2 10 2 2 19 2 4 6 9 2 15 14 18 18 7 16 19 16 10 9 13 13 4 15 14 18 2 16 13
split_gain=0.255459 0.590281 0.469757 0.853479 0.368611 0.307326 0.567177 0.289554 0.421203 0.584382 0.595501 0.865736 0.84994 0.920161 0.650051 0.557067 0.493121 0.583934 1.03477 1.48517 0.685556 0.526404 0.710051 0.438008 1.57999 1.19628 1.05196 1.09295 1.03372 1.37618
threshold=46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 184.38272419390003 14.651182102100002 173.34516805710004 127.35214607660002 16.705390318750002 226.28914430085004 121.84632764400003 45.858046225550005 193.44745668155005 13.222029912150001 13.154691941050002 21.623105384250003 22.744946812400002 14.551174033150001 22.534947303500005 62.00390986255001 192.31210988165003 117.72489307420001 117.69263157665002 244.52697497700004 38.992510055900006 245.30750651965005 13.24088655595 118.06771887965002 22.624947093000003 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=5 4 -3 -4 -2 7 -7 -1 16 10 12 -12 13 14 15 -10 17 21 -19 -20 -21 22 23 24 -9 -25 27 -26 29 -27
right_child=1 2 3 -5 -6 6 -8 8 9 -11 11 -13 -14 -15 -16 -17 -18 18 19 20 -22 -23 -24 25 26 28 -28 -29 -30 -31
leaf_value=0.015907564294989386 -0.0035724580157018007 0.013867333919804679 0.014114749008959149 -0.042138935014200747 -0.046075870338951802 -0.0016309270111856291 0.023174082256106551 0.0010175356033569867 -0.0011757356991468982 0.031490951271618058 -0.040480610540565842 0.036467492454742227 0.037914826738148881 -0.052413254305578083 0.033739889390944904 -0.044529400738361202 0.023067613024862633 -0.036937189513375608 -0.034168723853597975 0.029377504355238119 -0.0024977362102592397 -0.021040805927450116 0.024629856406476577 -0.052331672212048583 0.02665777546633144 0.00031399361086542382 0.038327237799859207 -0.0043129628932330709 0.0092803047823439289 -0.016726352348801553
leaf_weight=1.9192587062716473 0.50294403402949572 1.8750617259647699 0.80998034216463544 0.85667953775555361 0.84277257879148237 3.0275845522992304 2.6848467607051134 67.274846691103448 2.0420808642593333 0.51427304837852705 1.6887185162668172 0.26052779331803311 0.63513375353068102 0.68606336490483943 0.62310197204351414 0.5896240985020994 1.5479689557105292 1.6868860609829415 1.6301972381770609 1.6894508898258207 2.716104042250663 1.5970817508641619 2.0437873136252156 0.70467611636558913 3.2346728453412634 29.852007504523499 2.781450541689992 3.8554809940978885 12.054968728218226 9.6910536795039643
leaf_count=27 26 18 6 45 41 40 27 1422 128 11 220 2 16 15 5 15 14 20 19 28 29 21 10 28 23 1496 18 34 104 126
internal_value=0.000806311 -0.00803959 0.000376995 -0.0148002 -0.0301908 0.00108163 0.0100274 0.000743918 0.00054912 -0.00883236 -0.0120104 -0.0301961 -0.00426376 -0.0110615 -0.0023452 -0.010889 0.00101302 0.000770571 -0.00973279 -0.00212965 0.00972584 0.00138004 0.00165235 0.00128958 0.00317138 -0.00148607 0.0178498 0.00981652 -0.000791675 -0.00386219
internal_weight=161.919 4.88744 3.54172 1.66666 1.34572 157.032 5.71243 151.319 149.4 7.03952 6.52525 1.94925 4.576 3.94087 3.25481 2.6317 142.361 140.813 7.72264 6.03575 4.40555 133.09 131.493 129.449 77.1465 52.3027 9.8716 7.09015 51.598 39.5431
internal_count=4034 136 69 51 67 3898 67 3831 3804 412 401 222 179 163 148 143 3392 3378 96 76 57 3282 3261 3251 1497 1754 75 57 1726 1622
is_linear=0
shrinkage=0.0392896


Tree=507
num_leaves=31
num_cat=0
split_feature=6 3 9 2 17 8 10 7 0 3 5 16 6 17 7 18 10 3 17 3 16 7 6 16 10 6 0 12 0 18
split_gain=0.236651 0.812257 1.43191 0.882198 0.668458 0.679262 0.577722 0.782017 1.50371 0.5589 1.33021 1.25039 1.23424 0.929827 0.601243 1.03672 1.40407 1.39624 1.34132 1.29064 1.22836 1.1402 0.725957 1.13266 1.18586 0.936809 0.720448 0.938355 0.837803 0.707627
threshold=14.825346391850003 83.538459487450012 201.61239113610003 327.65694121785003 189.50863627480001 8.7431769115000026 71.397382570300024 23.822419043000004 91.394134144600017 86.272621406050021 18.160071980500003 19.144955230800004 15.155354102400002 194.73806315685002 23.109894804950002 13.314799198000001 65.611820673600008 93.281431752200021 189.43751236195004 93.337889372900023 22.554947256700004 22.938075114600004 16.525386113000007 22.614947116400003 61.87486387225001 16.565387047600002 85.995710218650018 175.05669486425003 85.812895065800021 13.091807150500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 -4 -6 7 8 -3 10 -2 -12 13 -11 15 16 17 18 -14 -19 21 -17 -16 25 -25 -24 28 -28 -21 -30
right_child=9 2 3 -5 5 -7 -8 -9 -10 12 11 -13 14 -15 22 20 -18 19 -20 26 -22 -23 23 24 -26 -27 27 -29 29 -31
leaf_value=0.001393703697114458 0.030529772082253964 0.0030034079198188791 -0.0013583919105696939 0.015611151399536968 -0.047328614383898057 0.007981697016295081 -0.029309238687124924 0.012650304680867237 -0.056061835141921437 -0.049444724019204384 0.012398800312678855 -0.030065741626702211 0.0051287402528651608 -0.0075562636401601156 0.0067862728248161142 -0.019252169103876917 -0.028594559612506728 -0.047656727964194699 0.039805887722372632 0.0019014105457780049 -0.0397792800887087 0.015869641094486013 -0.015188807156097148 0.00060092909890566159 -0.051469981612853669 0.015532570378600619 0.025007447513832128 -0.0080302291521879583 -0.026342073614334046 -0.0010892741384798705
leaf_weight=38.304550811608351 3.1065675760619333 2.5314374928493621 0.74803875898942296 0.60395802557468403 2.7733907871006527 0.35620883107185353 0.89710937019481196 4.6233200022834353 0.80848701526701905 1.1219762834371061 2.988860520767048 1.4709928249940274 4.1498008370399466 2.2932506646611728 40.551179943373427 3.2367961642557921 2.1458314396440974 0.80476922541856666 2.566583476960659 20.104623585255474 1.9630701635469447 2.2122596648987383 2.3095971838338283 1.1858440774958583 1.3072392463218419 3.6275519621558487 3.4541663415729991 1.8915180740877984 3.1880181482993057 3.1229137107729912
leaf_count=1641 38 124 32 21 207 4 160 60 47 28 39 21 27 32 444 58 19 6 25 720 36 19 18 37 19 35 34 23 41 19
internal_value=0.000704786 -0.00139699 -0.00940903 -0.0267773 -0.0333795 -0.0410332 -0.000624074 0.00260749 -0.0112944 0.00170245 0.0115873 -0.00160727 0.000963658 -0.0213175 0.00174156 -0.00121874 0.00110489 0.00272724 0.0183802 -0.000501003 -0.0142061 -0.00499308 0.00469332 -0.0053742 -0.0267023 0.00358172 0.000693833 0.0133174 -0.00186078 -0.0138459
internal_weight=160.45 51.6465 13.342 4.4816 3.87764 3.1296 8.86035 7.96324 3.33992 108.803 7.56642 4.45985 101.237 3.41523 97.8218 48.8404 41.4282 39.2824 6.71638 32.566 7.41213 5.44906 48.9814 8.43023 2.49308 5.93715 31.7612 5.34568 26.4156 6.31093
internal_count=4034 2296 655 264 243 211 391 231 171 1738 98 60 1640 60 1580 1027 914 895 52 843 113 77 553 109 56 53 837 57 780 60
is_linear=0
shrinkage=0.0377052


Tree=508
num_leaves=31
num_cat=0
split_feature=0 17 9 15 5 19 8 9 19 2 9 9 4 17 17 4 4 16 9 8 9 6 4 6 7 19 19 6 12 2
split_gain=0.226634 0.606066 0.315421 0.229924 0.532961 0.373067 0.355737 0.553021 0.237686 0.461384 0.2686 0.950527 0.556204 0.37612 0.892749 0.979564 1.30408 0.812043 0.694034 0.586342 0.877812 0.758552 0.705989 0.605964 0.560659 0.484279 0.418759 0.756501 0.383529 0.355254
threshold=103.33357670195001 241.79519611995002 218.72979271345005 46.683480308100009 25.322158499750007 14.651182102100002 8.3434888241000014 206.57490536735003 14.651182102100002 173.34516805710004 223.29399794390005 219.96883426190004 273.85977434290004 207.44645461240003 212.37354083175003 393.0596793342001 222.75625367455004 18.764956119400004 214.31567825310003 9.4426310644000022 210.65484416470002 17.475408310100004 267.94697827110002 14.205331905300001 26.309119595700004 14.451165964200003 14.151141757350002 14.935348962050002 143.62136700335003 108.24034454255001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 5 -5 -6 -8 10 -10 11 13 -12 18 15 16 -15 -16 19 20 21 24 23 -22 29 -23 27 -24 -20 -1
right_child=1 2 -4 4 6 -7 7 -9 9 -11 12 -13 -14 14 17 -17 -18 -19 28 -21 22 25 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0037417814637888684 -0.040568837080837195 0.029726142317961821 -0.032702606277826229 -0.04285808837900585 0.01372186452167632 -0.0010965772644948564 -0.044870188911119657 0.0063302841797837637 -0.001382776358067251 0.02180423558620339 -0.011233479112450519 -0.024375904232072778 0.022882565493925998 0.00036905789445571864 -0.023830330708393518 0.015759510677671788 -0.053107229624082243 0.017738524912727718 -0.0006961525027481232 0.025252085282560278 -0.050971815874829171 -0.04824655992565189 -0.021551401518575507 -0.013587648745025797 0.020918031512648583 -0.00012834987786947667 -0.019458292107488388 0.042554351701752521 0.019304260013241474 -0.00077745913806450176
leaf_weight=47.506036650185706 0.73104237379084114 0.47428340307669714 0.1794997704855632 0.95057093651848734 1.7129906876944008 0.53952253283932805 0.55145237838587469 0.8827749602496624 3.0165868564508846 2.5462356228381395 1.1406718028010794 2.4265729562612242 2.3590296213515103 1.2202541903243398 1.0438299203960926 0.9029349770862608 1.8401776495520605 2.743221930693835 2.1917179840093004 1.5510116699151684 1.1843624177854502 0.81414118636166566 0.49642712286731716 1.6974713248200712 2.33839210437145 0.57365033659152687 0.88691807538270939 0.73427634686231613 5.2090692799974931 68.115043268502632
leaf_count=761 864 26 43 53 26 4 37 16 40 27 28 60 61 21 85 24 61 33 40 35 23 175 42 27 27 16 5 5 61 1308
internal_value=0.000681819 -0.0154742 0.012586 0.000824165 -0.00797475 -0.0277374 0.00138213 -0.013356 0.00109166 0.00923047 0.000783617 0.000515805 0.011763 0.000944036 -0.00764613 -0.0209535 -0.0317852 0.00628085 0.0014435 0.000741749 0.000436025 0.00112581 -0.0160305 -0.0289516 0.00147267 -0.0283567 0.00155365 0.0166961 0.0133812 0.00107939
internal_weight=158.56 1.38483 0.653783 157.175 4.63731 1.49009 3.14722 1.43423 152.538 5.56282 146.975 143.476 3.4997 141.049 7.75042 3.96337 3.06043 3.78705 133.299 125.898 124.347 119.347 4.99946 2.88183 117.959 1.38779 2.11762 1.2307 7.40079 115.621
internal_count=4034 933 69 3101 136 57 79 53 2965 67 2898 2809 89 2749 224 106 82 118 2525 2424 2389 2287 102 50 2096 191 52 47 101 2069
is_linear=0
shrinkage=0.0401119


Tree=509
num_leaves=31
num_cat=0
split_feature=16 16 2 3 15 6 13 13 17 13 0 3 16 16 6 6 15 6 15 17 3 19 17 17 5 13 9 9 10 17
split_gain=1.26974 2.862 2.17193 1.62077 1.4665 1.50238 1.70735 1.45434 1.26245 1.23497 1.9289 2.7139 1.68916 1.48604 1.12877 1.41892 1.85018 2.37233 1.65402 2.37064 1.49423 1.09389 1.75585 1.1204 1.04762 1.82933 1.32255 1.69356 2.45774 0.947281
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 34.139075990150012 16.375382608200002 117.38883580790001 118.72231104060002 162.13109061465002 109.63263410155001 93.399723909900004 86.589859465500012 18.554956610400005 19.284954903400003 15.035351298550003 16.455384477450004 36.548474543700003 16.565387047600002 42.246988155050012 203.72643944000004 91.017750006350013 14.451165964200003 203.00435256470004 185.82794795070004 21.566902724800006 117.58509325145 186.68586460755003 191.72037998490001 61.901748453550006 163.47939157350001
decision_type=2 2 2 2 2 2 2 2 2 2 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 14 7 6 -6 -5 -1 13 11 -11 -13 -10 -2 18 17 -17 21 -20 -19 23 -23 -16 25 -7 -26 28 -28 -9
right_child=3 -3 -4 4 5 24 -8 29 9 10 -12 12 -14 -15 15 16 -18 20 19 -21 -22 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.0020719738150163391 -0.00021730393420473396 -0.001853522535953158 -0.0020644426039601398 0.0013720848342382017 0.00036398591327526752 -0.0015853975819619607 -0.0023484884990533695 0.00057808883813846817 0.00010482092586125399 -0.0030414385346453575 0.0017481998556053177 -0.0021866938964290564 0.00080965144890191292 -0.0017986733107384616 -0.0001643474865836958 -0.0017691466703389199 0.00068211008935859451 0.0013682928136335708 -0.0012599293630931915 0.0013132047920261748 -0.00069041852507340472 0.0010903520746766992 -0.00056531703343531395 0.0012720204248704069 0.00088475159815811833 0.00016100147264115299 0.00075224004781800037 0.00019039861673466097 -0.0025266267709302482 -0.0021581500720068165
leaf_weight=0.97833045381412276 6.9750405568629494 2.9924093806184819 1.7504058746562794 5.9475150164216748 1.5216745808720582 3.7202713638544065 2.1566431346291211 1.169649286195636 67.187293346811202 0.90116487443447013 4.5477083176374427 0.79664270341163312 7.8617868241854012 1.6147340182214964 2.2698384448885944 3.4158307109028119 12.541980452835558 2.6541275009512901 3.2723037507385007 2.3761698640882969 2.7701934203505516 5.9653095230460149 4.194038774818182 26.041610226035118 8.7886831639334542 6.0661779269576073 1.4561208486557036 27.568551893811673 2.2172602507052943 0.83278547134250391
leaf_count=319 60 49 279 47 11 25 48 19 1936 8 30 166 102 24 14 47 52 20 29 20 20 32 45 199 50 36 11 264 37 35
internal_value=0.000213466 3.14094e-05 9.72736e-05 0.000333952 9.9681e-05 -1.7094e-05 -0.00122637 0.000885462 0.00014238 0.00016851 0.000696998 0.000196918 0.000533964 6.01473e-05 0.000532566 0.000612418 0.000197873 -0.00048914 0.000813324 -0.000177477 0.000316912 0.000958799 0.00040685 0.00115686 7.21948e-05 -0.000502884 0.000212787 2.37558e-05 -0.00122689 -0.000559876
internal_weight=222.552 88.6305 85.6381 133.922 61.4453 53.4954 3.67832 7.94995 83.8877 82.9093 14.1073 9.55959 8.65843 68.802 72.4764 65.5014 21.3821 8.84015 44.1193 5.64847 5.42432 38.4708 10.1593 28.3114 49.8171 9.78645 40.0306 31.2419 3.67338 2.00243
internal_count=4034 2913 2864 1121 583 482 59 101 2585 2266 306 276 268 1960 538 478 139 87 339 49 40 290 77 213 423 61 362 312 48 54
is_linear=0
shrinkage=0.00196078


Tree=510
num_leaves=31
num_cat=0
split_feature=6 6 14 18 2 6 3 19 7 18 18 0 4 2 2 9 8 16 7 7 5 8 2 8 14 19 9 6 18 19
split_gain=0.223193 1.02151 0.654729 1.21035 0.564766 0.487114 0.475953 0.626067 0.369255 0.755647 0.385143 0.544047 0.38715 0.370826 0.351603 0.319089 0.670924 0.619108 0.51962 0.920772 0.533529 0.482107 0.426924 0.395196 0.884087 0.840356 0.431137 0.602626 1.31983 0.511499
threshold=13.65531905435 13.78532209185 277.23638966875006 17.399600107550004 174.09315058345001 8.5652001245500013 81.842042407150018 12.250988447150002 19.771475517600006 13.314799198000001 13.390703749000002 96.741477366050006 169.88079978325004 78.595990734650016 268.61063733165003 66.346857137250012 5.9453602998000008 21.094950670800003 21.147833206800005 21.725272673150005 26.429668882900003 9.6424751081000029 191.11793099695004 8.8430989333000021 168.39662374755002 14.351157895250003 214.31567825310003 14.185331438000002 15.343833331950004 12.651020723000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 8 -5 7 -3 -1 -10 -11 -12 -13 -14 -7 -8 17 -17 21 -20 23 -18 -22 26 -25 -26 27 28 -21 -29
right_child=1 6 3 5 -6 14 15 -9 9 10 11 12 13 -15 -16 16 18 -19 19 20 22 -23 -24 24 25 -27 -28 29 -30 -31
leaf_value=0.034039219503103325 0.016605385814431925 0.0008865966449986565 -0.032556397967717282 -0.036938632816036022 0.0297307456323916 0.02427164965217278 0.015877001785794296 -0.04114027725122698 -0.041760909535871471 0.037633400999945735 -0.03781227680240045 -0.037409259922397381 0.018079966472433005 -0.0011153496303633499 -0.016661188040695142 -0.027689516850582602 0.033289758731457918 0.038989629319666666 -0.02487113440843948 -0.030121882794868878 0.036470914290622443 0.0010429908616728582 -0.0001735856352704495 0.013217148680116643 -0.0017550758088652704 -0.033820938519085506 0.010871899147149611 0.013108627324247646 0.0075127974336873394 0.00066982639047239063
leaf_weight=0.37938726007269075 5.3657217782456419 1.0570232328027476 2.3870395548656225 0.28313598297427223 0.81602869524795174 1.1721601524041032 1.8035428597941052 0.82527991279494006 0.60182636277750035 0.34009383618831535 0.5139877717156186 0.34961901791393657 1.4934146510640847 11.067708664020754 0.35822157302027324 1.7201711923989922 1.2347011696547263 0.20361050963401783 1.8340816486743268 2.502287197392433 0.98629430320579448 1.1908066178439183 0.71850256753532449 1.7593998051597726 2.2140636039548554 2.0654207153711468 5.6475540066021486 4.5165795302018514 2.3744511315599084 100.49875382723985
leaf_count=6 43 15 436 351 23 49 52 35 16 3 92 47 35 603 39 518 19 1 26 44 13 45 37 23 29 53 91 26 17 1247
internal_value=0.000624196 0.00113707 -0.00297058 -0.0156384 0.000448767 0.00662977 0.000513733 -0.0175397 -0.00117166 -0.00210149 -0.000367504 -0.0013302 0.000122188 0.00116682 0.0146904 0.000772605 0.000562192 -0.0206323 0.000881877 0.000560532 0.000938878 0.0174582 0.0210267 0.000657202 -0.00836016 -0.0172311 0.00112851 0.00062778 -0.0117978 0.0012048
internal_weight=158.281 138.518 19.7626 4.20056 15.5621 1.81352 133.153 1.8823 14.746 14.3667 13.7648 13.4247 12.9107 12.5611 1.53038 131.27 129.467 1.92378 127.543 125.117 123.283 2.42551 1.7048 121.579 6.03888 4.27948 115.54 109.892 4.87674 105.015
internal_count=4034 2334 1700 875 825 439 2291 50 802 796 780 777 685 638 88 2241 2189 519 1670 1606 1580 64 50 1530 105 82 1425 1334 61 1273
is_linear=0
shrinkage=0.0361589


Tree=511
num_leaves=31
num_cat=0
split_feature=9 7 8 6 4 18 3 16 18 8 5 5 10 17 10 6 15 3 18 10 7 8 7 0 16 3 9 15 16 15
split_gain=1.47029 1.31947 1.26394 1.72237 1.31358 1.16848 1.74576 1.6988 1.61893 1.6912 1.28313 1.15354 1.5106 1.45532 1.06176 3.095 1.4789 1.31141 1.27268 1.33999 0.958717 0.92549 1.82181 0.900293 2.06222 1.94547 1.75705 1.18717 0.941321 1.7642
threshold=179.18874144770004 20.861906850000004 5.9453602998000008 16.995397094750004 377.6847677435 13.946975448150001 93.281431752200021 22.644947046300004 14.118140587000001 8.4434108459500017 20.305669781650003 29.026000224750003 64.307918480350011 168.59667799010003 66.964115113200009 15.365359009150003 36.548474543700003 89.356282881700011 14.224291663350002 62.55235532115001 21.844899366700002 7.943800736700001 22.671301016600001 94.047642319350018 19.199955102150003 84.812788641250009 197.55459634620004 28.626568391100005 18.764956119400004 28.504445985850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 11 6 -2 8 9 -7 -8 12 -1 -14 17 16 23 -10 -19 -20 -3 22 -22 24 -16 28 -26 -27 29 -25
right_child=5 20 -4 -5 -6 7 10 -9 14 -11 -12 -13 13 -15 15 -17 -18 18 19 -21 21 -23 -24 25 26 27 -28 -29 -30 -31
leaf_value=-0.001574782077031746 0.00064818231555175939 -0.0022824574710125791 0.0020094821586456642 -0.0020215732658258839 -0.0020463047896286972 -0.0018147887606734688 0.0012357069202001008 0.0015514071704222651 0.0014860446868938109 4.7875024752289116e-06 0.00010489075759654417 0.0014295516774156408 -0.0020066837462268455 0.0017739901613084174 0.0017927816431313897 -0.0023085979623720591 -0.0020564116013296403 0.0011430932471057694 -0.0020396283673146734 0.00031364504013688539 0.0012550383661593867 -0.0023089030177391723 -0.0016072632658261799 0.00015268299368181347 0.00096482824773731302 0.00018950035186335732 -0.0013767607875725943 -0.0022322156582845884 0.00071081262898577905 -0.0014341166263040557
leaf_weight=1.6298267129459403 58.231385469436646 1.6604054910276307 1.1381023116409767 1.4989520236267706 0.82818135898560274 3.2947351434268048 3.9727414026856414 2.9482398368418208 4.603087089955805 4.4198208209127188 55.655323318846058 2.9054538531345315 0.49088667318574186 1.6111930785700677 3.8587795160710794 1.9803815936902527 1.1205305033945467 2.7548980452120304 1.4337899889796974 2.3757855743169785 1.7502772022562569 0.87865731120109547 1.5489399859070543 37.267528521304484 2.6124562993645668 1.1671063769608729 2.1660145297646523 2.0833191433921456 9.6661441233009082 2.7825000346638253
leaf_count=147 378 160 12 232 46 42 31 34 38 48 509 37 49 28 32 36 79 25 36 21 78 11 695 881 19 10 23 129 44 124
internal_value=0.000243037 -0.000319263 0.000101172 -0.0001411 0.000236466 0.000286891 0.000411434 0.000117266 6.66813e-05 -0.000772318 0.000180232 0.000521301 -0.000185813 0.000891111 0.000151989 5.75153e-05 0.00013222 0.00069937 0.000147744 -0.000572044 -0.00104679 -0.000555695 -8.87754e-05 0.00017203 0.000747511 7.81862e-05 -9.65816e-05 -0.00136267 0.000172389 4.24391e-05
internal_weight=220.335 15.9409 10.1026 8.96449 7.46554 204.395 117.859 86.5351 83.5869 7.71456 59.6281 6.63736 3.73191 2.10208 75.8723 64.7048 62.7244 11.1676 6.56447 3.80958 5.83828 4.17787 3.29922 61.6038 8.63725 52.9666 4.77847 3.25043 49.7162 40.05
internal_count=4034 1495 551 539 307 2539 918 1621 1587 90 540 261 224 77 1497 1377 1341 120 82 57 944 784 773 1262 74 1188 42 139 1049 1005
is_linear=0
shrinkage=0.00192234


Tree=512
num_leaves=31
num_cat=0
split_feature=6 6 10 3 0 15 13 0 19 16 2 5 18 4 15 13 19 15 18 16 19 6 2 4 15 8 8 16 5 16
split_gain=1.3382 2.21439 1.59816 2.34964 1.44791 1.41858 1.50597 1.18908 1.12694 1.922 1.48818 1.57083 1.34335 1.60271 1.10445 1.04215 1.03574 0.969651 0.963595 0.918481 2.38725 1.09706 1.34709 1.4848 1.00814 2.2588 2.03329 0.894188 1.53781 0.87474
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 85.995710218650018 29.037712645600003 108.17011287860002 97.752337623100019 11.850956171350001 17.634958761800004 80.683647763550013 12.451585980350002 17.551307094650003 278.29044475435006 22.516911658450002 95.862351557400004 12.250988447150002 18.738366799200005 17.323446153950005 19.199955102150003 13.751109481500002 17.095399431250005 103.92649527695001 185.29521033610004 37.050691080100002 8.543332867800002 8.3434888241000014 14.184966829400002 13.716117217950002 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=8 -2 4 7 29 6 -5 -4 15 10 -10 14 13 -11 17 -1 -9 -12 27 -6 -21 22 23 -22 25 26 -24 28 -17 -3
right_child=1 2 3 5 19 -7 -8 16 9 12 11 -13 -14 -15 -16 18 -18 -19 -20 20 21 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020252813339424651 0.0013006277082874499 -0.00014676113839275182 0.000351787714072785 -0.00226715911703417 0.0010095773250156797 -0.0021145069089689439 0.00019219325312462318 5.3805134312973725e-05 0.0003049165053313394 0.00034438723455114032 -0.002100717281565633 -0.0021706288336890748 0.0020976909881673827 -0.0018930368577993978 -0.0021242077515685642 0.00042748121660200777 -0.002379887062964243 0.0011375075428813768 0.0020292195350912518 -0.0012552694019394841 0.00065131350111913375 -0.00079443512580502451 3.4687929315670968e-05 0.0019753867268296607 0.00047569005728222564 0.0011006199795101838 -0.0017063271855479441 0.00082065908552913418 -0.0021854187379617544 0.00045949590431258161
leaf_weight=0.70539153004938526 7.899673413950949 35.536451350169955 17.474396990146495 1.3419750350294615 10.025234155007636 3.3238792187767103 3.8624696619808674 1.5464102197438472 2.4736083745956448 6.3046627956209687 0.4729126587335476 4.9468550443416461 1.2808840870857237 1.6070330481161361 0.98195269823190745 2.6785876550711674 1.2771972175687549 1.6977367503859566 1.4012618102133263 3.469797996338456 17.902947708964351 2.8112480752170077 7.9873967282474059 4.1783293113112441 48.59371573664248 4.5772538296878329 4.0405520424246788 4.8863669224083424 1.3576449912507085 13.003109588287769
leaf_count=789 43 876 102 58 87 229 29 15 52 64 94 213 17 52 133 21 35 76 14 34 137 26 63 66 320 46 30 30 145 138
internal_value=0.000201078 0.000264117 0.000218867 -0.000212916 0.000300685 -0.00109383 -0.000441955 0.000157203 -0.000185511 -0.000471308 -0.00105283 -0.0014675 0.000197548 -0.000110081 -0.000364188 0.000326669 -0.00104702 0.000432006 0.000487369 0.000434251 0.000372604 0.0004353 0.000474909 0.000901861 0.000330311 -9.5128e-05 -0.000550172 0.000245227 -0.000451405 1.56471e-05
internal_weight=219.647 188.852 180.952 28.8263 152.126 8.52832 5.20444 20.298 30.7949 19.7656 10.5731 8.09946 9.19258 7.9117 3.1526 11.0293 2.82361 2.17065 10.3239 103.586 93.5612 90.0914 87.2802 22.0813 65.1989 16.6052 12.0279 8.9226 4.03623 48.5396
internal_count=4034 2334 2291 468 1823 316 87 152 1700 701 568 516 133 116 303 999 50 170 210 809 722 688 662 203 459 139 93 196 166 1014
is_linear=0
shrinkage=0.002


Tree=513
num_leaves=31
num_cat=0
split_feature=16 15 3 6 10 5 10 16 16 10 6 15 17 19 16 8 18 7 5 16 6 0 9 10 15 6 7 18 15 13
split_gain=1.21629 1.5631 1.21968 1.5101 1.89903 1.3994 1.30268 3.28971 1.87746 1.3229 1.3702 1.4818 1.20255 1.62137 1.11611 1.53933 1.247 1.36579 1.07815 0.919269 1.08938 1.42308 2.99509 1.77494 2.61128 1.32012 1.11502 2.27123 1.67696 0.901319
threshold=18.684956306450005 34.040719645900005 93.281431752200021 16.375382608200002 62.181348099150007 20.374719724350005 64.407391431150018 20.959950986500004 22.494947397000004 62.837331883000012 15.155354102400002 37.050691080100002 196.16836764490003 14.551174033150001 22.604947139800004 8.543332867800002 13.820816557100002 23.397000037200005 21.500664456800006 18.734956189500004 16.235379337050002 96.163458868000006 202.86075815500001 70.123053416500014 27.437241680050004 16.315381206250006 23.822419043000004 13.581061237400002 29.593577021650002 116.60649449195002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 -4 -5 8 19 18 10 -10 12 -12 -14 16 -16 17 -13 -2 -8 21 22 23 26 -25 -22 27 -21 -29 -7
right_child=2 -3 3 5 -6 29 7 -9 9 -11 11 14 13 -15 15 -17 -18 -19 -20 20 25 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-3.4924462739040985e-07 0.0018807124014728464 -0.0023479388298299772 -0.0023425232810404782 0.0012814642524669444 0.00034059481176504006 0.00088379384736137542 0.0014898613231654051 -0.0016108831908897827 -0.00080882889965767609 0.0015610273167350201 0.00047764336665738033 -2.6012282206925252e-05 -0.0018838274073358879 0.00047105763670121572 0.0014994366967166905 -8.2631115278042041e-06 -0.00056461138954059294 0.001376932138621344 0.00044999698016428066 0.00070035887432570449 0.0020978585336817513 0.00074161439699722397 -0.0016206600827985008 0.0016832928828915776 -0.0022374649174658262 0.00024786609897167733 0.0011417707212888083 5.2665303796934235e-05 -0.0024171811769743302 2.9240026970427402e-06
leaf_weight=53.376562593577546 6.4010956138372404 1.113181291904765 2.1509460480883709 3.9719897508621207 1.9189614113420246 4.8818074124865225 2.4916202574968329 3.6198948584496966 3.5194437839090815 3.8645813390612593 4.9188443198800069 5.2600400745868701 2.7290630917996168 1.9113943278789518 9.932843152433632 3.5283524822443715 4.3046608492732039 5.4136369228363037 2.9621079564094543 8.1596425175666898 2.5758959725499144 10.540094904601572 4.2358595598489037 0.90414541214704458 2.3520361669361591 3.4951797910034657 5.6978464126586905 2.3352721072733393 1.9307634448632596 52.4278319576988
leaf_count=2426 82 90 49 31 15 62 18 32 24 41 28 25 38 9 60 24 33 19 17 50 16 43 64 5 74 33 35 17 29 545
internal_value=0.000206333 -4.83086e-05 0.00028871 7.91522e-05 -0.00107743 0.000155965 0.000421562 0.000186986 0.000628681 0.000463749 0.000361613 0.000470019 -0.000197844 -0.000913855 0.000694506 0.00110425 0.000326266 0.000685554 0.0014281 0.000332521 0.000264232 0.000135178 -0.000114354 0.000184083 -0.00114879 0.0010328 0.000423554 9.4213e-05 -0.00106516 7.79591e-05
internal_weight=222.926 54.4897 168.436 65.3515 4.06991 61.2816 103.084 48.3383 54.7461 45.3829 41.5183 37.9988 9.5593 4.64046 28.4395 13.4612 14.9783 10.6737 9.3632 44.7184 42.2267 36.1557 25.6156 21.3797 3.25618 6.07108 18.1235 12.4257 4.26604 57.3096
internal_count=4034 2516 1518 702 64 638 816 416 400 301 260 236 75 47 161 84 77 44 99 384 366 317 274 210 79 49 131 96 46 607
is_linear=0
shrinkage=0.00196078


Tree=514
num_leaves=31
num_cat=0
split_feature=13 0 13 16 3 0 13 0 16 18 6 4 10 17 16 6 13 8 15 18 15 19 5 17 5 6 2 13 10 2
split_gain=1.61822 3.00383 2.58479 2.52267 2.84324 1.54279 1.52312 1.85306 1.48173 1.45349 1.34482 1.29556 1.25314 1.16697 1.13953 1.88175 2.1701 2.08061 1.39813 1.88389 1.49139 1.39409 1.49362 1.35118 1.30146 1.09081 2.35887 1.79107 1.28537 2.19315
threshold=112.64908412395 90.407470010750018 113.82394032690001 19.974953289850003 84.995603794150014 85.995710218650018 109.72404167800001 93.399723909900004 19.199955102150003 13.927976454650002 16.375382608200002 393.99831167250005 62.181348099150007 173.77968723070003 18.684956306450005 14.775345223550003 108.08408221840001 7.943800736700001 28.626568391100005 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 200.37850214585004 17.679107616400003 16.455384477450004 131.42729508740004 116.19247193985002 62.025417527550012 179.86602224190003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 -5 10 8 9 11 13 12 14 -4 -8 18 16 -16 -18 20 -20 21 -1 -23 -21 -24 26 -7 -28 -27 -30
right_child=1 -3 5 4 -6 25 7 -9 -10 -11 -12 -13 -14 -15 15 -17 17 -19 19 23 -22 22 24 -25 -26 28 27 -29 29 -31
leaf_value=0.00015116847634788459 -0.0019453311577397635 0.0014995967797690032 -0.0022555142774592788 0.0008108826836552243 -0.0022771995566103027 0.0013464721372285118 -0.00038697108160040911 0.0017442944907065689 -0.00114470157465095 -0.0008613331273378597 0.00013527803350051618 -0.0019671510702572227 0.00017562216767442912 0.0018454697195053038 0.00068754473760682165 0.0018203823961360224 0.0007831631305992298 -0.0022261084458017966 0.001744051202179777 -0.0022238936149075838 0.0014833083645568394 0.00016449681826623093 -0.0021457222438397826 0.00015400535660323774 0.00015681510783118843 0.00064844110907608956 -0.00091675562784361076 0.00054583222756300891 0.00023595309327455389 -0.0013359774295565981
leaf_weight=33.466370337046101 1.809939520608167 7.7462223432958117 1.6725940649048419 1.5571942683309306 3.3100786507129669 13.061489462852476 1.3860514939588013 4.2124941423535347 3.7537779673002651 2.8672939370735548 43.385026520176325 1.0876062180759607 1.3698340179398654 2.0793926182668656 9.3498418331146258 3.260944887995719 1.3302655192092054 2.1112264269031584 0.74818502319976588 2.8326459319214337 2.4971737613668656 3.590000289696035 3.0404790663160384 1.2118889355915596 1.2224948117509482 13.813419761136172 3.2926575466990462 30.720862341113389 14.167573779821398 4.0547974072396746
leaf_count=1332 45 56 40 7 54 136 27 22 42 23 715 387 12 25 45 18 20 62 6 179 21 135 127 42 27 65 26 206 78 54
internal_value=0.000231989 0.000360134 0.000290824 2.81192e-05 -0.00128922 0.000323063 0.000108219 0.000775633 6.95694e-06 0.000131286 5.03378e-05 7.27079e-05 -0.00116091 0.000952575 0.000107018 0.00054239 0.000216587 -0.00106291 -3.67549e-05 -0.00100319 6.89549e-05 -1.65229e-05 -0.000731159 -0.00151139 -0.00148542 0.000483117 0.000665678 0.000404247 0.000214852 -0.000113829
internal_weight=220.01 135.094 127.348 84.9154 4.86727 125.538 80.0481 10.5452 69.5029 6.33274 46.4275 65.7491 3.04243 3.46544 64.6615 16.0523 12.7913 3.44149 48.6092 4.79272 43.8165 41.3193 7.85297 4.04453 4.26297 79.1108 47.075 34.0135 32.0358 18.2224
internal_count=4034 1433 1377 2601 61 1332 2540 97 2443 75 767 2401 52 52 2014 145 127 82 1869 227 1642 1621 289 221 154 565 368 232 197 132
is_linear=0
shrinkage=0.00188464


Tree=515
num_leaves=31
num_cat=0
split_feature=16 16 13 6 17 10 5 8 12 19 12 19 3 18 18 9 10 0 10 0 7 5 5 6 10 6 4 8 17 15
split_gain=1.73917 1.51701 1.77279 1.32209 1.3195 1.53403 1.37449 1.35086 2.06567 1.22594 1.68641 0.933699 0.88183 1.24624 2.27471 1.87742 1.30098 1.86242 3.16345 1.79822 1.65028 1.43044 1.54616 1.17653 1.93282 1.15815 1.14183 1.13916 0.89959 1.61529
threshold=18.594956516900002 15.584963555600002 98.050756475600011 13.200308423050002 236.15709471040003 71.015621515800021 19.234448447350001 8.2435668022500028 151.46967002190004 12.551012654050002 145.97209859650005 13.351077205700003 93.281431752200021 13.4793103924 13.545319032100002 193.42660545270004 66.590419433100024 90.407470010750018 64.407391431150018 91.937202686950016 23.478650568600006 18.128874633450007 18.393720489900002 16.375382608200002 62.181348099150007 16.235379337050002 284.07887079910006 8.1436447804000007 188.64489188380003 44.190294328500009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 8 9 -7 11 -11 13 -2 -15 27 17 18 20 25 -17 -21 -23 24 -14 -18 -25 -16 -28 -30
right_child=12 4 -4 -5 -6 7 -8 -9 -10 10 -12 -13 23 14 15 16 19 -19 -20 21 -22 22 -24 26 -26 -27 28 -29 29 -31
leaf_value=-0.0015509655179322085 0.00076144244063462501 0.00076227290478273922 0.00032063094698105566 0.00067099407049033856 0.00099112436914427365 0.0015122917073860022 -0.0011885254407504868 -0.0020742597162890846 -0.0020557612170718368 -0.0021154739337889733 0.0016122678502853984 0.00022107335862756462 -0.0022307082977907739 -0.0013297045845423333 -6.0287632244881117e-05 0.0016977833053219839 -0.0023608316743859372 0.0016192353274242016 -0.001399440217297156 0.00070222390704850583 0.0004770661375588062 -0.0017611208901361912 0.00010470656180661616 0.00032621261162705628 0.00052506460415933692 6.6523677654587717e-05 0.00028841162471464235 -0.001844277204262469 -0.0024763578128849835 -0.00027499758672422478
leaf_weight=3.3801191201055181 26.689301028847694 3.7973120904062005 29.326782286036178 1.3236062858486546 1.8466751100495447 1.4362732134759406 1.9373379784228744 3.4589596660807729 2.4974769499385729 1.7575097802327952 0.95122603769414116 0.92831952683627594 1.8986841828445897 2.9654066935181609 3.5198016706854096 4.6924371682107511 1.5722901411354571 6.1663474403321734 2.870843179523944 14.514581441879274 24.322876483201981 1.8352710660547007 11.231501380214466 44.010113688884303 1.7255380246788261 1.2557828426361082 4.5996752607170475 1.9901795312762258 1.5548174215946344 4.9632359860697761
leaf_count=1082 160 56 384 53 38 13 374 162 190 84 11 15 49 17 62 71 32 50 29 81 190 36 108 445 15 12 76 18 35 86
internal_value=0.000209449 -8.82379e-05 0.00014836 -0.000925717 -0.000520858 -0.00068741 0.000103234 -0.00109849 -0.000652673 3.80334e-05 -0.000544151 -0.00130788 0.000305957 0.000410533 0.000288804 0.000353687 0.000438865 0.000671114 0.00048776 0.000148243 0.000674484 0.000294995 -0.000157355 0.000121506 -0.00091865 -0.00128298 0.000189888 -0.000704656 -0.000349762 -0.00080011
internal_weight=215.02 52.6416 34.0305 4.70373 18.6111 16.7644 5.73465 11.0298 7.57081 5.07333 3.63706 2.68583 162.379 103.627 76.9373 73.9719 68.4619 38.0525 31.8862 30.4094 29.0153 27.5814 13.0668 58.7521 3.62422 2.82807 55.1278 5.50998 11.1177 6.51805
internal_count=4034 2462 1519 1135 943 905 430 475 313 123 110 99 1572 866 706 689 609 340 290 269 261 225 144 706 64 44 642 80 197 121
is_linear=0
shrinkage=0.00188464


Tree=516
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 5 19 9 3 6 10 10 16 16 15 2 6 4 5 15 13 15 2 16 12 5 5 2 18 9
split_gain=2.08932 1.52569 1.8983 1.64135 1.91529 1.61398 1.40115 1.346 1.34403 2.00005 1.9224 1.61814 2.95105 2.07674 1.58993 1.88779 1.29713 1.2861 1.28867 1.20276 1.15422 1.82812 1.09217 1.08232 1.21629 1.00762 0.994586 0.97154 0.962116 1.25294
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 19.234448447350001 12.551012654050002 188.63457064660003 93.281431752200021 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 45.169600924000008 310.17567643235003 16.235379337050002 284.07887079910006 23.928204628200003 28.343014915050002 113.97180552410002 38.62622401090001 80.683647763550013 15.404963976500001 81.514192512750014 21.500664456800006 13.154029769200003 102.94361713510001 13.276755824150003 193.42660545270004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 27 -8 11 10 -10 13 16 25 15 28 19 -11 -19 -13 21 22 -21 24 -4 -2 -26 -6 -15 -30
right_child=8 3 23 -5 6 -7 7 -9 9 17 -12 12 -14 14 -16 -17 -18 18 -20 20 -22 -23 -24 -25 26 -27 -28 -29 29 -31
leaf_value=-0.0014669876845456618 0.0018541593161907929 0.00081634052679764103 -0.0025449577329969674 0.0010856206795199412 0.0016323894887047704 -0.0012180297428617615 0.00025495844540930623 -0.0017610220910270825 -0.0022792290281533566 0.00034697827133171909 0.00029704145934188018 0.00078647551691686871 -0.0014161663414172312 0.0011456499992716117 -0.00065448366087889575 0.001954495913000516 0.0011025041655844865 -0.0014186401186151449 4.7685843292386106e-06 -0.00077322733562928611 0.0010149592800521002 -0.0015443042862467817 0.00024076395121154422 0.00086001965917703344 0.0013881617116499087 0.00056205880066005675 1.6310832485027665e-05 -0.00090185333951727073 -0.00062602903622005707 0.00050453778837553944
leaf_weight=2.3903549721289883 6.9931039996445161 4.2226936906226973 0.61581112729618936 2.0693729231134048 0.96119108796119634 2.0613193018070888 1.3807051162584665 7.9470603852532804 2.3342265299288547 47.501457347301766 1.8395136483013628 10.526426851749418 3.6138301603496066 6.8452625423669806 3.7917395159602156 3.4555114433169356 6.9568686485290518 2.9609300084412089 9.5312815271317941 4.4923269059509101 3.9748843386769286 2.7036294080317012 23.561544478870928 8.2953584827482683 2.0611128376331207 3.0913250520825386 21.02520546928281 1.2183920015231704 3.9542296305298796 29.138708878308535
leaf_count=908 82 56 31 38 7 374 95 325 49 445 15 66 32 39 41 39 49 25 172 56 26 42 195 41 28 17 511 48 21 161
internal_value=0.000236535 -8.71047e-05 0.00015309 -0.000502989 -0.000687766 0.000149014 -0.00114472 -0.00146261 0.000335578 0.000117709 -0.00114378 0.000459186 0.000230868 0.000681761 0.000515848 0.000618112 0.000344859 0.000205471 -0.000332611 0.000228399 5.92617e-05 -6.4246e-05 7.83913e-05 0.000274117 6.90606e-05 0.00145807 0.000138788 0.000215742 0.000502486 0.000369448
internal_weight=231.515 54.2486 34.3878 19.8607 17.7914 6.28401 11.5073 9.32777 177.267 64.1674 4.17374 113.099 55.8295 57.2699 47.1855 43.3937 52.2157 59.9937 12.4922 45.2588 34.7324 30.7575 28.0539 31.9975 23.7021 10.0844 23.0863 2.17958 39.9382 33.0929
internal_count=4034 2462 1519 943 905 430 475 420 1572 706 64 866 466 400 301 260 434 642 197 385 319 293 251 611 570 99 539 55 221 182
is_linear=0
shrinkage=0.00188464


Tree=517
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 17 17 3 6 10 18 17 9 9 16 4 16 0 7 15 2 19 9 15 17 17 0 0
split_gain=1.6179 1.75757 1.83252 1.60379 2.29134 1.76238 1.2708 1.41705 1.14731 1.14454 1.53704 1.9732 1.18399 1.50055 1.28526 1.29648 1.13387 1.11651 1.12861 2.50265 1.56754 1.11507 1.32468 1.2884 1.11491 1.07326 1.03709 1.02854 1.02232 0.997284
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.201366220250005 12.851036860900001 13.716117217950002 17.719454526200003 174.23065882520004 200.37850214585004 93.281431752200021 16.375382608200002 62.181348099150007 13.276755824150003 188.01568060980003 192.57902085675002 191.03141765810003 17.974957966700003 284.07887079910006 22.594947163200004 85.963448721100022 23.051546669900002 45.169600924000008 310.17567643235003 14.451165964200003 66.346857137250012 24.273602154900001 200.68028944555002 162.13109061465002 89.953120586650016 103.33357670195001
decision_type=2 2 2 2 2 2 2 2 2 2 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 27 25 -7 -8 -4 12 11 -11 13 -2 15 28 -5 -12 20 -20 24 22 -16 -23 -19 -6 -10 -1 -14 -29
right_child=9 2 8 16 5 6 7 -9 26 10 17 -13 14 -15 21 -17 -18 18 19 -21 -22 23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.0019628855173901161 0.00029501290520068062 0.00096533739957537781 -0.0022315488288965537 -0.00051065865496165283 -0.00077032870212057059 -0.0021809886049621498 -0.0031007253790494441 0.00059944029110401038 0.0020180903896477196 -0.0021978081272050107 0.00029955323766549491 0.00042777061497243089 0.00088255939310002041 0.0015363580332243753 0.00040372578962837914 -0.0013341354531176042 0.0014920484400177678 0.0007212410006781373 -8.6750294999623573e-05 -0.0025498210330525215 0.0010049548395681576 -0.001713023182619506 0.0015291757679938222 0.00042641829013169761 -0.002191974103173257 0.0011431609057803232 -0.0012551488140440581 0.00026992259771656116 -0.00060841117496479634 -0.0011725447508619889
leaf_weight=0.77040078149002411 6.5405486673116666 1.2399572187568981 3.0309272796730511 1.2745637272892043 2.3300072265265026 3.6710778041742742 0.46982558726449486 1.4252613616990855 0.46754822134971608 2.1792970274109389 46.738408014411107 1.7715538479387758 3.2156906351447088 6.7610386684536934 73.097450616303831 2.9274000329896808 3.9755014500115067 0.72885155584662964 4.5794878357555717 2.0337758734822273 3.5993604273535311 1.7799223684705787 3.7537440322339526 2.0885580703616142 1.1659352156566454 1.7540789393824523 1.1270577117102218 32.038898398866877 3.0678700366988778 1.7243785916361947
leaf_count=294 37 27 183 38 126 120 65 78 2 49 441 15 18 40 544 29 50 16 97 20 18 25 54 20 46 39 60 681 49 753
internal_value=0.000200639 -7.30889e-05 -0.00102937 4.03767e-05 -7.43436e-05 -0.000870309 -0.00154667 -0.000317896 -0.00156409 0.00029181 9.51152e-05 -0.0010205 0.00041146 0.000925974 0.000335358 -0.000318538 0.00100585 0.000170017 -0.000330035 -0.000844218 0.000288884 0.000409975 0.000458698 -0.000557958 -0.00107137 5.14982e-05 -0.000295415 0.000148085 0.000154612 0.000196252
internal_weight=221.328 55.2995 5.86549 49.434 44.1839 9.65025 5.56616 1.89509 4.62553 166.029 62.7967 3.95085 103.232 13.3016 89.9306 9.21096 5.25007 58.8458 12.1074 6.61326 5.49415 80.7197 76.8512 3.86848 1.89479 4.08409 1.59461 34.5337 6.28356 33.7633
internal_count=4034 2516 272 2244 2156 428 263 143 245 1518 702 64 816 77 739 96 88 638 197 117 80 643 598 45 62 165 62 1728 67 1434
is_linear=0
shrinkage=0.00184769


Tree=518
num_leaves=31
num_cat=0
split_feature=16 16 13 9 18 10 18 8 12 17 19 12 0 6 18 16 9 13 7 4 16 19 18 7 6 5 12 8 4 2
split_gain=2.59371 2.0446 1.96935 1.54177 1.30098 1.40432 1.68378 1.4377 1.23138 1.22201 1.19772 1.8973 1.16896 1.25659 1.24991 1.89906 1.48404 1.34448 1.74317 1.21147 1.18706 1.1668 1.36239 2.0666 1.99631 1.13752 2.40027 1.10905 1.10873 1.07187
threshold=18.594956516900002 15.584963555600002 98.050756475600011 209.21153814325001 18.273715221050001 71.015621515800021 13.314799198000001 8.2435668022500028 151.46967002190004 236.15709471040003 12.551012654050002 145.97209859650005 85.995710218650018 16.375382608200002 13.843998451900001 22.654947022900004 196.26893085885004 109.63263410155001 23.822419043000004 183.52566960905003 22.574947209950004 14.451165964200003 13.091807150500001 23.271765593750004 16.455384477450004 18.128874633450007 103.54784004735002 8.7431769115000026 239.70509694970005 106.79778736115001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 -3 8 10 -10 -7 -12 13 19 20 16 17 -16 -19 -2 27 22 -22 24 -24 -18 -27 29 -8 -14
right_child=12 4 -4 -5 -6 7 28 -9 9 -11 11 -13 14 -15 15 -17 25 18 -20 -21 21 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.0018447976272178983 -0.0021955071882981511 -0.0014412360558661149 0.0003190963452115032 0.00010027164192145722 0.0016658038409599471 0.0013351205932964866 0.0014020182349031324 -0.0018585012993531463 -0.0019395548642947662 0.00065656846915959188 -0.0012741905286636403 0.0015294898428139603 0.0014119222615719519 0.0001715215817145325 -0.0019557615880787887 0.0016764495736081404 0.00069455669641438279 -0.00092063407490311673 0.0010116951017981604 9.9288134473122039e-05 0.0010838491360706832 0.00080016570249507332 7.4603761436617091e-05 0.00035080090659121878 -0.0018740597131695874 -0.00188230989453479 0.00021463773979469732 -9.1241755653226288e-05 -0.00033391090503966483 0.00069965051275648854
leaf_weight=2.5558053103450211 1.4360355222597712 1.7672292666975469 31.393816252821125 2.5855899192392826 0.80123320640995999 1.4408540558069924 2.4941418040543795 4.0433174241334191 2.7736184588866313 0.72037348710000504 2.9637973724165936 1.0243887754622845 10.118395350873472 42.715401306864806 1.6874892991036166 2.7465776875615111 14.603563399985431 3.7778858244419098 2.4128318838775158 1.466585114249028 3.9499652236700085 12.638419317081569 3.4362165704369572 13.07973846234381 3.2043079137802124 1.8208112409338344 31.609388769138604 3.6769638061523429 2.170113886706531 19.516430277377367
leaf_count=966 21 314 384 169 17 13 15 169 190 14 99 11 105 536 52 37 78 40 16 30 17 81 23 57 25 35 289 31 101 99
internal_value=0.000231282 -9.84445e-05 0.000152236 -0.000866629 -0.000551864 -0.000643466 3.50173e-05 -0.000980003 -0.000581926 -0.0014043 -5.26679e-05 -0.000554049 0.000338856 9.46863e-05 0.000425687 0.000234704 0.000163881 -0.000550547 -0.000167509 -0.00103603 0.000586599 0.000364477 0.000131847 -5.88393e-05 -0.000865701 0.000281057 0.000100425 0.000828703 0.000594352 0.000942846
internal_weight=230.631 56.7343 36.5352 5.1414 20.1991 19.3978 6.43148 12.9663 8.92303 3.49399 5.42904 3.98819 173.897 45.618 128.279 58.6585 55.912 7.87821 6.19072 2.90262 69.6204 36.3086 23.6702 19.7203 6.64052 48.0338 33.4302 33.3118 4.66426 29.6348
internal_count=4034 2462 1519 1135 943 926 430 496 327 204 123 110 1572 587 985 547 510 108 56 51 438 203 122 105 48 402 324 235 116 204
is_linear=0
shrinkage=0.00177594


Tree=519
num_leaves=31
num_cat=0
split_feature=16 15 18 8 10 13 0 6 10 18 17 0 18 7 7 13 16 9 7 8 5 3 16 2 9 7 15 9 2 4
split_gain=1.77001 1.31887 1.5079 1.36254 1.42144 1.67118 1.26163 1.33196 1.35733 1.32363 1.53463 2.36932 2.13075 1.5566 1.60533 1.13799 2.04231 1.11001 1.31583 2.30665 1.26979 1.68082 1.57932 2.49654 2.81985 1.25976 1.08207 1.07203 1.79023 1.06568
threshold=18.684956306450005 29.037712645600003 14.053554955550002 5.9453602998000008 71.015621515800021 104.79878638300001 85.995710218650018 16.375382608200002 62.181348099150007 13.077716774800001 188.41589330430003 88.872360418250011 13.276755824150003 23.203497038450006 23.445318439400001 116.60649449195002 22.574947209950004 186.68586460755003 22.407814303000006 8.3434888241000014 29.996566321350006 94.972471916200007 22.704946905950003 83.777728670400009 191.72037998490001 22.907491544400003 28.343014915050002 194.31002311890003 134.33885108415004 224.82737758030004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 29 -5 -6 7 8 -2 -8 11 -11 -12 27 -15 -9 -17 18 19 -18 21 22 23 -19 -25 -26 -7 -14 -29 -1
right_child=6 2 -4 4 5 26 9 15 -10 10 12 -13 13 14 -16 16 17 20 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0020038813366155556 -0.0022734393340167994 0.000938559180987961 -0.001557269221583245 0.001217008708685135 0.00017667198050427436 -0.002105267160835127 0.0012102920378415506 0.001128906751533984 0.00020230688804539037 -0.0018446086958271641 0.0012419636717454078 0.00067913441188720931 0.00025092465582879825 0.0010671454888017797 0.00035151880278592768 -0.0012834206235741361 -0.00066694063398086009 0.0015269975788201396 0.001488606581362946 0.0013769117580654366 0.0012751534718089515 -0.0015455051713948323 0.0010725515728082649 -0.0026311160692221083 -0.0011763223236041572 0.00024833585211212356 0.00047954263634296938 -3.9145549759118843e-05 -0.0021841959143001832 -0.00025328138047743927
leaf_weight=1.8663048215094011 1.6993939506355666 1.1658179063815612 3.8443409858737141 4.3858983584213993 35.154594104446005 2.0362272242782633 8.2568848207592946 4.2976805861107996 1.5784136485308407 2.7379531227052203 11.606815151870249 2.7607503328472376 7.8829976227134448 13.892372120171784 69.708993421401829 3.650618787854909 4.7186754997819644 2.4533790610730746 4.7099652951583257 3.5952468663454056 2.5301593672484151 2.8326855008490375 4.2697639279067507 2.0922717973589888 3.3189544228371215 7.4245455842465162 0.84762174077332009 3.9679968971759081 2.2547909691929817 4.125857854844071
leaf_count=379 38 27 245 48 846 78 39 56 13 19 76 21 48 119 560 125 37 10 23 18 18 72 23 34 35 81 8 34 19 885
internal_value=0.000268077 -3.7606e-05 -0.000976513 5.95524e-05 0.000180749 6.1267e-05 0.000362896 0.000102613 -0.00108125 0.00046689 0.000413428 -0.000577506 0.000463273 0.000370771 0.000470437 0.000187167 8.98671e-05 0.000221986 0.000676798 0.000216897 -1.56944e-05 -0.000161555 3.88803e-05 -0.000249791 -0.000589399 -0.000191779 -0.00134554 -0.000219924 -0.000816392 -0.000798519
internal_weight=225.668 53.4267 5.01016 48.4165 42.4243 38.0384 172.241 49.1718 3.27781 123.07 114.813 5.4987 109.314 97.7072 83.6014 45.8939 41.5963 37.9456 13.0239 8.31392 24.9218 22.3916 19.5589 15.2892 12.8358 10.7435 2.88385 14.1058 6.22279 5.99216
internal_count=4034 2516 272 2244 980 932 1518 583 51 935 896 40 856 780 679 532 476 351 78 55 273 255 183 160 150 116 86 101 53 1264
is_linear=0
shrinkage=0.00192234


Tree=520
num_leaves=31
num_cat=0
split_feature=16 15 7 0 16 18 3 6 10 4 18 17 7 6 16 16 9 18 16 4 5 10 0 16 10 16 19 9 16 16
split_gain=1.80668 1.77049 1.29817 1.77216 2.27767 1.64426 1.16698 1.70553 1.95078 1.32401 1.31285 1.48195 1.26038 1.77866 1.62492 2.08481 1.12848 1.4267 1.76107 1.59318 1.09958 1.31093 2.6237 2.54444 2.109 1.42824 1.62427 1.34151 1.3023 1.48863
threshold=18.684956306450005 34.040719645900005 22.356277907050004 93.953546284800012 18.404956961200003 14.080666281050002 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 13.276755824150003 188.01568060980003 23.051546669900002 16.575387281250006 22.594947163200004 22.634947069650003 192.57902085675002 13.512826932300003 22.594947163200004 224.04800382715004 16.351273197450002 66.590419433100024 90.407470010750018 19.974953289850003 64.407391431150018 22.534947303500005 14.551174033150001 207.46043187945003 18.734956189500004 19.644954061550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -4 -5 -6 10 8 -8 -9 11 -2 13 -11 -14 -16 17 -12 19 -19 -18 22 24 28 25 27 -27 -22 -23 -30
right_child=6 -3 3 4 5 -7 7 9 -10 12 16 -13 14 -15 15 -17 20 18 -20 -21 21 23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.00099872052150275529 0.00035659108125056987 -0.0023335810725533435 0.0013014534707271258 7.5017461263450413e-05 0.00082901498869503176 -0.0024573446310922095 -0.0023539991875634798 0.00034855680235596235 0.00041181327330188896 -0.0021451040758993182 0.00072507876642771837 0.0016417351638607081 0.0010345768371013636 0.0008484959456037522 -0.0027287432704447474 8.869474686765934e-05 0.0016432776284109371 -0.00069430714440757543 0.00086168006945380965 -0.0032224763301687545 0.0016729612643299348 0.0015559813456823459 0.0017164920302821692 -0.0013373987559741835 -0.00088017667144175049 0.00011893714494543021 0.0012292534190877216 9.9020346394651309e-05 -0.00015495895913506723 0.0010890215488641867
leaf_weight=4.7452713481034143 6.6967841610312444 1.2918943618424226 4.1556682144873767 48.832362028260832 0.77725576236844007 2.3704088656231761 2.204055322479689 48.850129108177498 1.7660458367317913 2.7335161869414146 3.5981778502464277 7.1148920729756355 3.6898485161364061 1.0585770253092048 1.3832576777786014 3.7396422470919788 2.8437708988785735 3.1215439923107624 1.7203234061598776 1.3828661991283295 6.937375679612158 2.8377534803003135 6.8474113196134558 4.2565137594938269 4.3719316124916068 24.769179802387956 6.367803566157817 2.9747380055487156 15.664655640721323 4.8415386006236067
leaf_count=607 37 90 87 1606 23 103 49 441 15 70 19 40 18 28 39 42 10 45 9 23 81 18 50 51 36 182 37 18 137 23
internal_value=0.000224281 -6.21301e-05 -1.39299e-05 6.93166e-05 -2.91896e-05 -0.00164584 0.000327948 0.000121896 -0.00112366 0.000202362 0.000454711 0.00101862 -0.000364218 -0.00130943 4.25024e-05 -0.000672055 0.000370544 -0.000257788 -0.00082593 -0.00147046 0.000445164 0.000402504 0.000585049 5.68105e-05 0.000414479 0.000552366 0.000346007 0.0012006 0.000311029 0.000138746
internal_weight=233.945 62.1729 60.881 56.1357 51.98 3.14766 171.772 65.4251 3.9701 61.455 106.347 13.8117 12.6048 3.79209 8.81275 5.1229 92.5356 9.82291 6.22473 4.50441 82.7127 79.8689 52.2684 27.6005 45.421 41.0491 31.137 9.91211 23.3439 20.5062
internal_count=4034 2516 2426 1819 1732 126 1518 702 64 638 816 77 197 98 99 81 739 96 77 68 643 633 404 229 354 318 219 99 178 160
is_linear=0
shrinkage=0.00196078


Tree=521
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 14 5 5 17 17 17 16 16 17 6 19 5 9 18 18 16 18 15 16 17 2 5 15 0 10
split_gain=0.300875 0.813676 0.994312 0.809387 1.32467 1.11445 0.958407 0.735659 0.812669 0.733099 0.602639 0.546114 0.504296 0.495153 0.374909 0.527033 0.453766 0.435879 0.506884 1.24121 0.85836 0.70289 1.37088 0.415078 0.812942 0.514322 0.439257 0.567149 0.343841 0.827286
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.201366220250005 12.851036860900001 239.02478208100004 13.716117217950002 17.719454526200003 174.23065882520004 200.37850214585004 200.68028944555002 18.734956189500004 16.484961451000004 162.13109061465002 11.075258771650001 12.551012654050002 13.154029769200003 205.88909726980003 15.625782642300001 14.738651916450001 14.934965075550002 17.138111898250003 24.719476717350002 13.904967484100002 163.10708527260002 154.31016903475003 16.569990495050003 24.545953118950006 96.682331287150021 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 2 2 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 -5 12 -8 -9 -4 -11 -2 -6 -1 15 -15 -16 23 19 -19 21 22 -20 24 -18 26 -25 -28 29 -13
right_child=11 2 9 5 6 -7 7 8 -10 10 -12 28 -14 14 16 -17 17 18 20 -21 -22 -23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=-0.04421710279269981 0.024220882091437371 0.019894478235119566 -0.048710466617374014 0.033184257529063281 -0.04393724534326255 -0.020572078481567977 -0.048537325074890725 -0.06656379830259572 0.010204518435238719 0.045023270840241977 -0.027155152125007829 0.0025274839231270033 0.0081068362609526979 -0.043216595183780841 0.028429782907254078 0.010031853464174057 0.010431708957443065 0.0082939985462244809 -0.050486581570180641 -0.048837849757319127 0.023740456586833807 0.017256332542226901 0.011247230685745839 0.015115531312581094 -0.045588838649127987 0.02948189103391969 -0.012815970922912021 0.018833147383812199 0.011388640692972659 -0.01195373538660033
leaf_weight=0.407674287158449 2.0560604669153681 0.82671378867234979 1.8470017628569624 2.6825795991753689 0.39760570610815138 0.94175943628943048 2.2693844160530721 0.33120557361689851 1.0070595915531155 0.3183012306690215 0.60928032342053484 110.71568434280925 2.1901708646619227 0.73155219388354698 1.324268326919994 0.62126912636449561 1.2583367645274877 1.4012112408527158 1.4154144455678768 1.3490087119862435 2.1597440568730235 1.1917578458669593 1.2024999368586575 5.0570284966379386 0.74561970002469014 2.1209968705370548 3.2615624607424252 1.4912979239015838 6.8544455734081557 7.6210836113896212
leaf_count=294 29 27 183 52 63 36 120 65 78 2 60 1317 102 764 33 59 8 13 53 36 27 31 6 36 187 71 89 21 35 137
internal_value=0.00148517 -0.00177348 -0.02103 0.000176759 -0.00198405 0.019216 -0.0196329 -0.0337947 -0.00879478 -0.0332239 -0.002387 0.00248802 0.000110387 0.00226401 0.00301205 -0.0187628 0.00424054 0.00282655 -0.00462829 -0.0197297 0.00232921 -0.00980905 -0.0221301 0.00749137 -0.0104121 0.0104985 0.0063941 -0.00288547 0.0021311 0.00159487
internal_weight=166.408 39.1603 3.6013 35.559 31.9347 3.62434 6.19543 3.60765 1.33827 2.77458 0.927582 127.247 2.58778 25.7392 25.3316 1.35282 23.9787 22.6545 8.71964 2.75022 5.96942 3.80967 2.61791 13.9348 2.00396 11.9309 9.80989 4.75286 125.191 118.337
internal_count=4034 2516 272 2244 2156 88 428 263 143 245 62 1518 165 1728 1434 823 611 578 166 49 117 90 59 412 195 217 146 110 1489 1454
is_linear=0
shrinkage=0.0425139


Tree=522
num_leaves=31
num_cat=0
split_feature=16 16 13 17 17 9 3 6 10 18 16 0 10 18 5 16 8 9 4 7 6 16 0 4 14 10 18 8 10 8
split_gain=1.742 1.57344 1.89275 1.46275 1.51097 1.17949 1.11598 1.68074 1.94265 1.50024 2.04587 1.4741 3.64684 1.62876 1.54267 1.17815 1.28601 1.74333 1.17425 1.10824 1.54257 1.27924 1.67036 1.10397 1.29018 1.40677 1.4736 1.05576 1.73739 1.2921
threshold=18.594956516900002 15.584963555600002 98.050756475600011 236.15709471040003 205.10400128480003 209.21153814325001 93.281431752200021 16.375382608200002 62.181348099150007 13.843998451900001 22.654947022900004 96.163458868000006 70.206395618550019 14.118140587000001 17.089764221050004 22.574947209950004 8.543332867800002 198.49982034990003 284.07887079910006 23.051546669900002 16.575387281250006 22.594947163200004 85.963448721100022 164.18548070700004 234.57881148155005 70.389210771400016 13.919698996450002 8.2435668022500028 71.015621515800021 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 5 4 23 -1 9 8 -8 15 11 12 13 -11 -14 16 -2 -18 -9 20 -20 -21 -23 -3 27 26 -26 29 -29 -25
right_child=6 3 -4 -5 -6 -7 7 18 -10 10 -12 -13 14 -15 -16 -17 17 -19 19 21 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.0019904180117848486 0.0011677307186858019 -0.0021911642319261825 0.00035476897052551021 0.0010421082589061113 -0.0020241931985598609 -2.0087606907506136e-05 -0.0023034565248992718 0.00034312374927420353 0.00039174868292185961 -0.00039344676006164609 0.0018307116098028465 0.00076286958629107353 0.00047941092324681281 0.00044810900582096825 -0.002160826317921357 0.00034213392033535491 -0.00083338909865217652 0.00097409678472904371 -0.0020240981563607761 0.00094971900791179396 0.00083328028063880185 6.2404417791490918e-05 -0.002576010928737279 -0.00027108716570497143 -0.0023165984990949208 -0.0020971272545835234 0.0015284993935093716 0.0015676070443332571 -0.0021637166815119562 0.0013798128934120282
leaf_weight=2.196437082879128 22.190860677510504 1.2257051660562925 29.935291819652775 2.0193787133321157 2.6443432361120349 2.2967263985192403 2.1830427210661578 46.559060470783152 1.8056811504065988 12.33204805664718 2.8259808905422679 11.658329199999569 1.0450791334733356 27.340102131478488 3.760438235476613 21.979893440380692 3.1937018260359746 5.1545177400112152 2.5503682934213425 3.4008165779523534 0.96136214805301268 3.5554463649168611 1.1813337951898573 3.8833577480399963 0.56204493145923962 2.4716266283066943 1.0685839375946669 0.65725672664120827 1.5454267254099248 3.1918847020715475
leaf_count=966 161 86 384 38 160 169 49 445 15 97 37 47 11 248 100 110 18 37 70 18 28 69 12 285 50 194 14 13 82 21
internal_value=0.00023657 -6.60342e-05 0.000180146 -0.000505877 -0.000687091 -0.000983264 0.00033013 0.000123829 -0.00108335 0.000445228 0.000234762 0.00015442 -5.06524e-06 0.000186512 -0.00158664 0.000681514 0.000925776 0.000282623 0.000206551 -0.000339294 -0.00124187 5.02073e-05 -0.000595606 -0.000445013 -0.000285055 -0.00118277 0.000203172 0.000111871 -0.00105033 0.000473691
internal_weight=227.376 53.6981 34.4285 19.2696 17.2502 4.49316 173.678 62.1971 3.98872 111.481 58.962 56.136 44.4777 39.6722 4.80552 52.519 30.5391 8.34822 58.2084 11.6493 3.51173 8.1376 4.73678 14.6059 13.3802 4.10226 1.63063 9.27793 2.20268 7.07524
internal_count=4034 2462 1519 943 905 1135 1572 706 64 866 540 503 456 345 111 326 216 55 642 197 98 99 81 745 659 258 64 401 95 306
is_linear=0
shrinkage=0.00192234


Tree=523
num_leaves=31
num_cat=0
split_feature=16 16 2 3 15 13 5 8 5 13 4 7 16 16 17 7 0 7 10 10 0 10 5 0 5 5 9 16 5 10
split_gain=1.18236 2.61806 2.13641 1.97574 1.39053 1.75071 1.30456 1.6276 1.30669 2.58441 1.49079 2.61708 1.88505 1.74607 1.29564 1.29018 1.56259 1.2639 2.05556 1.27306 1.8987 1.62711 1.43269 1.27244 1.25773 1.1989 1.46076 2.34945 1.17257 1.10029
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 34.139075990150012 118.72231104060002 29.996566321350006 8.9430209551500024 21.500664456800006 117.58509325145 284.07887079910006 23.051546669900002 22.594947163200004 22.634947069650003 162.13109061465002 23.127267687200003 85.812895065800021 19.078733418100004 64.730006406800015 69.999384342500022 93.399723909900004 69.238550691600025 19.865285687250005 92.313586825200005 23.195398057700004 21.955793948900006 186.68586460755003 22.674946976100003 20.507253108450005 66.590419433100024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 29 5 -5 7 8 9 -6 15 -12 -13 -14 -1 16 25 -16 -19 20 21 23 -21 28 -18 -10 -27 -28 -20 -2
right_child=3 -3 -4 4 6 -7 -8 -9 10 -11 11 12 13 -15 17 -17 24 18 19 22 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0020263915786470745 0.00058640653713637686 -0.0017745106148638924 -0.0020312670265779389 0.0012802135284315495 -0.0017418531405901439 -0.00070906559970182557 0.001198010169831274 -0.0015939715837088094 0.0016141353382806852 0.00015379027416370259 -0.0024801358000031862 0.0010535335677627959 -0.0025708492782102049 -5.850784269766313e-05 0.0012738981273469124 0.0012004614542630058 -0.001136366924686231 -0.0020677968733290863 -0.00098028436022853114 8.9642781994528098e-05 0.001632019288560707 -0.0017428553061025389 -0.002042366394045099 0.0017879987239497316 0.00038992776622579688 0.00092155406765000083 -0.0017106091208295574 0.00061057429365878307 0.00087854458167893157 -0.00059036424660588341
leaf_weight=1.0037923822674191 71.739810235798359 2.8416025983169666 1.7016737515805278 6.6530386656522733 4.446020629256962 2.1674839076586068 3.0312840072438112 2.5601059827022246 2.9957921802997651 6.6074825190007687 1.973707390250637 3.5208179117180389 1.4378064482007173 3.5371450977399945 3.6681580993463276 5.4733755243942133 4.8778503835201246 1.5562987662851799 2.3857282832032052 62.728151603936567 5.0521096440497777 1.4088814768474547 1.1867852940631554 2.0682999300770462 3.3759302413091063 6.3740231525152904 2.786628526635468 3.820930746383965 2.6437446914496832 3.0614775810390702
leaf_count=319 509 49 279 47 33 54 18 50 16 36 43 17 42 36 83 30 32 239 28 1651 56 15 113 18 28 31 44 26 63 29
internal_value=0.000215088 4.07124e-05 0.00010111 0.000324656 8.12563e-05 0.000791384 -2.89834e-05 -9.81325e-05 -2.33776e-05 -0.000608689 0.000137665 -0.000486089 -2.2839e-05 -0.000784597 0.000144461 0.00035751 0.000167103 0.000170811 0.000119612 0.000163552 0.000698569 0.000144193 5.00552e-05 0.000518765 -0.000512088 0.000517967 0.000265001 -0.000368346 -3.19011e-06 0.000538243
internal_weight=228.686 88.2452 85.4036 140.441 65.6394 8.82052 56.8189 53.7876 51.2275 11.0535 40.174 10.4695 8.49577 4.97495 83.702 29.7045 24.2312 82.6982 79.03 77.4737 13.5588 8.50665 63.9149 7.09777 8.25378 15.9774 12.9816 6.60756 5.02947 74.8013
internal_count=4034 2913 2864 1121 583 101 482 464 414 69 345 138 95 78 2585 207 177 2266 2183 1944 180 124 1764 109 60 117 101 70 91 538
is_linear=0
shrinkage=0.00192234


Tree=524
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 15 17 6 17 17 3 6 10 10 16 16 0 6 16 0 7 3 5 6 13 13 18 10
split_gain=1.62472 1.68231 1.55081 1.41687 1.5306 1.28924 1.54482 1.33662 1.26521 1.24605 1.24596 1.10249 1.07814 1.5825 1.88417 1.20645 2.9215 1.50765 1.28689 1.21632 1.2677 1.6955 3.34661 2.58429 1.35953 2.05469 1.74516 1.6813 1.20784 1.09172
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 24.273602154900001 174.23065882520004 11.075258771650001 200.37850214585004 200.68028944555002 93.281431752200021 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 22.494947397000004 89.705782438650019 16.235379337050002 18.734956189500004 96.163458868000006 24.385896469550001 84.812788641250009 19.749058312400006 14.980350013450002 109.49014582065001 107.38508310450001 13.276755824150003 62.052302108850007
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -7 -6 -8 -1 -4 -12 15 14 -14 17 19 -2 28 20 -17 22 24 -24 25 26 27 -22 -19 -30
right_child=12 2 10 -5 5 6 8 -9 -10 -11 11 -13 13 -15 -16 16 -18 18 -20 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0011745920262870172 0.00149842427248097 0.00097068626290419669 -0.0024376657863568029 0.0012433301691536852 -0.00092683553377313158 -0.0023204921224881962 -0.0030626058391599168 0.0014113225529156449 0.00050188970942115522 0.00026728971420081371 0.002312194808471316 -0.0013807163171787541 -0.0024764281263304289 0.00021834459186899076 0.00047585749970360325 0.0016098288562393091 -0.001587677887025951 0.0012576328292747707 0.0019152326372779407 0.0011918087190222624 0.00091230403082016452 0.00084713695513472897 0.00010986588989945646 -0.0024937636597385988 0.00094598187049012305 -0.001411805725169663 0.0011642023207169025 -0.0023929801018389516 0.00071413845259942507 -3.3942646204099705e-05
leaf_weight=2.8289358350884859 8.6724751740694028 1.2352408911101509 3.0822610864997841 4.0984041771152979 2.3675437151396164 3.339454966597259 0.54200858456897583 1.9438485064310951 2.1971859200275503 34.884067083490663 0.52640271186828602 1.0712064866092985 2.1306750368094067 58.808593743015081 1.6943603437393902 2.779584201052784 3.5119067579507819 6.8019332811236373 2.8048626109957686 6.9963150955736628 1.2219131626188811 10.786208366043864 2.8759843651205292 3.9510574098676443 8.2732152845710498 3.8475881274789572 5.1629681512713432 1.4927566014230249 15.180806519463657 19.403642944991589
leaf_count=948 99 27 183 39 126 128 82 43 86 792 2 60 49 638 15 18 32 39 30 49 11 43 27 84 52 43 23 34 101 131
internal_value=0.000245075 -5.56936e-05 -0.00111179 6.39763e-05 -3.65052e-05 -0.000746611 -0.00136649 0.000127354 -0.000203422 0.000159131 -0.00166146 -0.000163924 0.000350123 0.00013364 -0.00116867 0.000480797 0.000251184 0.000701879 0.000545558 0.000387462 0.000248139 0.000147507 -0.000133806 -0.00139695 0.000297404 -0.000160226 0.000451069 -0.000905223 0.000452732 0.000294427
internal_weight=224.513 58.1166 5.91511 52.2014 48.103 10.39 6.07865 4.31139 2.73919 37.713 4.67987 1.59761 166.397 62.6336 3.82504 103.763 50.8995 52.8637 44.1912 47.3876 40.3913 37.6117 26.8255 6.82704 19.9984 11.7252 7.87764 2.71467 41.3864 34.5844
internal_count=4034 2516 272 2244 2205 465 296 169 168 1740 245 62 1518 702 64 816 416 400 301 384 335 317 274 111 163 111 68 45 271 232
is_linear=0
shrinkage=0.0020895


Tree=525
num_leaves=31
num_cat=0
split_feature=9 9 9 0 6 15 10 0 0 3 5 13 2 7 18 0 18 19 15 15 18 19 5 8 10 4 19 13 3 2
split_gain=1.54203 1.33083 1.31631 2.28301 2.60386 1.63192 1.45975 2.68772 1.79399 2.70839 2.14582 1.57658 1.70605 1.88759 1.84534 2.05226 1.50054 1.32734 1.29112 1.91704 1.65562 2.39884 1.48471 2.18281 1.27212 1.168 1.10146 1.03546 1.82058 1.00293
threshold=179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 16.555386813950005 35.098844929350008 66.590419433100024 90.407470010750018 91.937202686950016 88.931506497100017 20.769304081650002 113.97180552410002 121.84632764400003 23.109894804950002 13.314799198000001 86.103248543850015 13.927976454650002 14.551174033150001 37.050691080100002 45.169600924000008 13.3584252364 14.451165964200003 20.204934414350003 8.3434888241000014 72.378669787950017 377.6847677435 14.151141757350002 121.87049551135001 94.421337999450017 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=1 24 -2 4 -4 -6 7 11 9 -8 16 -5 17 14 15 -14 -10 -13 22 29 -21 -22 -15 -24 25 -1 -18 28 -7 -20
right_child=2 -3 3 6 5 27 8 -9 10 -11 -12 12 13 18 -16 -17 26 -19 19 20 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00016408900029453482 0.00075368172843622678 -0.0024348494834610527 -0.0021988769879011738 -0.00073912911215900717 -0.0022029516181458694 0.00093268700222310741 -0.002306744568368792 0.0016683737548766088 0.0013970122564116645 0.0010381006509147862 -0.0021733794536285436 0.0010803433013088055 -0.0009338571543809843 0.00062227293957879139 -0.0018206741668036787 0.00084667927119855431 0.0001843150620721141 -5.0320394760295957e-05 0.00063638690881016435 0.00081242918993476869 -0.0024453085949049753 0.00018174102513931822 0.00024958435195458962 -0.0020883759335347035 -0.0019643988319851999 -0.002050239230494856 -0.0015607846779527635 0.0016325899339248039 -0.0011645150999376297 0.0015236242051405208
leaf_weight=11.966920840903178 20.820072143163998 1.0415579749969772 2.7915127205196759 4.5041507482528678 1.1528194096754285 3.0777436606585979 2.6064398642629381 6.2930024713277808 3.7588008474558583 1.3620657473802564 1.4179524137289252 19.638539463281635 4.6617161864414793 4.8257009722292405 2.6957472451031199 4.9135435800999403 66.557162696990417 4.7684987001121035 26.809044441208243 3.4712096974253637 2.1762686502188444 3.1345252729952335 3.2483702450990677 2.7042060922831297 1.3432604643894599 0.95016570478037543 1.3639423586428154 1.5877775847911832 3.0410129227675498 5.7111088819801799
leaf_count=661 172 17 112 30 50 22 45 50 21 11 64 146 39 29 25 26 1274 30 129 14 32 32 25 29 744 73 11 12 66 43
internal_value=0.000251912 -0.000337158 0.000295022 0.000244301 -0.0005799 -6.97737e-05 0.000298669 0.00045243 0.000100038 -0.00115873 0.000168377 0.000370383 0.000426686 0.000262553 -0.000415716 -2.01751e-05 0.000214701 0.000859441 0.000422364 0.000576983 -0.00021998 -0.000894777 -0.000170134 -0.000812532 -0.000183945 1.20562e-06 0.000149271 0.000249328 -0.000109619 0.000792201
internal_weight=224.395 15.3019 209.093 188.273 11.6509 8.85935 176.622 99.5556 77.0664 3.96851 73.0979 93.2626 88.7585 64.3514 12.271 9.57526 71.6799 24.407 52.0804 41.3022 8.782 5.31079 10.7783 5.95258 14.2603 12.9171 67.9211 7.70653 6.11876 32.5202
internal_count=4034 1495 2539 2367 262 150 2105 679 1426 56 1370 629 599 423 90 65 1306 176 333 250 78 64 83 54 1478 734 1285 100 88 172
is_linear=0
shrinkage=0.00192234


Tree=526
num_leaves=31
num_cat=0
split_feature=13 12 2 18 16 17 6 2 6 3 19 8 18 17 5 5 9 9 16 10 3 15 13 5 10 0 16 2 0 5
split_gain=0.297826 0.340137 0.44179 0.286456 0.378681 1.01069 0.376759 1.52048 1.04871 0.896714 0.496824 0.609253 0.457174 0.394645 0.494021 0.42344 0.619827 0.346374 0.333273 0.32737 1.3585 0.852829 0.983152 0.637385 0.3926 2.67869 2.37026 1.06398 0.837671 1.05284
threshold=95.986020631400024 217.19140783420002 206.07223625840001 17.138111898250003 17.684958644900004 211.67127343905003 13.65531905435 187.91736117530004 13.78532209185 81.715684874950014 14.051133688400002 8.2435668022500028 13.314799198000001 206.35686538205002 18.849479428700004 13.154029769200003 38.295222230400007 31.082624593650003 22.644947046300004 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 17.679107616400003 66.590419433100024 90.407470010750018 19.974953289850003 90.745765132650021 94.047642319350018 19.092410691950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 6 5 -5 7 10 -8 -10 11 12 -2 15 -15 16 17 -14 -9 23 -21 22 -22 -11 25 -25 27 -26 29 -29
right_child=3 2 -4 4 -6 -7 8 18 9 19 -12 -13 13 14 -16 -17 -18 -19 -20 20 21 -23 -24 24 26 -27 -28 28 -30 -31
leaf_value=-0.046092364244018628 -0.034981871052350753 0.04077029578690438 -0.045586360842348024 0.03809246376116586 0.046434212662542822 -0.027357971690446924 0.021765109641599691 -0.051530318026758171 -0.036094993145443809 0.022206212142717723 0.021977359109143415 -0.047774127755315282 0.022245130264637494 -0.047197125987191169 0.0089607421364373864 -0.00080498417873718219 0.032980488675245764 -0.048843592356484999 0.0001979775854664673 0.0039225463707312199 -0.050111488233297384 -0.047197289353848031 0.0035269229522808358 0.0018312504596043274 -0.022902030457381598 0.040139534305131994 -0.040646080776311058 0.04760834433194578 -0.011481044263206374 0.0072487863112118602
leaf_weight=0.56562691122598951 0.76018682855647135 0.29325040751427878 0.20631440307261073 1.006608443334698 0.65841529518365849 0.9260638765990733 5.5122016696259371 1.5664078836998658 1.2742540462641034 3.3985641151666632 1.8547687362879504 0.59310554480180222 0.23388871713541393 0.72699007205665001 0.57237151265144348 8.7517686501960252 1.8874937893124295 0.3494944139092695 0.30404534563422192 14.697752352803947 0.92917165925609824 1.8664413553487973 2.8150700721889734 99.969012379446212 2.1064626350998861 3.876244079321622 2.9539437387138596 2.1107169613242149 2.0372179974801838 3.5333048279862851
leaf_count=566 20 8 413 15 17 52 41 180 41 20 13 32 17 53 2 232 68 30 6 105 58 229 29 1571 26 43 57 20 17 53
internal_value=0.00175144 -0.0220808 0.00510601 0.0019032 0.0168199 0.00673108 0.0016685 -0.00458324 0.00241662 0.00166326 -6.45455e-07 -0.00293854 -0.00093644 0.00113039 -0.0224595 0.00386163 0.0203907 -0.0203429 -0.0431218 0.0020062 -0.00330267 -0.0222298 -0.00978399 0.00290477 0.00234212 0.00326119 -0.00514831 0.00556497 0.0133716 0.0223422
internal_weight=168.337 1.06519 0.499565 167.272 2.59109 1.93267 164.681 17.6005 147.08 141.568 15.7301 13.8753 13.2822 12.522 1.29936 11.2226 2.47088 0.583383 1.87045 140.294 20.3084 5.61068 3.74424 119.985 116.587 103.845 12.7416 9.7877 7.68124 5.64402
internal_count=4034 987 421 3047 84 67 2963 653 2310 2269 467 454 422 402 55 347 115 47 186 2228 421 316 87 1807 1787 1614 173 116 90 73
is_linear=0
shrinkage=0.0452143


Tree=527
num_leaves=31
num_cat=0
split_feature=16 16 16 15 13 2 19 14 18 19 8 6 17 0 4 16 13 0 5 6 3 9 6 3 0 6 10 2 17 14
split_gain=0.282525 0.661937 0.500364 0.267965 0.59645 0.463604 0.29927 1.15123 1.46509 2.02074 1.04896 0.979508 1.27143 0.790854 0.635678 0.633673 1.0203 0.65438 0.611419 0.659336 1.16911 1.12361 0.82759 1.05692 1.0025 0.536518 1.62348 0.977898 1.08979 0.531227
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 46.683480308100009 117.56896250265002 258.06114663960005 14.351157895250003 372.73472382990002 13.893471991850001 14.651182102100002 8.543332867800002 16.585387514950003 183.58889821140002 78.626646483100004 371.57449297710008 22.674946976100003 116.53390612245002 92.313586825200005 19.830540377400002 16.405383309150004 93.620177476600006 195.94564826430005 16.455384477450004 93.181958801350021 86.103248543850015 16.525386113000007 62.046925192600007 120.31044416595002 192.94032447935004 304.52511696755005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -6 11 8 18 10 -10 14 13 -13 29 16 17 -16 -8 20 21 -20 23 -21 -25 26 27 -24 -29 -2
right_child=3 -3 -4 4 5 -7 7 -9 9 -11 -12 12 -14 -15 15 -17 -18 -19 19 22 -22 -23 25 24 -26 -27 -28 28 -30 -31
leaf_value=-0.040341105344157219 0.0011066266787345348 -0.040775346767970566 0.034420930685759014 -0.033535256110858939 -0.024024076198743832 0.0075855555375465757 0.025891351412666474 0.029043646756408741 -0.046873009160195073 0.029650633902900406 -0.0090625884189988442 -0.023026844824438949 -0.055650293137559953 0.015966753825440345 0.023888613930205256 0.039599687854861634 -0.052969876621185373 -0.02256568723690203 0.018428313323549918 0.034538633513807031 -0.029577935434211975 -0.0097065127706687983 -0.014687748478213325 0.021716169338104611 -0.016100381315678536 0.0078440393785670012 -0.028660655716336417 -0.0071844041808403619 0.025722291661121152 0.012759716498858813
leaf_weight=0.19452782460211782 86.012992548108741 0.76850811329495627 0.47312609986693133 1.0618859945388965 0.95149088243488256 2.8683428531512618 2.0544783473014823 2.7006296813487998 2.2629260905086985 1.1811274904757736 2.2564603146165609 1.8093910539319034 1.0384552374598568 1.4370251809014005 0.7624618072004522 0.29106099531054486 1.0170462881214914 1.2047291878188842 3.7497537247836572 3.3548518009483805 2.2540220174705601 5.2406428521499038 2.7118449825793522 2.4849224779754877 1.9085185863077638 18.242261945735663 2.8587166545912615 2.4889549221843481 4.1068368935957551 6.4776122513430883
leaf_count=455 1451 435 40 63 33 40 12 45 45 12 40 337 19 35 28 11 29 215 25 71 34 39 22 38 10 190 23 17 34 186
internal_value=0.00138538 -0.015944 0.0126382 0.00153641 -0.00752016 -0.000288158 0.00181289 0.00400767 0.00282473 -0.0160509 -0.0279948 0.000499828 -0.0178559 -0.00576634 0.00132112 -0.0156683 -0.0210587 -0.00456051 0.00491586 0.00404354 -0.00430756 0.00202808 0.00650451 0.0179533 0.00528859 0.00358731 -0.00279525 0.00514897 0.0133048 0.00192275
internal_weight=166.226 1.43616 0.667654 164.789 4.88172 3.81983 159.908 59.8569 57.1563 5.70051 4.51939 100.051 4.28487 3.24642 95.7659 3.2753 2.98424 1.96719 51.4558 49.4013 11.2444 8.9904 38.1569 7.74829 4.39344 30.4086 12.1664 9.30764 6.59579 92.4906
internal_count=4034 930 495 3104 136 73 2968 657 612 97 85 2311 391 372 1920 283 272 243 515 503 98 64 405 119 48 286 96 73 51 1637
is_linear=0
shrinkage=0.0392411


Tree=528
num_leaves=31
num_cat=0
split_feature=10 18 15 15 6 18 16 16 17 7 9 9 17 16 9 9 9 6 15 18 10 8 17 15 10 5 19 18 17 17
split_gain=0.261412 0.482943 0.31381 0.347304 0.743365 0.278253 0.311257 0.999239 0.298569 0.630187 0.290969 0.430824 0.839067 0.442579 0.411988 0.40446 1.56794 0.680684 0.684738 0.496006 0.874951 1.49866 0.729058 0.657536 0.654517 0.570953 0.489816 0.564231 0.344216 0.537488
threshold=81.479100559500012 17.323446153950005 20.313914079200003 20.123524217100002 13.200308423050002 17.138111898250003 17.684958644900004 14.544965987550002 221.27458857605004 26.637125930550003 227.07958281845004 219.59809404590001 207.44645461240003 18.964955651700002 216.0493559571 211.04147598835002 212.35746315350005 14.205331905300001 24.719476717350002 15.788786379500001 75.634392583900009 7.7439566930000003 202.58869561095003 20.520114807950005 75.408562100950022 15.120347274900002 14.451165964200003 14.656441317600001 205.32027903760002 204.49254535040004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 8 7 -7 10 -10 11 14 13 -13 15 19 17 -17 -19 20 24 -22 23 -21 28 -24 27 -18 29 -1
right_child=1 2 -4 -5 -6 6 -8 -9 9 -11 -12 12 -14 -15 -16 16 26 18 -20 22 21 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0014034341653806489 -0.041588613263516087 -0.041622682345848414 -0.041246233484627054 0.041823768189460084 0.03066896154127453 0.042051286718631453 0.041014965536684378 -0.041396936291534833 -0.043890790334264983 0.012632291362019319 0.019495720528884014 -0.0043455805215003342 0.012686574100830369 -0.035999804615476562 0.014021852320642432 -0.053595529895200569 0.017550560063106846 0.012132540297111093 -0.044852070956495467 0.036314826167141205 0.0022920847756515384 -0.045465789248336184 -0.043030939345247238 0.0061416998567177103 0.021929038560717248 0.0070050064442813698 -0.018108888913984891 -0.0066977110189160903 0.01003446839317826 -0.019167898617299929
leaf_weight=116.33986372774598 0.6433575691771688 0.4505805095141111 0.24886527560011007 0.34946386911906302 0.46026315842755139 0.50328041577449656 0.59708795510232449 0.42252697818912566 0.68923982884734758 0.58264377422165126 1.4196606525219966 1.1721130324876861 1.5793101098388431 1.7818530339282004 4.1979157133609979 1.2935869270004317 3.7360472096479498 0.76187858451157786 0.60601702891290188 2.2762758135540926 2.7326586449489687 1.7098924732999874 0.55663542391994258 2.3491929942756542 2.5773413752831393 1.0605708789080379 1.4616894889622924 2.6085177144850604 7.2330148725814061 2.0692319060908622
leaf_count=2028 371 539 34 4 12 9 17 41 29 21 30 32 26 31 67 23 30 6 49 52 159 64 42 31 19 21 30 54 132 31
internal_value=0.0012873 -0.0125637 -0.000190459 0.00791658 -0.00509262 0.00147099 0.0184923 0.00396656 0.00130978 -0.0179978 0.00146372 0.0013018 -0.0108539 -0.0234396 0.00166063 0.00131323 -0.0062706 -0.0327893 -0.0131133 0.00188474 0.00136612 -0.0160894 0.0129059 0.0209904 0.00197092 -0.0102171 0.00277073 0.00758108 0.00156151 0.00104394
internal_weight=164.471 2.15253 1.50917 1.26031 0.910844 162.318 1.5229 0.925807 160.795 1.27188 159.523 158.104 4.53328 2.95397 153.57 149.372 10.4677 2.66148 1.3679 138.905 132.662 4.44255 6.24268 4.62547 128.219 1.61721 7.80625 6.34456 125.642 118.409
internal_count=4034 960 589 555 551 3074 67 50 3007 50 2957 2927 89 63 2838 2771 192 78 55 2579 2433 223 146 83 2210 63 114 84 2191 2059
is_linear=0
shrinkage=0.0400087


Tree=529
num_leaves=31
num_cat=0
split_feature=16 16 6 14 2 16 9 5 15 15 5 5 5 12 13 16 12 5 6 19 7 15 10 16 9 4 2 10 17 17
split_gain=1.14395 1.09801 1.38386 1.11324 1.19107 1.11212 1.97194 1.97014 1.30184 1.02437 1.65229 1.46255 1.12746 0.916685 0.913884 0.828621 1.07995 1.05034 0.685172 1.29652 1.63384 1.13105 1.32957 1.912 1.6358 1.56769 1.38233 1.12951 1.60982 1.75412
threshold=18.594956516900002 15.584963555600002 11.075258771650001 171.16849715720005 72.843776848050013 17.809958352600002 200.76482212275002 18.613387752550004 26.135540888150004 46.074827201850006 24.367802910700004 24.458659404000002 25.322158499750007 173.20477533325001 117.56896250265002 15.404963976500001 81.514192512750014 13.154029769200003 16.465384711100004 14.451165964200003 23.549545123900007 44.190294328500009 66.590419433100024 19.974953289850003 204.27826083785001 401.56478351400006 62.922191810850009 66.351146659450009 195.76335783930003 193.50449793755004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 -5 6 13 8 -7 18 -11 -12 -13 -6 -14 16 -4 -18 21 -20 -21 22 25 26 -25 27 -24 28 29 -2
right_child=9 3 15 4 5 7 -8 -9 -10 10 11 12 14 -15 -16 -17 17 -19 19 20 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0015681608484850217 0.00055218670799308839 -0.0021500727649334207 -0.0029173473408843817 0.0029076393225597697 0.00029067474122087704 -0.0012402933712339804 -0.0022077873001888843 -0.0024265149796534016 0.0014424050118189433 -0.002625465139442556 0.0022252833112694301 -0.0017827541958122947 -0.0016611944431776586 -0.0023269171327687179 0.00072102338716918668 0.00092874131087327728 0.0017115507141016297 6.176588453909947e-06 -0.00010536701162048068 0.0007336622977773381 -0.0011014073735653015 -0.00079132361403969856 0.0015881618114709749 -0.0027364079548744475 -0.00014538455623180636 0.0022429119933716577 0.00020110166758381893 0.0018218893632614209 -4.7249842608700086e-05 0.0017187920073411835
leaf_weight=2.087134564601004 30.458257729187608 1.8337763902673057 0.57695451914333418 0.54480528831481834 4.6059780808573105 1.1458420298295084 3.6117817172780633 1.0966907221009021 4.0527947534574196 1.3994645364582519 1.2259281789883969 2.0594223430380225 1.0209467007080091 0.77131780129275274 3.597310631070286 7.741543808951973 1.9653340801596666 19.273660075690714 35.14744911598973 23.593101313337687 2.6667876765131941 3.381498615955933 4.1052146982401636 1.8617939976975311 3.4018993675708771 3.1452425122261038 26.144752088002861 3.688888791948556 15.755899102427064 8.0462092533707601
leaf_count=908 186 116 31 1 226 39 160 214 65 40 17 45 40 122 40 41 28 511 345 167 46 34 25 38 27 43 252 27 106 94
internal_value=0.000231046 -6.71018e-05 0.000180649 -0.000510967 -0.00032108 -0.000436166 -0.000937804 0.000280121 0.000851106 0.000317167 -0.000399857 -5.77612e-06 -0.000415367 -8.47919e-05 0.000194392 0.000304137 8.24918e-05 0.000163982 0.000358497 0.000173738 0.000547304 0.000471965 0.000516183 0.000174251 -0.00106184 0.000714945 0.000389339 0.000632013 0.000551119 0.00079597
internal_weight=220.008 49.3076 31.6446 17.663 15.8292 15.2844 8.98908 6.29533 5.19864 170.7 9.30307 7.90361 6.67768 5.3773 4.61826 29.5575 21.8159 21.239 161.397 61.4073 26.2599 99.9897 96.6082 35.5137 5.26369 61.0945 30.25 57.9493 54.2604 38.5045
internal_count=4034 2462 1519 943 827 826 508 318 104 1572 182 142 125 348 80 611 570 539 1390 558 213 832 798 342 65 456 277 413 386 280
is_linear=0
shrinkage=0.00222222


Tree=530
num_leaves=31
num_cat=0
split_feature=16 16 5 14 2 7 17 10 0 13 8 0 18 6 4 6 6 5 17 15 17 2 13 5 12 9 7 7 18 15
split_gain=1.68218 1.3758 1.43349 1.29739 1.05692 1.19544 2.72544 1.5893 1.18526 1.20037 1.16442 0.999148 1.17985 1.12753 1.27203 1.01543 1.85823 1.79192 1.9254 1.67048 1.40061 1.21566 1.89154 1.19399 2.6273 1.06407 1.63064 1.06855 1.01513 1.00188
threshold=18.594956516900002 15.584963555600002 11.270433591700002 171.16849715720005 72.843776848050013 25.138824731100005 236.15709471040003 69.999384342500022 94.165934477050016 108.49810477050001 8.2435668022500028 85.995710218650018 13.065205089100003 16.375382608200002 183.52566960905003 16.455384477450004 15.255356438950001 22.692834890150003 190.79440939600002 42.246988155050012 203.72643944000004 184.38272419390003 117.60122400020002 20.769304081650002 368.00406080990007 196.26893085885004 23.9417051038 23.514778597300005 13.531614672700002 38.992510055900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 -5 8 7 -7 -6 10 -10 13 -13 14 -2 16 23 18 -17 29 -21 -20 -23 25 -25 26 27 -14 -19 -18
right_child=11 3 -4 4 5 6 -8 -9 9 -11 -12 12 15 -15 -16 17 19 28 21 20 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0018866368809178872 -0.0022606071390585156 -0.0018369433609545034 0.0002192066837958549 0.0023381222824365852 -0.0011786599361970271 0.0019351016935969878 0.00095646762704751332 -0.002017608746282375 0.00031279418438950657 0.0017323859735132521 -0.0020067518794524798 0.0010743340886864674 -0.0008051213884634565 0.00014520076672623603 0.00014592639422018229 -0.0016828461406662683 0.00063466714471765095 0.0001109910955968268 0.00019836326208190122 -0.00079330456044062045 0.0009554768718245246 -0.0024763691866116402 0.00044636295425406515 -0.0022731260072701548 0.0013339803434550828 0.00038992713523224574 -0.0020464640574850974 0.00095270628110952368 0.0012680269748568773 0.0012660271825027393
leaf_weight=1.1428081782942161 1.4609729461371892 2.1235958528704968 32.141341801092494 0.50124877691269176 2.1754519171081501 0.37652052193879981 1.7914713155478237 4.4710685861064121 5.0580344690242782 1.7073635221458969 0.86525548668578256 7.9872208386659613 2.2975511271506539 43.767112924018875 1.5405093618901444 2.8801316618919435 28.53415397927165 5.4251046478748304 13.218622393906118 4.3524798378348342 2.4400626756250858 1.6035898346453898 1.4301438797265289 1.9341929359361523 1.0711271278560159 26.797976751811802 1.6270999442785976 2.4284538300707936 4.9514479450881481 12.270524144172667
leaf_count=798 21 116 721 1 332 3 38 258 111 12 72 39 32 536 30 19 247 32 78 40 23 37 8 53 17 191 46 15 25 83
internal_value=0.000209378 -7.98165e-05 0.000146903 -0.000475524 -0.000304922 -0.000385482 -0.00099092 -0.00171059 2.442e-05 0.000367411 -2.60378e-05 0.00029949 0.000387982 7.00712e-05 -0.00102545 0.000339581 0.000443426 4.48426e-05 -0.000290472 0.000683298 -0.000165096 -4.37246e-05 -0.00109855 0.000127652 -0.000987516 0.000228748 -0.000451119 9.81369e-05 0.000663102 0.000824526
internal_weight=220.373 52.3542 33.2841 19.07 16.9464 16.4452 6.63906 4.84759 9.80611 7.63065 5.92329 168.018 121.25 46.7686 3.00148 113.263 83.7536 29.509 19.1325 47.5972 6.79254 16.2524 3.03373 36.1564 3.00532 33.1511 6.3531 4.726 10.3766 40.8047
internal_count=4034 2462 1519 943 827 826 299 261 527 195 183 1572 985 587 51 946 747 199 142 393 63 123 45 354 70 284 93 47 57 330
is_linear=0
shrinkage=0.00184769


Tree=531
num_leaves=31
num_cat=0
split_feature=3 16 10 0 9 7 7 7 17 5 10 8 13 15 0 18 6 9 9 7 9 2 7 18 18 18 6 7 9 7
split_gain=0.262891 0.548085 0.43402 0.553974 0.921177 0.698956 0.511035 0.716522 0.852533 0.668002 0.545286 1.3996 0.821674 0.445314 0.444378 0.823428 0.809851 0.698613 1.74807 0.858555 0.677294 0.668415 0.650836 0.856308 0.537741 0.928595 0.632565 0.610038 1.03901 1.03029
threshold=108.47659710545001 21.094950670800003 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 21.147833206800005 172.24349499320002 27.973578737350003 61.622148808000013 8.4434108459500017 117.80016990185001 43.216642080150002 85.995710218650018 13.065205089100003 16.375382608200002 187.11236276785004 191.72037998490001 22.407814303000006 191.03141765810003 83.777728670400009 22.907491544400003 13.036600629150001 13.192618516750001 13.276755824150003 16.455384477450004 23.203497038450006 189.78071820640002 23.445318439400001
decision_type=2 2 2 2 2 2 2 2 2 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 -5 7 8 -7 10 11 -8 14 -9 16 -16 20 19 -19 -18 -12 -20 23 -23 -17 26 -26 28 -27 -29
right_child=1 -3 3 5 -6 6 9 13 -10 -11 12 -13 -14 -15 15 24 17 18 21 -21 -22 22 -24 -25 25 27 -28 29 -30 -31
leaf_value=0.022012216030515785 -0.036542616036068891 0.023437973561527981 0.018184378557568874 0.02324369824118527 -0.039459991008058089 -0.03705587916235021 0.014254097154518943 -0.041057064895297042 0.01422454884999509 0.030180201788764779 -0.041929777796648145 -0.041699831795600169 0.031041994668442881 -0.0091434507638682889 0.015247745654794776 -0.0099100397908070403 -0.0051620310886333932 -0.035140688562246315 0.02051369714670092 0.019571594165329678 -0.0013367846147698892 0.0026038811314100232 0.0027197764529888024 -0.03096114115966456 0.024352483832559675 0.0099098599822183431 0.0024558621986416097 0.01298246280818279 -0.012845914811601019 0.00086500192747500316
leaf_weight=1.2670296030555608 0.62399418067070556 0.27941008284687996 0.53086062893271346 1.8188752971473139 1.0376466125599106 0.52712323080049772 1.045299847974092 1.1153821297193647 1.8594530141272114 1.0150911700911809 1.1933873014495504 1.2358729576226322 1.1811744421720494 1.100304491817951 5.7459098920226088 5.051710493862628 3.3471551141701665 2.1636580284684888 1.6628107722499397 3.7921735565178096 0.92376064890413534 1.7917927567614227 7.0673622090835124 2.0813586424046662 3.802679560147225 3.5726510283857342 2.9819691106677055 9.909310753188036 8.809740111930294 86.327576461097124
leaf_count=52 183 3 12 53 185 156 11 79 48 20 24 51 11 6 36 39 32 39 14 26 22 20 91 27 50 139 19 145 86 2355
internal_value=0.00115596 -0.0179915 0.00126146 0.00109986 -0.0199503 0.00130478 0.00105429 -0.0106335 0.00289824 0.00140199 0.00121191 -0.0160601 0.00147214 -0.0252088 0.00123964 0.00208423 -0.00319723 -0.00116566 -0.00558516 0.00797565 -0.0242181 -0.00051126 -0.00370677 -0.0154333 0.00145632 0.00195387 0.0147285 0.00115593 -0.00628027 0.00211271
internal_weight=164.863 0.903404 163.959 162.692 1.56851 161.124 159.305 4.60226 2.38658 154.702 153.687 2.28117 151.406 2.21569 150.225 126.202 24.0235 21.9063 14.767 7.13933 2.11715 12.6033 10.9405 3.87315 120.456 115.404 6.78465 108.619 12.3824 96.2369
internal_count=4034 186 3848 3796 197 3599 3546 289 204 3257 3237 62 3175 85 3164 2869 295 249 191 58 46 152 138 47 2833 2794 69 2725 225 2500
is_linear=0
shrinkage=0.0355924


Tree=532
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 7 19 9 2 16 18 19 7 6 3 18 16 0 10 18 5 8 18 16 6 10 5 18 18 7
split_gain=2.18387 1.64944 1.64344 1.43418 2.00853 1.60343 1.39556 1.30348 1.17727 1.00173 1.19887 1.20279 1.01252 1.70098 0.968461 1.45455 2.12324 1.55686 3.99519 1.90008 1.37742 1.25582 1.31581 1.24642 1.06923 2.02662 0.995524 0.992714 1.85122 1.72669
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 22.356277907050004 12.551012654050002 188.63457064660003 102.94361713510001 15.404963976500001 15.981927061500002 12.250988447150002 24.573979631000004 13.78532209185 93.281431752200021 13.843998451900001 22.654947022900004 96.163458868000006 70.206395618550019 14.118140587000001 17.089764221050004 8.4434108459500017 13.946975448150001 22.664946999500003 16.375382608200002 62.181348099150007 20.374719724350005 14.224291663350002 14.366548389000002 24.437987282900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 8 -8 -6 10 12 -12 -4 -14 15 23 17 18 19 21 -20 22 -17 -2 25 -16 -26 -21 -29 -30
right_child=14 3 9 -5 6 -7 7 -9 -10 -11 11 -13 13 -15 24 16 -18 -19 20 27 -22 -23 -24 -25 26 -27 -28 28 29 -31
leaf_value=-0.0013940879303639081 0.00075604852508037409 -0.0011916722660936705 0.00015145770460049126 0.00097514997672736589 0.0017706910326327004 0.00084405556913089402 0.00012895037749753723 -0.0017873898129191173 -0.0010328386563196535 0.00083597856361423972 0.00076479903818197465 -0.00095253928779400669 -0.00024908000419757539 -0.0025385748736273363 -0.0022232481413347518 2.030388882495849e-05 0.0018628401041805248 0.00076947965469029416 0.00028778462171531326 0.0012418634965900767 -0.0021804672433698323 0.00013062464138696012 -0.0019081755010960651 -0.00047912603307906154 0.0011920517853204005 0.00065684425874313788 0.00013280508593894688 -0.00090869440032090429 0.0014009275272619695 0.00013246306911584953
leaf_weight=2.3888795734819714 46.723588677123189 2.1579498422506793 6.4190264648495994 2.0628046393394461 0.9830674454569811 4.2372000915929675 1.5570316676166829 8.3229177459143084 1.2667334620491599 8.2409672942012531 9.7540227198041958 1.7824966153129924 3.8132941025542095 1.7492528548464177 1.9344622111530037 2.1822279877960664 2.7948908619582644 11.641092275269328 1.0648482991382469 4.9940325766801861 3.8791532409377396 6.1910767443478107 3.2614967934787273 3.2275885194540015 3.4902608990669242 1.6930324770510194 54.121527077397332 3.8985156156122711 5.9339380413293865 11.955700267106293
leaf_count=908 305 346 270 38 7 84 95 325 48 41 120 27 130 23 49 21 37 47 11 34 100 43 33 21 31 15 611 44 36 134
internal_value=0.00021818 -0.000115537 0.000143573 -0.000545313 -0.000714621 0.000157129 -0.00117423 -0.00148538 0.000192185 0.000259234 5.71371e-05 0.000499455 -0.000368751 -0.000969057 0.000326273 0.000435985 0.000228345 0.000145289 -2.22864e-05 0.000187041 -0.00164885 -0.000461589 -0.00113511 0.000676238 0.000133239 -0.000879045 0.000196977 0.000468821 0.000291633 0.000553209
internal_weight=223.723 54.7356 34.1479 20.5877 18.5249 6.39515 12.1298 9.87995 2.2498 31.7591 23.5181 11.5365 11.9816 5.56255 168.987 107.748 57.797 55.0021 43.361 38.417 4.944 11.6348 5.44372 49.9512 61.2393 3.62749 57.6118 26.7822 21.7882 17.8896
internal_count=4034 2462 1519 943 905 430 475 420 55 611 570 147 423 153 1572 866 540 503 456 345 111 97 54 326 706 64 642 248 214 170
is_linear=0
shrinkage=0.00192234


Tree=533
num_leaves=31
num_cat=0
split_feature=6 3 10 2 12 0 6 16 15 2 17 15 10 8 13 16 10 0 18 8 5 3 19 2 7 4 13 10 16 16
split_gain=0.267584 0.754383 1.39598 0.742589 1.09071 0.618644 1.24555 1.28994 1.68987 1.18747 1.43571 1.23559 0.912558 0.897885 0.869654 0.995584 0.977857 0.783185 0.725322 0.960307 0.698383 0.692965 0.702858 0.739637 0.919783 0.686698 0.877812 0.976427 0.744591 0.72854
threshold=14.825346391850003 84.643415779050017 70.123053416500014 185.72519583365002 353.43219817915002 87.170566421650008 16.355382140900002 22.614947116400003 42.246988155050012 253.13454704850002 203.48482458890001 34.694997775350011 67.074341896550024 8.3434888241000014 115.68166489510001 22.514947350300002 62.132955852800002 87.638358136350021 12.551858988050002 5.9453602998000008 17.719454526200003 94.173999851450006 13.851117550450002 319.18044405035005 19.078733418100004 278.75859950360007 116.72209819155002 64.665483411650015 20.894951138500005 20.404952284350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 -5 6 7 8 13 10 17 12 -12 -2 18 21 -17 -7 19 -8 -19 -16 23 24 -23 26 27 -22 29 -29
right_child=5 2 -4 4 -6 9 14 -9 -10 -11 11 -13 -14 -15 15 16 -18 20 -20 -21 25 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0014271161571824376 -0.018298902634838323 0.0028648797817849205 -0.048834640488550303 -0.056638100314883387 0.020061972548844911 0.027713141395409119 -0.047987037480913458 -0.058189022707135191 -0.06765317944738751 0.03481478490930244 0.017711557158145815 -0.044308306175616395 -0.029998913562123995 0.049221628184539755 0.027749729066093458 0.0016539176622807933 -0.029370115321133983 0.031534224835548956 -0.054852047297835139 0.045802888906502644 0.038706832926046555 0.039921017766697355 -0.048512085863792777 -0.047698129812900884 -0.051948439403126462 0.024849459216525913 -0.026223709548779704 -0.0037665230694058065 -0.024165861020021162 0.016644090187132102
leaf_weight=41.55890308474045 0.73438377524143994 6.3717849164968339 1.8491089027156693 1.1742172311787724 0.59279937230166968 4.1161323711276081 0.44318225137249001 1.5283026317483743 0.63996461752685707 3.0858468469232312 2.305147565901279 2.0960823372006416 1.3509954053442923 0.97269010543823242 5.1803317032754412 57.34412371221697 2.2430498227477065 2.1095549575984505 1.0460401952987011 0.4866485265083611 1.5986909680068588 1.356842061388307 0.53613818436861027 0.37283346883486945 0.27919151302194212 2.9200844373553982 2.2486871629953376 9.0055877589620668 2.174782156944274 6.3255853429436675
leaf_count=1780 54 129 297 73 17 32 159 36 23 61 30 28 36 6 72 570 38 17 77 13 17 42 56 34 116 23 12 113 19 54
internal_value=0.00144367 -0.00130657 -0.0126812 -0.00446728 -0.0309067 0.0027038 0.000197438 -0.0252332 -0.00377355 0.00736542 0.00502883 -0.0160937 8.18782e-05 0.0201743 0.00161979 0.00250454 0.000486075 0.0090126 -0.0285214 0.0011001 0.00609505 0.0180734 -0.00162266 0.0108915 0.0242434 0.00388418 0.00101716 0.00422351 0.0010744 0.00465482
internal_weight=164.048 51.5468 9.98791 8.1388 1.76702 112.501 73.1637 3.87534 2.34704 39.3372 36.2513 5.75223 3.65614 1.70707 69.2884 67.3125 59.5872 30.4991 1.97587 0.929831 26.383 7.72534 2.54501 2.00887 1.63603 24.2734 21.3533 19.1046 17.506 15.3312
internal_count=4034 2296 516 219 90 1738 1296 119 83 442 381 94 66 60 1177 928 608 287 249 172 255 320 248 192 158 238 215 203 186 167
is_linear=0
shrinkage=0.0460944


Tree=534
num_leaves=31
num_cat=0
split_feature=19 9 10 3 5 5 9 5 5 9 5 17 6 15 6 6 18 5 5 9 0 0 10 7 17 13 7 13 16 16
split_gain=0.253254 1.24606 1.77634 1.2657 1.62687 0.938949 1.19601 1.19377 1.20248 1.11937 0.816936 0.769421 0.739008 1.02997 1.2983 1.26473 1.21573 0.956294 0.894532 1.11789 0.974965 0.819161 1.15272 0.720603 1.42377 0.933994 1.85774 1.5808 1.06331 0.653453
threshold=14.451165964200003 188.63457064660003 65.29995953045001 93.846007959550022 30.284449345300001 22.783584484750005 193.42660545270004 20.120233242600005 21.454033346250004 202.86075815500001 23.545618314050007 188.41589330430003 16.465384711100004 44.190294328500009 15.255356438950001 14.980350013450002 14.395252042950002 24.393336510100003 22.387336278850004 193.67618212375001 86.89903215050002 87.170566421650008 62.111448187750007 23.109894804950002 191.24148878695004 113.97180552410002 22.747724408400003 111.98772342380001 22.604947139800004 22.534947303500005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 11 3 5 -5 6 -3 -8 -9 -10 -7 -2 13 14 15 -1 -17 -15 19 -14 -21 22 -20 24 25 26 27 -16 -27 -25
right_child=1 2 -4 4 -6 10 7 8 9 -11 -12 -13 18 17 23 16 -18 -19 21 20 -22 -23 -24 29 -26 28 -28 -29 -30 -31
leaf_value=0.00064130623160884648 4.3953099131914744e-05 -0.023272937060783871 -0.041667525262488 -0.03115449693430497 0.029190674996045635 0.037890153151712777 0.036086704647270103 -0.012627382072445879 0.031032862803976768 -0.0056738233961393112 0.0086657869226325658 0.027448269726048094 -0.032390377286283425 -0.034805066501273921 0.0026820467941633831 -0.050237939019505622 0.0062669854991351326 0.0066127143813161614 0.00030495253180319988 0.006711242120102873 -0.023772722747937115 0.039830199380287812 -0.057000739709561765 0.022597634113655285 -0.032891901793077223 0.025196526355522192 0.030363512262997997 -0.073358429106559805 -0.0046541131389724599 0.0073996073383851097
leaf_weight=57.425254931464224 2.5250726807862511 2.7890829071402647 1.5966897122561921 3.3341902752872548 0.96099022636190046 2.470832545310258 1.9065592940896738 5.4318101294338685 3.0545480065047741 2.5413534324616194 4.5172128542326391 5.3047401829389855 3.8229738306254166 2.368598740198649 0.86131161244702459 1.6251212519273388 1.0444152941927312 1.5335057297779711 16.898961488230277 4.4993739453202579 2.8689520307816565 0.83141082804649968 0.60718267161064332 9.0290975093375909 1.6840816264448211 5.3816659018921182 1.0590129718184469 0.9713251075881999 3.1640778835862875 9.9072182979434711
leaf_count=2359 28 24 26 120 11 16 19 52 24 35 48 63 33 39 38 40 20 38 550 29 38 9 51 138 16 58 7 10 27 68
internal_value=0.00116714 0.00416663 0.000212779 0.00268884 -0.0176531 0.0065359 0.000996857 0.00623028 0.00106846 0.0143627 0.0189989 0.0186105 0.000296957 0.00203497 0.00290569 -0.000636831 -0.0281313 -0.0185281 -0.00535663 -0.0144607 -0.00515808 0.000199524 -0.00168264 0.00954642 0.00218658 0.00735166 -0.0127227 -0.0376206 0.0141443 0.0146462
internal_weight=162.017 36.4331 28.6033 27.0066 4.29518 22.7114 15.7234 12.9343 11.0277 5.5959 6.98805 7.82981 125.584 96.0547 92.1526 60.0948 2.66954 3.9021 29.5289 11.1913 7.36833 18.3376 17.5061 32.0578 13.1215 11.4374 2.89165 1.83264 8.54574 18.9363
internal_count=4034 466 375 349 131 218 154 130 111 59 64 91 3568 2858 2781 2419 60 77 710 100 67 610 601 362 156 140 55 48 85 206
is_linear=0
shrinkage=0.040863


Tree=535
num_leaves=31
num_cat=0
split_feature=16 15 16 18 13 7 16 14 2 18 5 15 18 0 15 19 16 5 16 15 15 10 15 3 10 6 19 9 18 15
split_gain=0.251148 0.805618 0.511735 0.434179 0.889494 0.644061 0.575622 1.02423 0.665027 0.865033 1.64709 0.761896 1.42976 1.22855 1.05618 0.541264 0.57031 0.512448 0.51885 0.50788 0.479114 0.510834 0.468702 0.432626 0.387005 0.370462 0.565871 0.741442 0.720002 0.761038
threshold=18.684956306450005 34.040719645900005 18.734956189500004 12.909082926650003 109.72404167800001 19.078733418100004 15.584963555600002 171.16849715720005 72.843776848050013 15.078113735950003 13.8160216159 28.626568391100005 14.053554955550002 94.047642319350018 27.980927088250002 12.851036860900001 15.454963859600001 19.092410691950004 18.554956610400005 24.273602154900001 22.516911658450002 71.015621515800021 24.545953118950006 74.386948011350015 57.041016153700006 14.185331438000002 11.950964240300001 214.88418602500002 16.652828489350004 20.229639301750002
decision_type=2 2 2 2 2 2 2 2 2 2 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 6 24 15 -8 -9 11 19 14 -13 -14 20 16 25 -6 -19 23 -10 -22 -17 -11 -1 26 -5 28 -28 -30
right_child=2 -3 -4 4 17 -7 7 8 9 10 -12 12 13 -15 -16 22 -18 18 -20 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.041950566833950355 0.022877711782533366 -0.048712041503482739 0.0016311063752227025 0.0037269748415106152 0.042447657593576799 -0.051626336667715052 -0.048117444441077961 0.047899989678907615 0.025595373140642853 0.03663477420036531 -0.044031912465407365 0.039868493985488584 0.04306760476193431 -0.04841358712597392 0.042632746652100983 -0.049692534805169102 0.018501355612249262 -0.055607469169193617 0.042046719270647487 0.021663007041494386 0.005013382024681789 -0.043559065696265838 0.0029844031241168249 -0.042085854019566889 0.028232780427357631 0.011177868532096007 -0.033276532365820052 0.012170517583553479 -0.043659600598311352 0.040160741996005028
leaf_weight=0.1912997596518824 1.9231753181666125 0.60304183754487795 120.73471272573806 8.4118048333421118 1.2172961607575405 0.68251924496144056 1.020971358520909 0.37892717123031516 0.66852632816880841 0.15387773432303209 2.3657872359908652 0.59459418291226063 0.29356992244720448 1.4860969436849698 1.3929740542080251 0.60918980169662862 3.5941904222127041 0.20606047548790218 0.16250710934400558 1.2862937776080796 0.83078095037490107 0.64018670887162443 0.52526958286762238 0.48097454465460032 0.41762842983007431 4.2251008495222768 2.7763955606642408 1.3418646746431475 0.2782618204364552 0.51687511705677025
leaf_count=104 29 90 1489 1046 13 215 55 1 30 5 142 6 2 104 14 55 33 73 2 40 36 85 2 74 11 54 121 38 54 11
internal_value=0.00107083 -0.00186291 0.00196424 -0.00109414 -0.000246468 -0.0243682 -0.00164691 -0.00903155 -0.00525711 -0.00723311 -0.0212063 0.00290825 -0.0149934 -0.0333231 0.0149404 0.00219592 0.00367128 0.0296657 -0.0125502 0.00690215 -0.00308939 -0.0161261 -0.0253024 -0.0230053 0.00618411 0.000634169 -0.00270898 -0.0137274 -0.0234576 0.0108274
internal_weight=160.011 37.3529 122.658 36.7498 35.4584 1.29145 33.8725 11.5936 10.5726 10.1937 4.28693 5.90673 2.37426 1.77967 3.53247 22.279 21.1445 1.58586 0.368568 1.92115 2.13949 1.47097 1.13446 0.634852 0.608928 17.5503 13.3252 4.9134 3.57153 0.795137
internal_count=4034 2516 1518 2426 2096 330 2008 594 539 538 261 277 112 106 165 1414 1357 88 75 119 151 121 57 79 115 1324 1270 224 186 65
is_linear=0
shrinkage=0.0408644


Tree=536
num_leaves=31
num_cat=0
split_feature=13 12 2 15 2 10 2 2 19 14 18 19 10 10 6 17 0 0 8 0 13 12 2 10 7 6 4 7 6 14
split_gain=0.252597 0.260054 0.339388 0.246417 0.508268 0.397789 0.740947 0.332623 0.318502 1.01714 1.12842 1.77419 0.852261 0.78873 0.732168 1.09237 0.613775 0.602385 1.58982 3.61409 1.38752 1.29859 0.541678 0.962686 0.869106 1.52258 0.752738 0.649148 0.636665 0.621779
threshold=95.986020631400024 217.19140783420002 206.07223625840001 46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 184.38272419390003 14.351157895250003 372.73472382990002 13.893471991850001 14.651182102100002 62.391047833300007 64.407391431150018 16.585387514950003 183.58889821140002 78.626646483100004 86.20003303655001 8.543332867800002 85.764502819450016 117.64961624655002 135.71835115270002 106.79778736115001 62.132955852800002 22.381996090050006 16.575387281250006 183.52566960905003 22.721067571950005 15.885371159150003 159.27858171270003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 8 7 -6 -7 -5 14 10 22 12 -12 -14 17 16 -16 18 19 21 -19 -2 24 -24 25 -10 27 29 -25 -26
right_child=3 2 -4 4 5 6 -8 -9 9 -11 11 -13 13 -15 15 -17 -18 20 -20 -21 -22 -23 23 28 26 -27 -28 -29 -30 -31
leaf_value=-0.039986100557477734 -0.046767386445990287 0.033567238408525234 -0.039576832086666097 -0.0042385948934204644 0.0123771488862125 0.01219570413515161 -0.041912240206323552 -0.045279826572996326 -0.026074637120308955 0.028773507091577603 -0.050643786692902162 0.029675939450447279 0.0093087281673732945 -0.033065372703596135 -0.021214318032825499 -0.053263514661548876 0.015788208047666626 0.0012890652876876478 0.0074011599624393479 -0.052940546759302924 0.044702498495689302 0.014721688959809512 0.0047302728654894707 0.00010643007352991813 0.00016464784270308065 0.011976799710673227 0.032113089389346448 -0.0042491173663263149 -0.025185201544616717 0.029239976587933224
leaf_weight=0.47114227231759187 0.63462057580181719 0.23499565104430076 0.16840900850183971 0.50614301903988124 1.8587173160631212 0.79247607663273789 0.77332251673215069 0.76996891369344667 2.4612481743097332 2.3899398501962414 1.4584194999188174 1.1034901700913904 1.2669480107724669 1.4646337646991012 1.5495032205290042 0.95989922720400489 1.2545427998702505 78.363279678986146 6.0852235890924931 2.9631636710837483 1.1552983317524184 3.2579201368935173 24.018457489088181 3.0402703508734694 1.7775135431438664 4.7934749932028353 3.3593436144292346 3.0745040830224752 3.1176207885146141 3.1588138267397881
leaf_count=566 140 8 413 26 18 6 45 41 31 45 42 12 14 29 341 24 38 1526 31 35 5 114 218 21 33 58 70 28 25 31
internal_value=0.0009331 -0.0201431 0.00303184 0.0010502 -0.00781824 7.55569e-05 -0.0145273 -0.0290017 0.00132318 0.00366727 0.00255806 -0.0146874 -0.0263711 -0.0134116 -5.28294e-05 -0.0170545 -0.00465922 0.000639295 -0.0072291 -0.0202151 0.0019198 0.00469681 0.00442868 0.00117375 0.00970237 -0.000932587 0.016488 0.0099356 -0.0126982 0.0187703
internal_weight=158.283 0.874547 0.403405 157.409 4.70063 3.42452 1.5658 1.27611 152.708 56.4847 54.0947 5.29349 4.19 2.73158 96.2235 3.76395 2.80405 92.4595 12.9409 6.8557 79.5186 3.89254 48.8012 30.1763 18.6249 7.25472 11.3702 8.01083 6.15789 4.93633
internal_count=4034 987 421 3047 136 69 51 67 2911 657 612 97 85 43 2254 403 379 1851 320 289 1531 254 515 264 251 89 162 92 46 64
is_linear=0
shrinkage=0.0393254


Tree=537
num_leaves=31
num_cat=0
split_feature=9 9 0 16 0 7 7 13 17 18 8 9 5 3 17 7 10 0 0 13 2 7 18 0 5 15 18 19 6 4
split_gain=1.2466 1.22828 1.61363 2.37625 1.12869 1.01611 1.24743 1.07428 1.27213 1.50354 0.97105 1.43793 0.944411 1.53903 0.791198 1.02306 0.763664 2.01706 2.01225 1.48521 1.24335 1.71112 1.58169 2.41866 1.05365 1.59513 1.36685 1.84127 0.977872 0.774134
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 103.33357670195001 20.861906850000004 21.844899366700002 117.60660091645001 190.25644477395002 14.444150028100003 5.9453602998000008 72.978943918850021 29.996566321350006 94.972471916200007 182.50770257345002 22.381996090050006 66.964115113200009 91.937202686950016 90.407470010750018 113.97180552410002 108.63443756215001 23.109894804950002 13.314799198000001 86.103248543850015 21.850554661550003 45.169600924000008 13.3584252364 14.451165964200003 16.525386113000007 180.93811691895004
decision_type=2 2 2 2 2 2 2 2 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 16 10 -7 8 14 -10 11 -1 13 -5 15 -8 18 -18 19 -4 29 22 23 28 -23 -26 -27 -28 -22 -21
right_child=1 2 4 12 -6 6 7 -9 9 -11 -12 -13 -14 -15 -16 -17 17 -19 -20 20 21 24 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.00030006801833695371 0.00072895979190564322 -0.0020544758259450221 -0.00080260486924741466 0.00034835022457499872 -0.0011427105227008057 -0.0020037602680359652 0.0018945264811808928 0.00096192744933197723 0.0011342189620293722 -0.0019026170844918969 0.0019217036294560119 -0.001901558279893051 0.0010698231942931084 -0.0015019701527828134 -0.0022006468357676987 -0.0021316339078605315 -0.0015255475295244763 0.00017278087190532784 0.0013757465196291389 0.00045775756395596839 -0.001606570764202737 4.7893074559835597e-05 -0.0015113862099682914 0.00084793720363806062 0.00085814808125149261 0.00076719021476417298 -0.0022943427927242079 0.00015128142398725572 -3.6580180843708571e-05 0.0012341951296395278
leaf_weight=6.6047964754397999 16.049478955508675 2.5452395496831732 4.0135334730148307 3.9698424302041513 1.9877021480060637 1.9685763431189096 0.43702855796436813 1.6558035686612127 1.8104844591289295 0.80364311655284826 0.97114912420511235 1.1961858207650946 2.0587251409888268 2.5018127872608602 2.0472003616887378 0.42500106054649223 2.4753478979691854 67.234513761359267 6.3124859109520903 10.72612674534321 2.9526492850854975 18.931575909256935 3.0827364521101108 5.5262064430862665 22.16935753077269 3.4252440258860579 1.7038234854117034 2.7429426405578852 2.5021515674889088 7.4141861125826827
leaf_count=204 141 134 30 41 356 164 12 9 18 419 12 335 16 71 183 170 50 1014 56 67 33 138 27 31 130 14 31 32 12 84
internal_value=0.000195972 0.000239838 0.000194793 -0.000487685 0.00024111 -0.000269921 -0.000700772 -0.000343484 -0.000734823 0.000200626 0.000179379 -3.75246e-05 -2.01961e-05 -0.000366947 -0.00157538 -9.04661e-05 0.000258172 0.000112474 0.000369168 0.000294582 0.000348829 0.00022616 -0.000341907 -1.35956e-05 0.000389295 0.00060444 -0.000110059 -0.000785784 -0.000886406 0.000775098
internal_weight=208.246 190.326 174.276 11.0756 163.201 17.9199 9.14774 7.17916 5.52336 2.61413 8.77213 7.80098 8.53038 6.47166 2.90923 0.86203 161.213 69.7099 91.503 85.1905 81.177 63.0367 14.0637 10.981 48.9729 30.0414 7.87201 4.44677 5.4548 18.1403
internal_count=4034 2508 2367 262 2105 1526 975 811 802 437 551 539 128 112 365 182 1749 1064 685 629 599 448 103 76 345 207 77 63 45 151
is_linear=0
shrinkage=0.00184769


Tree=538
num_leaves=31
num_cat=0
split_feature=10 18 17 8 10 18 16 16 4 4 15 15 16 3 16 19 16 6 9 2 6 0 15 14 14 2 7 6 7 9
split_gain=0.240978 0.441434 0.291241 0.603493 0.316435 0.25798 0.283837 0.919796 0.258464 1.00423 0.866632 1.07621 0.539586 0.942321 0.997959 0.67056 0.520211 1.33018 0.473743 0.462594 1.91802 1.41676 1.39779 1.12885 1.103 1.24274 1.22349 0.892984 0.88003 0.867497
threshold=81.479100559500012 17.323446153950005 190.11254901275001 7.1444245619500011 83.740093847200015 17.138111898250003 17.684958644900004 14.544965987550002 244.52697497700004 245.19972926210002 43.890399822900008 42.841315546000011 22.674946976100003 93.870204082750021 22.824946625350005 14.651182102100002 22.674946976100003 16.545386580300001 219.21617201485003 189.28685862455004 13.65531905435 96.851704149400021 42.246988155050012 273.54171774295008 287.36199315565005 200.74412770730004 23.051546669900002 13.355312044750002 19.078733418100004 205.22231928645002
decision_type=2 2 2 2 2 2 2 2 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 8 7 -7 10 -10 11 16 15 -14 -15 19 18 -18 -1 22 -21 24 23 -11 -22 -26 28 -25 -27 -29
right_child=1 2 3 -5 -6 6 -8 -9 9 12 -12 -13 13 14 -16 -17 17 -19 -20 20 21 -23 -24 27 25 26 -28 29 -30 -31
leaf_value=0.0030568715746218077 -0.039283822653904635 0.03859459099707057 0.024547876954045863 -0.039268941933101841 -0.039179782643060546 0.039575155244692413 0.038697116343620178 -0.039059888470988631 -0.04845453826901059 -0.00065602052111384131 -0.030503761176419411 0.023414086482213169 0.024538349828957383 -0.043913650551526524 0.010357524909319711 0.016967859455610978 -0.033826891100174623 0.0016727745647043728 -0.019759625101222106 -0.040365329338569136 0.015449123593207088 0.03213847383308354 -0.043853065262677335 0.0096434612456029502 -0.045188385833776767 0.0025565549423432082 0.001727496206393202 -0.06241855147374277 -0.046692925620802996 -0.015982759137771349
leaf_weight=78.659409030282404 0.60208675603644124 0.38466832414269425 0.35821564752222912 0.52103442288353108 0.093070701586839277 0.46701269703043979 0.54090699553489685 0.39190174522809684 0.63232304947450657 18.225924467034936 1.1488640318275418 3.417131843045353 3.0815493166446677 0.73424104752484742 1.4319640322355551 2.6518397601321331 2.0397123210132113 5.8446058093104511 1.325559050659648 1.5583246567439371 5.4905363041616573 2.171944076428189 1.3579708737670433 0.78203098189987885 0.98130199842853727 0.83459487160144208 17.835388369727298 1.0575399982335514 1.3777291846672595 1.2665028943447394
leaf_count=1500 371 7 226 127 229 9 17 41 12 262 23 22 52 21 39 27 22 80 29 258 62 26 37 44 22 52 297 20 78 22
internal_value=0.000879579 -0.0123118 -0.000344446 -0.0132693 0.023443 0.00104598 0.0172208 0.0036959 0.000898864 -0.00100309 0.00216371 0.00257484 -0.000509913 0.0110913 -0.00803784 -0.00160505 0.00176442 -0.00751117 0.00267874 -0.0025354 0.000528772 0.00274986 -0.00662049 -0.0042503 0.000342938 -0.00360119 -0.00156556 -0.0253409 -0.0281137 -0.0371131
internal_weight=157.266 1.95908 1.35699 0.87925 0.477739 155.307 1.39982 0.858914 153.907 61.4717 92.4353 91.2864 60.8394 5.24775 2.16621 55.5916 87.8693 7.88432 79.985 52.9398 30.2498 28.6915 22.69 21.332 26.5196 21.029 20.0477 3.10607 2.21232 2.32404
internal_count=4034 960 589 353 236 3074 67 50 3007 1331 1676 1653 1319 112 60 1207 1631 102 1529 1180 795 537 385 348 511 449 427 86 130 42
is_linear=0
shrinkage=0.0378485


Tree=539
num_leaves=31
num_cat=0
split_feature=16 9 7 9 0 6 5 6 10 16 19 10 3 5 5 2 7 5 15 18 6 0 5 8 13 2 6 6 7 9
split_gain=1.94763 1.332 1.79994 1.5172 1.65978 3.17747 1.64264 2.10781 1.51604 2.63364 1.90646 1.3345 1.29419 1.23377 1.23354 1.1941 2.6817 1.95934 1.56379 1.18065 1.29639 1.1282 1.11357 1.08238 2.23061 1.04376 1.64924 1.0075 3.02826 0.975428
threshold=23.344945409400005 179.18874144770004 20.861906850000004 186.68586460755003 85.732241321850012 16.555386813950005 29.996566321350006 16.625388449550005 64.407391431150018 22.494947397000004 14.551174033150001 62.837331883000012 103.00289635185001 24.628131835750001 21.500664456800006 108.63443756215001 23.109894804950002 21.850554661550003 44.891409666300007 13.3584252364 16.455384477450004 95.469836670350006 29.026000224750003 8.3434888241000014 117.53132408880002 319.18044405035005 16.995397094750004 16.505385645700006 22.835261448650005 185.90443620030001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 12 29 5 -5 7 -7 9 14 -10 15 -1 -9 -6 -11 27 23 -19 -20 -21 -4 -14 -18 -25 26 -24 28 -17 -3
right_child=-2 3 21 4 8 6 -8 13 10 11 -12 -13 22 -15 -16 16 17 18 19 20 -22 -23 25 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0010620722222459537 -0.0025216898768087846 0.00052209500029346369 -0.0020192577875295203 -0.00235794009407404 0.0019735952662920525 0.00091859459682405243 0.0015317513962211104 -0.0025097063733543713 0.00012366445240195363 0.00085794035295266879 -0.0020595739923495145 0.0015675604582381917 -0.002121149122993108 -0.0002044013510475526 0.00056611371478208067 -0.00017092693110803053 0.00024709153044538191 0.0010196175338135212 0.00089742308019162792 -0.0015797246810253765 0.00029851404416428941 -0.00015921367387468073 0.001422691570626991 -0.0019587909714007586 0.00048795136174652491 -0.002157935794656013 -0.0021701494920607612 -6.1168344929340388e-05 -0.0030024761864550892 0.00149774101718564
leaf_weight=4.0862208084145077 1.0710407756268967 14.603052256337834 3.3341047709982368 2.9345211375039062 6.4873843118548375 2.7905604932457191 2.4108014702796936 2.0278476061066617 79.61619369975233 11.818011842668055 1.7042790427803982 3.4577372111380091 1.2908451538824008 1.8538923095911739 4.3324727453291416 4.212688345462082 8.4608006197959167 19.506924562156204 4.0187620278447849 2.7234647385776043 3.5072837453335524 2.2979716943227686 2.332706871733536 3.4974584635347119 2.7979058176279068 0.70505585629143741 0.69084703928092484 5.6672527994960546 2.5171361519023776 6.0443523404246653
leaf_count=135 17 125 267 112 82 18 15 67 1510 56 19 41 235 34 27 30 49 104 16 43 22 677 33 33 12 40 108 31 29 47
internal_value=0.000225653 0.00023955 -0.000352732 0.000283862 0.000222526 -0.000510211 8.67437e-05 -0.000435359 0.000276114 0.000470295 7.79091e-05 0.000329441 0.000208639 -0.00140871 0.00141001 0.00026715 0.000144465 0.000378451 0.000680215 3.4263e-05 -0.000522465 -0.00126033 -0.00048612 -0.00023007 -0.000871363 7.99268e-05 0.000601769 -0.000695677 -0.00123 0.000807707
internal_weight=212.8 211.729 14.7378 196.991 176.343 12.0176 9.0831 6.6723 164.326 83.0053 81.3205 72.1854 9.10568 3.88174 10.8199 68.7277 56.9097 44.5126 29.7564 10.2495 6.23075 5.63208 5.01945 14.7562 6.29536 3.72861 3.02355 12.3971 6.72982 20.6474
internal_count=4034 4017 1495 2522 2350 246 134 119 2104 575 1529 466 551 101 109 425 369 279 185 81 65 944 416 94 45 181 141 90 59 172
is_linear=0
shrinkage=0.00204248


Tree=540
num_leaves=31
num_cat=0
split_feature=9 9 0 16 18 16 0 14 7 6 5 18 14 10 6 15 3 5 2 5 3 7 19 19 9 2 8 10 4 4
split_gain=1.07176 1.54959 1.7749 2.49599 1.35782 3.00549 2.35047 1.50094 2.7716 2.00576 1.36166 1.45436 2.40137 1.40574 2.96574 1.70445 1.34727 1.7906 1.70046 1.25332 1.849 1.11481 1.0632 2.03843 1.16241 1.03255 1.18249 1.15371 0.939463 0.956887
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 13.843998451900001 22.654947022900004 86.692020874450009 195.25924573520004 23.109894804950002 16.525386113000007 24.279163357700003 14.118140587000001 273.54171774295008 66.964115113200009 15.365359009150003 36.548474543700003 89.356282881700011 21.991679690250006 223.33025333645003 29.996566321350006 94.972471916200007 23.150522195450005 14.351157895250003 14.551174033150001 199.38481636575003 56.478612905150008 7.943800736700001 71.365121072750014 377.6847677435 195.50296729855003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 -2 3 -3 7 6 -6 22 -9 21 11 12 -8 16 15 -15 -13 18 -18 20 -5 -10 -4 24 -24 -1 27 28 29 -27
right_child=1 2 4 19 5 -7 10 8 9 -11 -12 13 -14 14 -16 -17 17 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0014049651459668512 0.00089781588286174958 -0.0024458426250056884 0.00033881401177316924 0.00037426625886970464 -0.0026278072908127201 0.0021124421235490186 -0.00017337769672341776 -0.00045643779437339467 0.0018060872585730827 -0.0006566194113680491 0.0018660383751704964 0.0016948853900453998 -0.0025124820017617443 0.00013943678730007791 -0.0026362417525702809 -0.0023450740935584231 0.00044419637943362872 0.0014412587266547435 -0.0027019677236821927 0.0012659647635213139 -0.0018373924800611752 0.00063674140212415095 0.0022916389106825683 -5.6582068701077008e-05 0.00068340422059803927 -0.0013216558216461289 -0.0016201247118050185 -0.0022169873189097013 -0.0022917445002808129 0.00047167583685346154
leaf_weight=1.5358863127185056 16.404629092663527 2.6880851128371424 8.5551523342728633 4.3760894204024208 1.5772613063454617 3.3091365918517104 9.3829670222476107 16.949376586824656 4.434717407450079 5.2292195782065383 1.9083093777298916 4.8694783076643926 2.6628047823905936 58.358194816479227 1.9563454459421326 1.3347711946116749 1.8697530478239062 2.7984187230467796 1.4349434375762937 2.4481224566698074 3.0187477758154273 29.373612023890018 7.1861180737614614 3.7581143863499156 3.0151198878884315 1.6543862799881033 3.3067089244723311 1.1759713495848689 0.76300338415603697 9.3702306883351394
leaf_count=17 141 134 50 41 24 37 93 114 18 35 7 41 24 1222 32 79 13 27 31 16 71 140 76 23 19 276 31 762 69 371
internal_value=0.000212079 0.000257822 0.000200293 -0.000589272 0.000258505 7.84925e-05 2.14122e-06 0.000468239 0.000277617 0.00059633 5.00542e-05 9.12409e-06 -0.000690454 0.000125163 -2.4373e-06 8.38816e-05 0.000842082 0.000161657 -0.00092191 -8.22481e-05 -0.000528585 0.000790127 0.000942259 0.00131209 0.0018163 -0.000298882 -0.000459722 -0.000163731 4.11087e-05 0.000202563
internal_weight=216.706 198.899 182.495 12.531 169.964 91.4624 88.1532 78.5014 55.9869 39.0375 86.576 84.6677 12.0458 72.6219 61.6493 59.693 10.9726 6.10312 3.3047 9.84296 7.39484 33.8083 22.5145 13.9594 10.2012 17.8062 16.2703 12.9636 11.7876 11.0246
internal_count=4034 2508 2367 262 2105 1630 1593 475 307 193 1569 1562 117 1445 1333 1301 112 71 44 128 112 158 168 118 95 1526 1509 1478 716 647
is_linear=0
shrinkage=0.00217391


Tree=541
num_leaves=31
num_cat=0
split_feature=0 17 15 5 7 10 19 19 14 18 19 8 6 17 5 6 8 16 8 6 9 18 0 17 0 7 7 6 0 4
split_gain=0.237851 0.529478 0.222604 0.51853 0.331312 0.325706 0.315249 0.287181 0.857534 1.01885 1.46394 0.856316 0.659111 0.982579 0.547475 0.75599 0.804249 0.775226 0.82736 0.755947 0.716503 1.1074 0.69967 0.671055 0.79761 0.77014 0.697447 0.627892 0.546801 0.517107
threshold=103.33357670195001 241.79519611995002 46.683480308100009 25.322158499750007 23.203497038450006 58.167480110400007 14.651182102100002 14.351157895250003 372.73472382990002 13.893471991850001 14.651182102100002 8.543332867800002 16.585387514950003 183.58889821140002 20.444185446200006 16.395383075500003 8.4434108459500017 22.614947116400003 8.3434888241000014 16.455384477450004 184.36538191430003 13.112573650350003 86.479632682150012 190.38166638035003 85.732241321850012 23.109894804950002 20.873561687950005 16.605387982250004 78.626646483100004 371.57449297710008
decision_type=2 2 2 2 2 2 2 2 2 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 6 5 -5 -4 12 9 14 11 -11 29 28 19 17 20 -16 -19 -9 -17 -22 -23 24 26 27 -18 -25 -14 -1
right_child=1 -3 3 4 -6 -7 -8 8 -10 10 -12 -13 13 -15 15 16 23 18 -20 -21 21 22 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.0013008125011950977 -0.042164616881208809 0.014191452259108367 -0.044468270916311017 0.0073979149599380737 0.009171988897741833 -0.046140719071827818 -0.0034594274734274936 0.031657628607175234 0.028613913742819349 -0.045834065936373562 0.028958191852767094 -0.0074947771080967843 -0.021494634833202648 -0.055214669639612877 0.0033352338192243281 -0.003889321427777699 0.022788193272857735 -0.0018935252348455775 -0.039419136428610051 0.0017407999031963744 0.039961166284502393 0.0011044012937023683 0.024061562982009687 -0.039434368717105477 0.022825117902195588 0.0014310953122072907 -0.013919166647860547 -0.004645063843716624 0.015466893264129127 -0.01661696414041728
leaf_weight=89.064487755269511 0.66665013557758246 0.51360538888548035 0.87222602058318333 0.36155157536268268 2.3838371349265799 0.43639592864201404 0.52107443008571863 2.9053116217255583 2.323191510513424 1.9955724738538254 1.047571303322911 2.0604708008468151 1.5691072493282261 0.89676886389133859 4.9580338227096927 3.5667754785390597 1.2605185322463528 1.9878721069544552 2.1051198414061219 2.9745313934981823 2.8867589784786096 5.6561877531930786 3.9051408432424068 1.9057796103879794 3.6948777474462986 5.9677478582598269 3.1555866303388029 1.7153298836201427 1.2523997225507626 2.8939047605272199
leaf_count=1676 864 69 53 4 36 39 4 35 45 45 12 40 341 24 44 35 13 17 25 26 20 39 67 24 27 65 57 21 38 229
internal_value=0.00101579 -0.0176405 0.00115665 -0.00790922 0.00138401 -0.0218823 -0.0291316 0.00142997 0.00380045 0.00272795 -0.0150035 -0.0263577 4.07292e-05 -0.0171777 0.00458823 0.00294731 0.00582101 -0.00775712 -0.0211938 0.0165231 0.0125943 0.0173174 0.0104808 -0.000307505 0.00852398 -0.00777784 -0.00344154 -0.0229546 -0.00508829 0.000736945
internal_weight=157.504 1.18026 156.324 4.57509 3.18178 0.797948 1.3933 151.749 56.0724 53.7492 5.10361 4.05604 95.6767 3.71828 48.6456 42.7657 33.7147 9.05103 4.09299 5.87984 16.0149 12.4481 9.56133 17.6998 8.11098 9.58886 4.41611 3.62111 2.82151 91.9584
internal_count=4034 933 3101 136 79 43 57 2965 657 612 97 85 2308 403 515 454 368 86 42 61 161 126 106 207 97 110 70 45 379 1905
is_linear=0
shrinkage=0.041715


Tree=542
num_leaves=31
num_cat=0
split_feature=16 15 16 17 19 15 15 9 18 9 8 2 17 9 5 16 12 4 15 13 18 12 4 6 4 8 13 4 2 15
split_gain=0.223588 0.73633 0.444087 0.391355 0.442201 0.74844 1.31204 0.766388 0.879426 0.633094 0.614803 0.605402 0.805665 0.454391 0.765019 0.727484 0.527833 0.489484 0.458588 0.666733 0.501057 0.411829 0.471769 0.4035 0.890619 0.557225 0.909084 0.401009 0.39693 0.391108
threshold=18.684956306450005 34.040719645900005 18.734956189500004 162.13109061465002 12.651020723000002 26.912781836550003 28.626568391100005 213.27127849780001 14.053554955550002 191.72037998490001 2.7478556007500008 72.043920985000014 188.19076296340003 205.88909726980003 17.195729971700004 15.454963859600001 105.35624869990001 170.06818406760001 22.351147806600004 98.050756475600011 15.788786379500001 209.59843599465003 310.84398244705005 14.185331438000002 223.326937759 8.2435668022500028 99.115385895250014 169.88079978325004 106.79778736115001 27.063546193350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 -1 10 9 28 8 -8 -6 -5 -11 -13 15 16 18 17 -15 19 -12 -21 27 -23 24 -18 26 -26 -14 -7 -4
right_child=2 -3 29 4 5 6 7 -9 -10 11 13 12 21 14 -16 -17 23 -19 -20 20 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.043428565489934373 0.022120083059458583 -0.049424130082855094 0.012871142117813032 -0.042602341223970289 0.00045319599804488858 0.0051401903813976888 0.013602197585910058 0.022853634109961309 -0.047550097275643702 -0.052864082062112364 -0.043165259491408745 0.037224411763824052 0.0025977034318875633 -0.0023480385760346265 -0.047411223217818016 0.028350560254803814 -0.046466220010515313 0.043196942067718673 -0.020068415760441612 0.0025585254664782834 0.025240318993362407 0.019704241787773989 -0.039466077314088882 0.014519985045966414 0.00701486848442146 0.026680834093842122 -0.04138934360334047 -0.037940089022841829 0.039253599787001159 0.00096521674962049575
leaf_weight=0.38007948962876881 1.8504007449373592 0.56317662555375037 5.040678836987353 0.50320136837763385 3.2290864881670114 0.93068242789013256 0.59657084348145906 0.6888540401123463 1.3248968922125639 0.97160390531644214 0.43043136026062878 0.44118436169810582 0.52138546854257661 0.79289337643421987 0.63352057518204663 2.7443628578912458 0.98393935302738089 0.86093421361874789 1.2197732156964773 4.959566199046094 2.5949853526544757 0.7048819580231791 0.3541068903869018 1.4023184217512605 1.8470427590473271 0.91189912185654964 1.0729521985631434 2.3540743760822807 1.6621939017641123 113.43938358259766
leaf_count=318 29 90 104 606 267 33 19 26 117 45 224 6 2 28 31 56 39 19 31 111 21 37 39 10 138 21 27 120 35 1385
internal_value=0.0009271 -0.00198052 0.00178927 -0.00121967 -0.000757837 -0.00657734 0.00593664 -0.0149949 -0.0285637 -0.0141695 0.00306842 -0.0229998 -0.0163685 0.00419196 -0.00319653 0.00945116 0.000361775 0.0213613 0.00381638 0.00746498 0.0103497 -0.0223781 -8.12524e-05 -0.00522343 -0.0109725 -0.00185856 -0.0107713 -0.0305897 0.027009 0.00147175
internal_weight=156.011 35.6806 120.33 35.1174 34.7373 13.7795 5.2032 2.61032 1.92147 8.57632 20.9578 5.34724 4.37563 20.4546 8.5055 11.9491 7.87198 1.65383 9.20476 7.98498 7.55455 3.93445 1.05899 6.21815 4.81583 3.83189 2.91999 2.87546 2.59288 118.48
internal_count=4034 2516 1518 2426 2108 746 230 162 136 516 1362 249 204 756 313 443 282 47 387 356 132 198 76 235 225 186 165 122 68 1489
is_linear=0
shrinkage=0.0418233


Tree=543
num_leaves=31
num_cat=0
split_feature=6 3 9 2 0 6 2 17 8 16 15 13 16 8 9 10 0 9 8 7 0 16 19 13 18 8 17 5 10 17
split_gain=0.215233 0.668779 1.2668 0.786104 0.646959 0.979414 0.946352 1.1289 1.39753 0.944445 1.37947 0.752607 0.774527 0.721019 0.686605 0.683497 0.682903 0.705049 0.985761 0.948373 0.699625 1.35401 0.904286 0.648233 0.61064 0.788039 0.589526 0.587116 0.624211 0.546525
threshold=14.825346391850003 83.538459487450012 201.61239113610003 327.65694121785003 87.170566421650008 16.355382140900002 253.13454704850002 204.49254535040004 8.543332867800002 22.614947116400003 42.246988155050012 115.68166489510001 22.514947350300002 8.3434888241000014 211.71022357485 62.132955852800002 87.638358136350021 201.14010537530001 8.543332867800002 23.699538637550003 89.705782438650019 19.974953289850003 13.751109481500002 113.89115178020002 12.551858988050002 5.9453602998000008 199.20888372035003 21.454033346250004 63.353515844050008 189.50863627480001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 29 5 9 7 16 -9 10 13 24 27 -2 -10 -14 -6 18 20 -19 -18 22 -22 -23 25 -7 -21 -13 -29 -4
right_child=4 2 3 -5 6 11 -8 8 14 -11 -12 12 15 -15 -16 -17 17 19 -20 26 21 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0013129602075698478 -0.013390796235230597 -0.00068618279240093331 -0.0031393070681569888 0.015176524131280936 0.021816681745881243 -0.039227296852831911 0.027346399159330247 -0.03898350797965168 0.024104682054959751 -0.045340604797459536 -0.054400939330620748 0.038926745789978338 0.00059416418906133473 0.039788780192131654 -0.013918072816846165 -0.021157096865974806 0.015688853083344695 0.0334815870726929 -0.022344854308253424 -0.007183080080963823 -0.0036960949406678496 -0.032078555056850026 0.027802823278284487 -0.0017340159606191606 -0.044614932915685739 0.037520203215052603 0.015208557446052959 0.0036202796748083638 0.039386494938810045 -0.040681461929104074
leaf_weight=35.887848041682446 0.67861786319554063 8.7063102990432508 0.69313220214098636 0.55923905549570907 3.7568436786532429 0.36575991413701447 2.6889418775681397 1.8296341304667283 1.2635029889643195 1.3141544080281162 0.56441244309826277 1.0641916841268528 55.047935176466126 0.78489673137664795 1.4629169292747972 2.1425656974315634 4.6558249536901775 2.3767852298915368 2.4300431420560917 2.8941071587614715 2.903800515457986 2.2631232449784875 2.3572298474609852 1.8077074214816091 0.93931734545003565 0.39969024423044175 3.996010834351182 5.1493732855742564 0.80554701387882222 2.7487340499064885
leaf_count=1641 54 391 32 21 32 159 61 35 13 36 23 52 570 6 33 38 34 26 23 38 37 38 16 15 77 13 41 261 7 211
internal_value=0.000757402 -0.00132453 -0.00877325 -0.0263705 0.00171237 -0.000436533 0.00576905 0.00406245 -0.0134393 -0.0203904 -0.00422191 0.000575193 0.00123303 0.0151299 0.00370279 -0.000220718 0.00677084 0.00457011 -0.000132893 0.0129022 0.00372593 -0.00224257 0.0104171 -0.0186037 -0.0242021 0.000847457 0.00580323 0.0130779 0.00845853 -0.0331211
internal_weight=154.538 48.5953 12.7074 4.00111 105.943 69.2565 36.6865 33.9975 4.55605 3.34208 2.02793 65.9144 64.2096 1.46351 2.72642 57.1905 29.4415 25.6846 16.4177 9.2669 13.9877 9.33186 5.26103 4.07083 1.70477 0.76545 6.89012 7.01911 5.95492 3.44187
internal_count=4034 2296 655 264 1738 1296 442 381 81 119 83 1177 928 60 46 608 300 268 163 105 140 106 53 53 249 172 79 320 268 243
is_linear=0
shrinkage=0.0377826


Tree=544
num_leaves=31
num_cat=0
split_feature=16 16 16 8 7 3 17 7 8 19 9 7 13 10 13 0 15 5 6 8 16 15 5 0 6 5 6 12 2 2
split_gain=0.205292 0.518425 0.385748 0.211019 0.629117 0.832812 0.504116 0.874922 0.502832 0.399843 0.794976 1.04891 1.05603 0.838383 0.936215 0.810081 0.782493 0.696471 0.583206 0.944245 0.931024 0.697628 1.03594 1.83473 1.31954 0.902831 0.807923 0.680488 0.653249 0.85185
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 22.620600126450004 91.017750006350013 177.64087306825002 20.752538901500003 9.4426310644000022 14.451165964200003 187.94830913940004 22.792619241600004 115.12515406205002 62.837331883000012 117.45067034490002 85.861287312150012 36.548474543700003 22.692834890150003 16.465384711100004 8.7431769115000026 22.794946695500006 44.190294328500009 21.850554661550003 86.135510041400025 15.945372561050002 21.454033346250004 16.405383309150004 95.360362796200008 229.44804549725004 200.74412770730004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 6 -6 7 -5 -8 18 16 -12 -13 14 -14 -16 -11 -17 21 20 27 22 23 -2 28 -26 -23 -20 29 -25
right_child=3 -3 -4 4 5 -7 8 -9 -10 10 11 12 13 -15 15 17 -18 -19 19 -21 -22 26 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.048224519198246073 -0.046327218130934517 -0.04873222393553988 0.041108531385879672 0.012343865454994517 0.0058810234057824892 -0.034077989415101664 -0.0032170475059282071 -0.054147496377400246 0.038686017352738869 0.042759462914857188 -0.021531175401155591 -0.029518757493826105 -0.017256473200611754 0.037498244122453492 -0.020356382466400799 0.005774308498595955 0.0089968258401514293 0.030046044091196857 -0.061175264431019095 0.025349670296669534 0.038833601738866533 -0.04080591229944925 0.014585805273409054 -0.00095836866721206622 0.028843729944510153 -0.012510579184401871 0.0045002009714941909 -0.009137254779330431 -0.027582443722720344 0.023954974315060371
leaf_weight=0.15021813915700366 1.7973702936433245 0.60480629528319696 0.36940730839705793 1.2152788626262898 1.9485069771762935 2.8201061622239649 1.12452036770992 0.68290244811214496 1.4465706681658046 2.3006700947880772 3.5004982159880482 1.6443166211247469 3.0499475332908359 2.1319701578468075 1.5075675524421956 5.928246218711136 4.4499548901803792 4.6690480904653668 0.56932956568199244 1.9579805936664332 0.88009877130389114 1.7744498001993627 13.922680648101958 55.932183561337297 5.8719479143619528 1.4554210118949411 1.7052831420442087 22.344937854377349 1.9035547006860714 3.2059999169941866
leaf_count=455 25 435 40 36 37 58 23 24 21 35 38 25 28 31 63 59 47 42 26 9 10 52 249 1069 113 8 18 580 251 127
internal_value=0.000860713 -0.0191492 0.0152833 0.00100899 -0.00587538 -0.0177503 0.00679489 -0.0115775 0.0203588 0.00145527 0.00636161 0.00210574 0.00647638 0.00990023 0.00601776 0.0118819 0.0205034 0.0164682 0.000191806 -0.0060262 -0.00860804 0.0020204 0.00287384 0.000549904 0.00178227 0.0206296 -0.0186031 -0.0104302 -0.000480142 0.000392234
internal_weight=152.866 1.12443 0.519625 151.741 9.23789 4.76861 4.46927 1.89818 2.57109 142.503 29.1822 22.4316 18.9311 17.2868 15.1548 12.1049 6.75062 10.5973 113.321 25.7523 23.7944 87.5689 84.0892 70.1665 68.3691 7.32737 3.47973 22.9143 61.0417 59.1382
internal_count=4034 930 495 3104 199 95 104 60 44 2905 368 286 248 223 192 164 82 101 2537 625 616 1912 1842 1593 1568 121 70 606 1447 1196
is_linear=0
shrinkage=0.0470034


Tree=545
num_leaves=31
num_cat=0
split_feature=15 6 5 2 10 18 5 10 5 15 16 16 17 7 16 8 5 2 9 9 12 3 0 5 15 15 5 8 17 6
split_gain=0.188686 0.262185 0.210982 0.793419 0.720529 0.90994 0.701437 0.491041 0.918163 0.368514 0.417221 0.356952 1.1122 1.07194 0.80606 1.1274 0.713404 0.834173 1.03849 1.28802 0.940113 1.06759 0.891505 0.872193 1.42402 1.31105 1.10782 1.30589 1.12462 0.874335
threshold=50.314162856800003 17.985420226450003 30.284449345300001 336.30232460240001 60.613977009100005 11.80968402675 25.767562150000003 57.041016153700006 29.026000224750003 46.683480308100009 22.584947186600004 22.624947093000003 199.03437346465003 23.626037400350004 22.614947116400003 8.4434108459500017 24.279163357700003 137.02423825130003 192.39832633775004 184.85936449530001 168.82321781925 89.125075482450015 86.103248543850015 20.305669781650003 31.385732506450001 31.025894238900005 20.911722254300006 8.2435668022500028 192.94032447935004 16.325381439950004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 5 7 9 8 -1 11 -11 14 13 -13 16 -16 17 23 19 -19 21 -20 -22 24 25 29 -25 28 -28 -6
right_child=1 -3 3 -5 6 -7 -8 -9 -10 10 -12 12 -14 -15 15 -17 -18 18 20 -21 22 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.046210389749770223 -0.044450548223284224 0.0066565816668741028 0.022495369521019503 -0.04406417830270988 0.0034655686279605829 -0.045449576938939452 0.030318607183743421 0.034938407885451502 0.030135824773139953 0.001578332572475204 -0.031334799661529897 0.004431586400925564 0.026861949323099737 -0.025388244372609121 0.0034168581602374748 -0.034956711054688755 0.02855372745718469 -9.7246870885312403e-05 -0.091561845816005377 -0.046058487877890575 -0.031365603589115471 -0.0021608177299319532 0.00061842155642680499 0.032823908415558156 -0.016829420864248826 0.043399219848572215 -0.046890421896076472 0.01187608448899681 0.033339143837531275 -0.032732558831377864
leaf_weight=0.68378483403648649 0.3938083836765135 0.33798225224018097 2.2313456256088098 0.3797370545726152 33.856397463725443 1.3796469007993435 1.4678856835944305 0.5326213240623473 0.48993217456154525 1.4224601738387712 1.3700097026885485 28.714108048006896 3.6964771188795558 2.3641238030977538 2.7453444022685281 2.8043647047597915 1.6379529980622454 2.1262459136141834 0.44868632005818554 2.2997935099338065 1.659461491042747 0.52548074536025524 32.600874498763005 3.6101417540921821 7.2562979721697038 1.4556538071483363 1.3430870846059395 9.7792393405688909 0.41421526670455922 1.2538517627399404
leaf_count=84 45 5 108 42 809 187 107 5 20 14 63 240 56 25 32 33 63 756 40 56 21 6 744 51 152 18 90 136 3 23
internal_value=0.00071599 -0.0208464 0.000820801 0.0128154 0.000609097 -0.0197437 0.0010427 0.00104052 -0.014342 0.000742992 -0.0145691 0.00104713 0.00478861 0.00216319 -0.000182442 -0.015974 0.000691606 0.000228895 -0.00454454 -0.023979 -0.00210325 -0.0433376 -0.000930783 0.00343935 0.0003958 0.00381405 0.0122449 0.0058051 -0.0279794 0.00217287
internal_weight=151.281 0.731791 150.549 2.61108 147.938 3.08599 144.852 1.70634 1.17372 143.384 2.79247 140.592 34.7747 31.0782 105.817 5.54971 100.267 98.6294 39.6605 4.42604 35.2345 0.974167 34.2603 58.9689 43.8222 36.5659 15.1467 11.5365 1.7573 35.1102
internal_count=4034 50 3984 150 3834 296 3538 109 104 3431 77 3354 321 265 3033 65 2968 2905 1623 812 811 46 765 1282 1002 850 280 229 93 832
is_linear=0
shrinkage=0.0425671


Tree=546
num_leaves=31
num_cat=0
split_feature=9 9 10 9 0 16 5 3 4 6 9 5 15 18 18 16 18 7 18 0 3 12 15 18 7 5 8 15 6 19
split_gain=0.900268 1.97397 1.29635 1.06221 1.81902 2.61555 1.20709 1.82809 0.98454 0.989135 0.875928 1.47645 1.90313 0.80614 1.31921 0.952313 1.11315 1.44537 0.97811 1.57001 1.55828 1.09646 3.0177 1.20242 1.07744 0.889638 0.814402 0.736096 1.1191 0.998169
threshold=179.18874144770004 177.77223095870002 72.378669787950017 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.972471916200007 377.6847677435 17.475408310100004 185.90443620030001 21.566902724800006 34.139075990150012 12.794482498400003 12.909082926650003 22.654947022900004 13.531614672700002 23.085048345000001 13.843998451900001 86.692020874450009 93.281431752200021 123.47238069670001 41.29990759910001 13.258241318650002 23.203497038450006 24.279163357700003 9.0429429770000009 42.246988155050012 16.455384477450004 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 10 5 -5 7 -7 9 -1 11 12 -2 -6 -15 18 17 -17 20 -20 27 -22 -23 -24 -21 26 -26 28 -16 -30
right_child=3 -3 -4 4 13 6 -8 -9 -10 -11 -12 -13 -14 14 15 16 -18 -19 19 24 21 22 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.00039600687241324144 0.0011560743842130713 -0.0026840110899588269 -0.0019712705307401764 -0.0021710136052992108 0.0016512910369636084 0.00037171069643986859 0.0012240315660735179 -0.0016779916882202787 -0.0020204234538844404 -0.0020257698146707373 0.0013220700039611665 0.00098457508466773432 -0.0010155285192363602 -0.0012097895734517307 0.00095819894702161114 0.0010497386023884147 0.0013595022222271942 -0.0004868093850967307 -0.0022445056933544007 -0.0015739099241362069 0.00074846571164747014 -0.0017949328700398648 -0.00052034350835431897 0.00073692853732678677 0.00011011157726896896 0.0015269036670004807 -0.0015434919216644437 -0.00014826781899479098 -0.00056516677390457267 0.00062964742325288781
leaf_weight=10.97539952085207 2.2829342260374705 1.1524864191451349 1.2000596821962979 2.8139431658782987 1.4610344953834999 4.0529823285178264 2.11407171189785 2.6654258947819471 0.74542520537215828 0.66074752848362628 5.2477271376992567 7.5101680713705719 4.3007243722677231 2.3596790041774502 22.158011376857758 4.5178453205153328 5.7932893298566333 4.5312823802232742 1.0819344967603672 1.4193579368293274 4.8032331392169025 3.7762701101601115 4.9943479769863171 6.4299148004502058 77.882822745188605 1.6175337582826603 1.1163918366655696 4.1912615783512583 3.9428321793675405 7.4963313341140747
leaf_count=500 43 17 744 134 9 41 16 71 73 161 47 48 34 17 169 22 56 30 24 21 25 30 31 36 1521 7 20 27 23 37
internal_value=0.000189232 -0.000268573 -6.36084e-05 0.00022463 0.000176392 -0.000557033 -4.28345e-05 -0.000441477 0.000121288 0.000258489 0.00065165 0.000402024 -0.000262509 0.000229921 0.000216787 0.0002384 0.000701549 0.000280324 0.000189615 5.60664e-05 0.000381687 -5.21644e-05 -0.000305156 0.000187287 8.64075e-05 0.000115639 8.67434e-05 0.000611352 0.000706115 0.000217821
internal_weight=205.295 14.7341 13.5816 190.561 171.22 11.6464 8.83248 6.71841 12.3816 11.6361 19.3416 14.0938 6.58366 159.573 158.112 155.753 14.8424 9.04913 140.91 83.118 57.7922 20.0038 15.2005 11.4243 82.0361 80.6167 78.9992 37.7884 33.5972 11.4392
internal_count=4034 1495 1478 2539 2367 262 128 112 734 661 172 125 77 2105 2096 2079 108 52 1971 1593 378 122 97 67 1569 1548 1541 256 229 60
is_linear=0
shrinkage=0.00192234


Tree=547
num_leaves=31
num_cat=0
split_feature=9 13 8 8 19 2 7 0 16 3 0 7 6 2 3 5 13 12 0 0 10 7 8 8 18 18 18 7 7 0
split_gain=0.200477 0.354976 0.201141 0.536649 0.536292 0.512051 0.371529 0.460269 0.338602 0.723408 0.521106 0.910833 0.644422 0.571663 0.523558 0.490349 0.482017 0.425049 0.383848 1.10538 0.966581 0.815182 0.697195 0.85853 0.605481 0.705297 0.756026 0.871217 1.91178 0.904347
threshold=38.295222230400007 96.244112611900007 8.8430989333000021 9.5425530862500008 14.451165964200003 73.245799595050016 21.725272673150005 77.693751511800016 22.724946859200003 94.421337999450017 85.667718326750006 19.506002767000002 16.545386580300001 319.18044405035005 108.56262776565002 21.043187000650004 120.87576600310001 168.82321781925 85.812895065800021 85.995710218650018 61.987779113750001 22.977992916200005 8.2435668022500028 8.4434108459500017 13.091807150500001 13.192618516750001 13.327513832500001 22.938075114600004 22.575645983950004 86.103248543850015
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 4 -4 -6 7 -5 10 -10 11 13 -13 14 -2 -14 -16 -17 22 20 -20 -22 -12 -24 -21 -26 -27 28 -28 -29
right_child=2 -3 3 6 5 -7 -8 -9 9 -11 18 12 15 -15 16 17 -18 -19 19 24 21 -23 23 -25 25 26 27 29 -30 -31
leaf_value=0.0261170301912288 0.027575122883115269 -0.052811418390322849 -0.0025361248437620327 0.014583536292521947 0.00039935008216788261 -0.049690273783703859 0.026580062354018077 -0.04044647162796549 0.033100875551981962 -0.0033983712407085792 0.031971343465508159 -0.054939913948536881 0.054914811992443635 -0.051560226930191022 -0.051430397237987785 -0.054646328647654521 0.033528166048738574 0.0018251844224604701 -0.044953930297248514 0.017183390900116214 -0.027126889771152688 0.0093856344072217237 -0.021581812141030998 0.01611300440564872 -0.020962176410879042 0.015503172096207246 0.024683030898664717 -0.068327770008568156 -0.058945361762593899 0.0018791559052983679
leaf_weight=0.2117842381758227 1.9772841790108939 0.43423293261002982 3.2554948828183097 0.95216357707977317 0.74589555524289641 1.6112896917620672 1.6399671274702994 0.63157583103748038 2.5444520227611056 2.9059832468628883 2.8521246599266288 1.5543433695947899 0.24720026552677143 0.37622238567564625 0.4789104332376154 0.56830864194489528 0.25602594576776028 0.80414447234397812 2.2141397809609753 6.3338462166138916 2.7033732251729816 3.5123316114768386 2.3790647551650181 4.1298673301935196 3.4477157881483427 9.4328720699995738 1.1171526052712573 0.46074134856462379 1.7569644937539122 89.044790581127018
leaf_count=389 63 90 52 11 13 49 29 47 26 40 27 212 1 36 155 160 14 39 24 57 35 19 30 31 29 95 108 5 38 2110
internal_value=0.000847854 -0.0269363 0.000967567 -0.00634791 -0.015683 -0.0338402 0.00990516 -0.00736176 0.00142571 0.0136407 0.000934894 -0.0131466 -0.0319499 0.00617763 0.0141867 -0.00988688 -0.0218338 -0.0215587 0.00161646 0.000856156 -0.0165961 -0.00649462 0.0113648 0.00233526 0.00217451 0.00127137 0.00202428 0.00064795 -0.0264395 0.00151776
internal_weight=150.58 0.646017 149.934 8.83639 5.61268 2.35719 3.22371 1.58374 141.098 5.45044 135.647 6.26244 3.174 3.08844 2.71222 1.61965 0.734936 1.37245 129.385 120.024 8.42984 6.2157 9.36106 6.50893 111.594 105.26 101.813 92.3796 2.87412 89.5055
internal_count=4034 479 3555 201 114 62 87 58 3354 66 3288 680 412 268 232 200 169 199 2608 2520 78 54 88 61 2442 2385 2356 2261 146 2115
is_linear=0
shrinkage=0.0499828


Tree=548
num_leaves=31
num_cat=0
split_feature=16 16 12 0 10 3 17 13 0 3 16 18 16 13 3 10 15 16 3 13 5 5 5 5 0 8 18 16 6 16
split_gain=1.10998 1.97717 1.53702 1.16665 2.26584 2.02197 1.11584 1.11589 1.8694 2.22746 1.71077 1.42939 1.53533 1.17577 1.55035 2.01193 1.52435 1.22097 1.20884 1.18439 0.97672 0.953619 1.88812 1.50379 1.09707 1.28164 0.95174 1.04049 1.27338 1.17638
threshold=20.404952284350003 19.974953289850003 320.0928336514001 90.297243227400017 67.074341896550024 89.695028606150018 162.13109061465002 109.63263410155001 93.399723909900004 86.589859465500012 19.199955102150003 14.522586764600002 18.554956610400005 109.34496908160001 83.538459487450012 71.397382570300024 29.198705243000003 18.684956306450005 85.694602908050015 105.33378955095002 20.444185446200006 21.042547594650003 20.911722254300006 20.849573174100005 86.329079026800017 8.543332867800002 13.327513832500001 22.654947022900004 16.235379337050002 22.544947280100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 -5 -2 -1 10 9 -9 13 12 -11 14 -8 16 19 18 -15 -16 -7 22 23 -22 -23 26 -26 28 -28 -30
right_child=3 -3 -4 4 -6 20 7 8 -10 11 -12 -13 -14 17 15 -17 -18 -19 -20 -21 21 24 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0020517170145884552 -0.0016150425664086983 -0.0016313938264977193 -0.0018337819926112636 0.0014615211149514775 -0.00077774749641631113 0.00077353651399547044 0.00019333901275243366 -0.0029029079848549881 0.0017122377202430589 -0.0021547654763791131 -0.0012224038681021203 -0.0024987682053793777 0.0010251646157630281 -0.002000944102059414 -0.0011721029467166664 -0.002058446071114637 -0.0015959904755938753 0.00195854121049439 0.0011279929389550385 0.00081762549112379354 -0.00039086863226956727 9.7477879414826457e-05 -0.0014425867911710827 0.0012625835268623047 0.0014208030796663068 -2.1414961220762228e-05 -0.0007856276055627395 0.0017343481896549104 0.0013667823624375359 0.00019471287803115024
leaf_weight=0.87173995310877117 2.097957130521535 2.5974958701990536 1.5316453443519993 7.3821113966405374 2.1579817999154329 13.514346377924083 45.562552837538533 0.8079630732536297 4.1762804333120584 0.62051621580030758 3.7632922856137148 0.55317213758826245 5.8577716100262478 0.74347794055938621 1.4537119727247025 2.688120557460933 1.9946894181775858 2.4871302545070648 1.1812190854689104 4.6156502354133409 5.6365404557436687 44.940755334013375 3.6257189959287635 3.1791114024817944 6.4395420625805881 10.309726396575568 2.8204424157738748 2.4428116083145133 5.0656211376190177 8.4317661486566049
leaf_count=317 22 49 360 63 24 104 1236 8 30 166 41 6 92 7 102 193 168 14 42 82 58 513 25 30 35 71 29 28 65 54
internal_value=0.000191361 1.88227e-05 7.31439e-05 0.000310494 0.000954996 0.000253828 0.000110891 0.000135532 0.000673386 0.000119961 3.53198e-05 0.000467309 0.000720578 0.000113262 3.83938e-05 -0.00061819 -0.000138086 0.00106892 -8.06626e-05 0.000341053 0.000290675 0.000220426 -0.000274863 0.000205401 0.000297021 0.000549559 0.000783152 0.000564279 0.000389118 0.000634595
internal_weight=199.551 81.5064 78.9089 118.044 9.54009 108.504 77.3773 76.5055 12.0157 7.83942 64.4898 7.03146 6.47829 60.7266 56.3147 10.7522 8.06405 4.41183 1.9247 6.06936 106.406 92.892 12.4414 8.81565 80.4507 35.5099 25.2002 18.7606 16.3178 13.4974
internal_count=4034 2913 2864 1121 87 1034 2504 2187 302 272 1885 264 258 1844 1781 545 352 63 49 184 1012 908 113 88 795 282 211 176 148 119
is_linear=0
shrinkage=0.00192234


Tree=549
num_leaves=31
num_cat=0
split_feature=16 16 6 18 10 5 12 8 5 16 19 9 16 5 9 17 0 18 19 12 19 3 6 10 5 6 5 12 6 15
split_gain=1.69957 1.3923 1.5548 1.28088 1.68711 1.46727 1.31711 1.80307 0.920871 1.33648 1.75587 1.37397 1.35652 1.68804 1.07764 1.4206 1.05342 0.973124 0.919744 1.73043 0.973354 0.810493 1.12767 1.26317 1.11356 0.848282 1.60773 1.90326 1.47305 2.05068
threshold=18.594956516900002 15.584963555600002 11.075258771650001 17.551307094650003 71.015621515800021 19.234448447350001 151.46967002190004 8.2435668022500028 13.154029769200003 15.089964713100001 11.850956171350001 214.88418602500002 13.904967484100002 13.812766882300002 205.88909726980003 187.61467154115005 101.86567856270001 15.343833331950004 12.551012654050002 145.97209859650005 13.351077205700003 93.281431752200021 16.375382608200002 62.181348099150007 20.374719724350005 15.255356438950001 20.769304081650002 368.00406080990007 16.455384477450004 36.548474543700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 18 -4 10 12 14 13 -10 15 -12 -14 -11 -6 20 -20 25 23 -23 -24 26 -2 -28 -27 -30
right_child=21 3 8 -5 6 -7 -8 -9 9 17 11 -13 16 -15 -16 -17 -18 -19 19 -21 -22 22 24 -25 -26 28 27 -29 29 -31
leaf_value=-0.0014079359550428737 0.00027385495212907249 0.00077220135421943604 0.0013610211726277415 0.001004483472272101 0.0012093938252563216 -0.0013467512789175251 -0.0020374523506982555 -0.002133195750336543 0.00060401290451039878 0.0001930544443009826 -0.0023609687720972995 0.00038052422096071682 0.001745063151150115 -0.0016260829504969607 -0.0024101318260305814 0.00042424598410581075 0.00019698743045251719 0.0012621858930387947 -0.0021205755851960539 0.001550881625937721 0.000211774031000167 -0.00214951099426725 0.0012217479094100813 0.00028884292608425923 9.5274827710051821e-05 0.00072366182750686838 -0.0022624508550357233 0.0010728834399920701 -0.0006184917147007235 0.00061044010935080908
leaf_weight=2.2390731681953175 33.823141876142472 3.9807856400730151 2.3149387108278452 1.7592601370997716 1.4513423480093459 1.6384516351972704 3.6658786136831623 2.0987627580761909 2.4500179081223958 8.0661556514678505 1.0656866809586056 2.013777993619442 2.6331681951414794 2.3735010893724393 2.3057839671382681 1.6693560092971891 3.8353041224181652 4.8373266439884892 1.8404487864463597 1.019640104845166 0.97076053824275721 1.6221334545116399 3.3279124796390525 1.4110388071276245 49.169425653177314 41.648393705487251 1.9242504532448941 0.88817307725548733 8.2502993661910313 11.609061881899832
leaf_count=908 287 56 33 39 13 374 237 114 25 43 73 28 47 239 51 23 16 33 84 11 15 49 31 15 611 362 53 17 91 56
internal_value=0.000182861 -0.000103986 0.000112644 -0.000524943 -0.000686388 0.000154359 -0.00111405 -0.000655432 0.00021408 0.000129117 -0.000197743 -0.000935387 0.000263097 -0.000493347 -0.00146109 -0.00066099 0.000827174 0.000593856 -6.82753e-05 -0.000552329 -0.00131517 0.000284086 0.000102129 -0.00101518 0.000166684 0.000387039 0.000160009 -0.00120914 0.000522263 9.98972e-05
internal_weight=207.903 54.2294 35.8041 18.4253 16.6661 5.61924 11.0468 7.38095 33.565 31.2501 18.3466 7.0546 11.292 4.82352 5.04083 2.73504 6.46847 12.9035 5.28219 3.83085 2.81121 153.674 55.5305 3.03317 52.4973 98.1433 36.6356 2.81242 61.5078 19.8594
internal_count=4034 2462 1519 943 904 430 474 237 611 578 502 175 327 264 147 96 63 76 123 110 99 1572 706 64 642 866 357 70 509 147
is_linear=0
shrinkage=0.00188464


Tree=550
num_leaves=31
num_cat=0
split_feature=9 9 10 9 19 2 15 0 16 5 0 19 15 18 18 18 7 7 4 16 10 0 15 0 5 10 18 16 19 10
split_gain=0.204857 0.923637 0.518306 0.469759 0.52456 0.716919 1.219 0.516273 1.21981 0.465846 0.785885 0.522906 0.456431 0.452006 0.8051 0.470761 0.501669 1.13117 0.448157 0.416464 0.407281 1.71058 1.06043 0.652447 0.856298 0.548514 1.44206 1.3345 0.539749 0.787321
threshold=179.18874144770004 177.77223095870002 72.378669787950017 187.11236276785004 14.451165964200003 121.36426933400001 35.965617804200001 85.732241321850012 22.664946999500003 29.996566321350006 85.121961326250016 14.451165964200003 36.548474543700003 12.794482498400003 12.909082926650003 13.043896815850003 22.792619241600004 22.649177329550003 377.6847677435 22.654947022900004 66.590419433100024 90.407470010750018 38.62622401090001 91.937202686950016 19.666931905550005 64.407391431150018 13.777522434500002 22.454947490600002 14.051133688400002 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 18 4 5 6 -2 8 -5 10 11 -10 -6 -9 -15 -16 17 -17 -1 -7 21 25 23 24 -22 27 -27 -18 29 -25
right_child=3 -3 -4 7 12 19 -8 13 9 -11 -12 -13 -14 14 15 16 20 -19 -20 -21 22 -23 -24 28 -26 26 -28 -29 -30 -31
leaf_value=0.0049629460901590879 0.011695314770789424 -0.055914388222493984 -0.047746724026645787 -0.050744565034429021 0.040320014550188771 0.029467680214403907 -0.032264254437286435 0.034303299609130644 -0.0038330903490889656 0.02291597755035327 0.010490130034478979 -0.052335776118910257 0.011371934622270397 -0.030083236168328278 0.016070384160723185 0.0080660424506541883 0.035074372540596768 -0.037000223532386918 -0.048363665528883854 -0.0021070013461653705 -0.054202101619188078 0.035850275384502979 -0.052395058843299702 0.017704884834041021 0.0074105835804510493 0.01284936828106762 -0.044956057291606136 0.0014697687136831714 -0.022090927345128835 -0.00085523712914916793
leaf_weight=6.4605429963721672 3.0710986048215982 0.75640825783557364 0.49590748833725218 1.4376692400110176 1.7789071891456831 2.5046844526441423 2.5631089545786381 0.90011782944202323 0.8851487562060355 1.2743482477962969 2.089905233529862 1.1091830816585568 3.7478667623363435 1.8374365568161 4.5992175396531811 2.5238288063555947 2.774190191179513 2.412838788703084 0.36897152279016143 1.4671108834445474 1.1280120559968048 3.5339071303606024 0.89535961019282595 5.7721325717866412 0.89676294522359956 1.9748712554574006 1.8523324988782404 46.275389071321115 2.2654735855758181 41.143815006395016
leaf_count=661 31 17 744 133 32 51 20 9 18 16 35 56 40 17 30 25 85 33 73 13 32 50 46 58 14 15 29 391 21 1239
internal_value=0.000885411 -0.00640369 -0.00129132 0.00129819 0.00913796 0.00249185 -0.00830274 0.000368295 -0.0122524 -0.00192523 -0.00967609 -0.0308087 0.0206895 0.00107842 0.000828967 0.00131012 0.000711739 -0.0139605 0.00208192 0.0178046 0.00137924 0.00415012 -0.00162081 -0.000733003 -0.0269141 0.0020315 -0.0151279 0.00337041 0.000344862 0.00142824
internal_weight=150.797 8.08183 7.32542 142.715 15.1328 9.606 5.63421 127.582 6.79625 5.35859 4.08424 1.99433 5.52677 120.786 119.886 118.048 113.449 4.93667 6.82951 3.9718 108.512 56.4107 52.1016 51.2062 2.02478 52.8768 3.8272 49.0496 49.1814 46.9159
internal_count=4034 1495 1478 2539 187 115 51 2352 258 125 109 74 72 2094 2085 2068 2038 58 734 64 1980 570 1410 1364 46 520 44 476 1318 1297
is_linear=0
shrinkage=0.0470614


Tree=551
num_leaves=31
num_cat=0
split_feature=16 16 0 17 17 15 6 6 13 16 0 4 2 10 0 15 17 6 10 13 16 9 19 7 18 13 6 15 5 13
split_gain=1.13103 1.19322 1.26731 1.263 1.26711 0.954024 1.11381 0.916189 1.47947 2.39905 2.61297 1.35001 1.21126 1.07545 1.94752 1.28512 2.37519 1.13923 1.03936 1.05144 1.17928 1.1438 0.987765 1.33257 2.76578 1.36305 0.902596 0.88216 1.64312 0.941496
threshold=18.594956516900002 15.584963555600002 103.33357670195001 236.15709471040003 205.10400128480003 45.169600924000008 16.415383542800004 16.455384477450004 112.64908412395 19.974953289850003 96.531777631850005 401.56478351400006 62.922191810850009 64.665483411650015 87.278104746850019 41.492094664050008 197.20536406400001 16.495385412050002 66.351146659450009 113.97180552410002 22.494947397000004 196.26893085885004 14.351157895250003 23.397000037200005 13.036600629150001 117.64961624655002 16.445384243750002 38.884669609800007 20.444185446200006 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 -1 4 -3 7 -7 8 9 12 -11 18 -2 14 15 16 22 -18 19 -10 21 -21 23 24 25 -9 27 28 -22 -30
right_child=5 3 -4 -5 -6 6 -8 13 11 10 -12 -13 -14 -15 -16 -17 17 -19 -20 20 26 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00025942871404658767 0.0013266546242660783 -0.00042208836532412446 -0.0013535434079681506 0.0010116699791757431 -0.0019794170061316232 -0.0011848668301529298 9.3793773234084361e-05 0.00043852725641492637 -0.00045318609654053935 -0.002225756463006733 0.00080747875334854472 0.0019315010753394831 0.00017903448592309439 -0.0011926224696936541 0.0015427896988671514 0.00052839596893738635 -0.0005180618733170465 -0.0025748997763319096 0.0013896016971498028 0.0016399520091596475 0.00086120407454893036 7.0719346650242362e-07 0.0003360516780115438 0.0006352563901525567 -0.0026144135647412151 -0.0015386507459123817 0.0011517735494399215 0.00060439625938608639 -0.0008990616796395631 0.00032615508100423995
leaf_weight=28.621081982171749 3.7514870520681169 11.862079889571758 1.8414866748935299 1.7982892305590201 2.1998822232417288 3.1161670165020032 10.826064961496739 4.3304110539611447 3.9319530823267987 2.8756001265719524 1.5538135841488836 2.7025411389768115 25.275720987701789 2.0905990824103347 3.5061548091471186 15.988311412744222 1.9672401659190648 1.8615466505289076 4.9267360381782046 5.9150545336306086 4.8560052523389485 2.0310215726494789 17.96636329847388 3.3298571649938813 2.1506296647712588 1.7344991663703693 5.103851366788148 15.835950833046807 6.4789879247546178 3.3949642404913902
leaf_count=629 25 745 890 38 160 77 145 75 28 53 7 44 254 28 22 96 11 49 33 86 27 15 146 12 28 88 43 115 46 19
internal_value=0.000202539 -5.6332e-05 0.000161923 -0.000475532 -0.00066572 0.000278676 -0.000191994 0.000324386 0.000442907 0.000130212 -0.00116171 0.00063251 0.000327353 0.000133129 0.000185587 8.91209e-05 -0.000121532 -0.00151809 0.00056561 0.00048023 0.000564378 0.00122096 5.96548e-05 -0.00037046 -0.000778089 -0.000126924 0.000418112 0.000295606 -3.6369e-05 -0.000477795
internal_weight=203.824 46.3228 30.4626 15.8603 14.062 157.502 13.9422 143.559 88.6337 33.4566 4.42941 55.1771 29.0272 54.9256 52.835 49.3289 33.3405 3.82879 52.4745 47.5478 43.6158 7.94608 29.5118 11.5454 8.21554 6.06491 35.6698 30.5659 14.73 9.87395
internal_count=4034 2462 1519 943 905 1572 222 1350 795 339 60 456 279 555 527 505 409 60 412 379 351 101 349 203 191 163 250 207 92 65
is_linear=0
shrinkage=0.00188464


Tree=552
num_leaves=31
num_cat=0
split_feature=8 9 10 4 5 10 7 9 10 5 16 3 9 0 6 10 0 0 5 18 6 10 2 7 18 3 15 19 6 17
split_gain=1.10307 1.18471 1.00748 0.928015 0.799896 0.916838 0.709213 1.12818 0.964397 1.14573 1.00531 1.44395 1.05585 2.59924 0.981875 0.954069 2.21479 1.77938 2.35991 1.67989 1.73336 1.61278 1.56761 1.74916 2.15115 2.15909 1.51059 1.17035 1.21367 1.36263
threshold=5.9453602998000008 72.82855515350002 72.378669787950017 377.6847677435 29.026000224750003 64.307918480350011 20.752538901500003 179.18874144770004 60.613977009100005 31.312564341900003 22.744946812400002 93.980430866100008 187.94830913940004 85.732241321850012 16.545386580300001 66.964115113200009 90.407470010750018 92.313586825200005 20.507253108450005 13.927976454650002 15.075352233200002 65.611820673600008 108.63443756215001 23.109894804950002 13.314799198000001 93.281431752200021 36.548474543700003 14.651182102100002 16.525386113000007 195.42788627465004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -2 -8 9 -9 11 12 -10 -14 -13 16 21 18 -17 -19 26 22 -15 24 25 -24 -21 28 29 -25
right_child=6 -3 -4 -5 -6 -7 7 8 10 -11 -12 14 13 15 -16 17 -18 19 -20 20 -22 -23 23 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.0016764216877499314 0.0012586832021171614 -0.0021125306425625818 -0.0020899285149529327 -0.0021649992103404602 0.0012766570820563735 0.0002809092570167682 -0.0014709301733103707 -0.0020335352116342296 0.00070587070028830959 0.00087034441270243798 0.0010851048602983512 -0.0023500629931436073 -0.0022889855806375752 0.00087616845897361051 -0.00017026982831825358 -0.002595706724399138 0.0015266272277842635 0.0015467899567058344 0.00064432590683396898 0.00013652413837220444 -0.0024016559570910877 -0.00095667897575547705 0.0014202834567533886 0.00079617856644668386 -0.0020180118080616845 -0.00066328904211249672 -0.0021733958906220048 0.0016005308417211652 -0.00063759235623560642 4.1684249642339972e-05
leaf_weight=1.278555395168947 2.7421441297046831 1.5059076334073314 1.0186556904736779 0.72071242323727425 2.2778782900422812 4.5215908427198883 1.642065776119124 1.6383963022381061 18.468664547341177 0.86447282880544651 5.7467277143150559 1.4663551217527122 1.7416236095596094 17.388384688645601 2.0836347899166867 2.3408279484137888 6.2783697172999373 3.2609699107706538 1.5603970745578406 60.435841754559078 1.1837923591956485 4.239745818078517 2.9746249541640264 18.970493331551552 2.9518667869269839 6.8217354873195291 1.2025902318418946 2.968467090278863 5.3237658347934476 21.011915115639567
leaf_count=65 48 486 702 54 32 121 30 64 171 8 38 76 50 146 32 43 56 19 16 1216 22 30 13 90 26 54 78 17 36 195
internal_value=0.000192212 -0.000427058 -0.00016852 5.39266e-05 0.000251897 -0.000150555 0.000228115 0.00021344 0.000227926 -0.00103056 0.000244643 0.000218203 0.000243747 0.000190622 -0.00107065 0.000217797 0.000358076 3.95448e-05 -0.00129977 0.000118611 4.44776e-05 0.00026931 0.000335599 0.000181565 -0.000490803 -3.06207e-05 9.14567e-05 0.000359122 0.000277785 0.00039967
internal_weight=206.631 11.3233 9.81739 8.79874 8.07802 5.80015 195.308 192.566 190.924 2.50287 188.421 182.674 179.124 160.655 3.54999 158.914 88.9294 69.9844 3.90123 66.0832 62.8222 82.651 78.4113 61.0229 12.7482 9.79636 61.6384 48.2746 45.3062 39.9824
internal_count=4034 1460 974 272 218 186 2574 2526 2496 72 2424 2386 2278 2107 108 2057 663 1394 59 1335 1316 607 577 431 93 67 1294 338 321 285
is_linear=0
shrinkage=0.00204082


Tree=553
num_leaves=31
num_cat=0
split_feature=16 16 2 16 16 0 10 3 17 7 16 13 3 10 0 15 15 2 0 6 2 13 2 5 15 16 2 9 10 18
split_gain=1.31833 2.61868 1.7954 1.49978 1.36738 1.31959 2.03167 1.40852 1.13314 1.09325 1.48212 1.52846 2.74773 1.79105 1.67802 1.48453 1.39749 1.03103 1.00818 1.11018 2.44865 1.27261 1.47517 1.5916 1.18004 1.05116 1.4763 1.15637 1.09768 1.29018
threshold=20.404952284350003 19.974953289850003 322.38159739250005 19.644954061550003 19.334954786500003 90.297243227400017 67.074341896550024 89.695028606150018 162.13109061465002 19.078733418100004 19.199955102150003 109.34496908160001 83.538459487450012 71.397382570300024 92.313586825200005 29.198705243000003 26.912781836550003 56.478612905150008 85.995710218650018 16.455384477450004 131.42729508740004 117.56896250265002 184.38272419390003 23.700766800900002 42.246988155050012 22.604947139800004 222.71270326640004 197.02865361825005 62.041548276350007 13.793345552600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 8 7 -7 -2 -1 -10 11 12 -11 15 -13 16 17 -14 -9 20 -20 22 -21 -24 -23 26 27 -22 -27 -30
right_child=5 -3 -4 -5 -6 6 -8 18 9 10 -12 14 13 -15 -16 -17 -18 -19 19 21 25 24 23 -25 -26 28 -28 -29 29 -31
leaf_value=-0.0020676858714634302 -0.0012915552445713705 -0.0018116814867962176 -0.0020524956350982133 0.0011220551239678818 -0.0016241268861585854 0.0015308029869862052 -0.00059320400892917918 7.9908698135568623e-05 0.001334181532397878 0.0002421873722023627 -0.0012309372068169085 -0.00087613532185089619 0.0019128805188191782 -0.0021328871275614809 0.0012605887485855067 -0.0017017105674783275 0.0013066648166963875 -0.00121434832734462 0.0014846214489791531 0.00012710104918592024 -0.00041929277032558238 0.0001822095673040252 -0.0023931734076904931 0.00032418285358327839 0.0013941100011993397 0.0013599047740222407 -0.0012962295114509826 0.00087495928353007032 -0.00041648507136911664 0.0010527973288910781
leaf_weight=0.90242900580051255 2.0898263528943053 2.8234073352068654 1.4511625337254361 5.6508566401898852 1.778901066398247 7.6547302529215795 2.2375151868909597 38.748305709988927 2.846149311415501 45.685335115194903 3.0996177520137271 1.7206934774585514 0.48478413000702714 3.0503335091052577 7.9035823587328196 2.2246530554257333 2.4228966645896435 2.4731253397330875 10.81867867335677 13.381401022896176 4.6608433648943919 8.040697515010832 2.07852048613131 1.3781901672482488 5.016076259315013 6.4380356380715957 2.7281293869018546 6.1644886881113052 4.6844807323068363 4.5097787156701088
leaf_count=319 22 49 279 30 42 63 24 464 80 1293 35 177 4 205 63 168 14 155 133 84 25 41 42 9 24 49 39 32 30 40
internal_value=0.000232652 4.48662e-05 0.000109029 0.00014812 7.43378e-05 0.000364221 0.00105038 0.000302927 0.000115833 0.000143234 9.41557e-05 0.00015642 3.30609e-05 -0.000863542 0.000878571 -0.000354443 0.000202574 -0.000701814 0.000333596 0.000474227 0.000687843 0.000188372 -0.000167874 -0.00130976 0.000647791 0.00039249 -7.14675e-06 0.000317719 0.000738982 0.000304197
internal_weight=205.148 84.5179 81.6945 80.2434 74.5925 120.63 9.89225 110.737 72.8136 71.9112 69.065 65.9654 56.3411 10.6558 9.62428 7.60546 5.38081 2.95791 108.648 69.8993 40.0044 29.8949 16.8381 3.45671 13.0568 29.1858 13.5535 10.8253 15.6323 9.19426
internal_count=4034 2913 2864 2585 2555 1121 87 1034 2513 2194 2114 2079 1839 546 240 341 173 159 1012 548 348 200 135 51 65 215 96 57 119 70
is_linear=0
shrinkage=0.00196078


Tree=554
num_leaves=31
num_cat=0
split_feature=16 16 6 17 10 7 12 8 5 16 2 5 9 5 18 16 9 6 19 12 8 3 10 15 10 16 13 16 19 0
split_gain=1.29683 1.39753 1.38093 1.27052 1.4847 1.323 1.07177 1.52251 0.973134 0.980483 1.26407 1.15415 0.951256 1.29576 0.85407 0.801373 0.870367 0.794461 0.77782 1.49752 0.819531 0.724951 1.19889 2.27643 2.13727 0.818533 2.20719 3.23235 3.17212 2.2139
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 71.015621515800021 22.356277907050004 151.46967002190004 8.2435668022500028 13.154029769200003 14.464966174600002 178.70687671690004 13.812766882300002 206.75106037490002 16.569990495050003 17.138111898250003 18.124957616000003 189.78071820640002 14.005327232250002 12.551012654050002 145.97209859650005 7.5441126493500006 82.885164161750012 70.206395618550019 27.437241680050004 71.787208999250012 19.199955102150003 112.64908412395 19.974953289850003 13.751109481500002 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 7 18 -4 11 12 -10 13 -11 -13 -7 -17 -14 -6 20 -20 -2 25 -24 -25 -23 27 28 -27 -28
right_child=21 3 8 -5 6 15 -8 -9 9 10 -12 14 17 -15 -16 16 -18 -19 19 -21 -22 22 23 24 -26 26 29 -29 -30 -31
leaf_value=-0.0014100406977640796 0.00088012154784094685 -0.0013629055183808116 0.0015553511071729165 0.0010608402563407734 0.0012841008398973711 0.0014181283836142828 -0.0021004656566865555 -0.0021868845714591648 0.00045305257763947256 0.0013019137690596842 0.0016223055017320616 -0.0014349259444740321 -0.0011208348260073567 -6.6002862199315899e-05 0.00078177600811613253 0.0020986039268631245 -0.0015212695066439731 0.00030241182694385501 0.00013645712229827531 0.0015841033731489854 -0.0021980990789190972 0.00088535116410368294 0.00088666928901354972 -0.0023140850469679868 0.0002792853266878913 -0.001308872504167273 0.00028270275871873879 -0.00233448385610222 0.0012113936839411288 0.0014727917649060727
leaf_weight=1.9916161679211679 7.787019617855548 1.6150419082550822 2.1241394366952617 1.731834984384476 1.1642568362876753 2.4467369394260463 3.1930389190383721 1.9023330346681175 3.4916374186286721 4.9094793442636782 2.8500475112232371 3.7778607442014618 3.0327312666922799 5.8166543287225068 0.81185511639341701 0.35512962937355019 0.90911895828321576 2.9990487056784332 0.90541264874627891 0.90885577700100828 1.5992773706093428 8.8687908975407463 2.9977193940430862 3.0294943074695766 2.0475137475878 3.4841861578170192 111.19315023324452 2.9389255754649639 4.27708800137043 6.3531711716204873
leaf_count=908 35 346 33 38 13 15 237 115 35 30 33 342 29 72 17 2 67 20 45 11 54 113 17 95 14 36 1127 54 25 56
internal_value=0.000208675 -7.05797e-05 0.000170739 -0.000529317 -0.00071292 0.000118456 -0.00117067 -0.000712525 0.000276339 0.000178222 0.000415097 -0.000396514 0.000209785 0.000560109 -0.00104282 0.000763153 -0.000504441 -0.000413185 -9.9846e-05 -0.000571868 -0.00135419 0.000297276 0.000266016 -0.000468212 -0.0012682 0.000309254 0.000269415 -0.000583166 7.99974e-05 0.000347025
internal_weight=201.513 48.5361 31.8051 16.731 14.9992 5.32603 9.67317 6.48014 29.8135 27.6893 19.608 8.08135 16.7579 10.7261 4.58972 3.71099 1.26425 6.03178 4.5778 3.41355 2.50469 152.977 145.19 8.07473 5.07701 137.115 128.247 10.7002 7.76127 117.546
internal_count=4034 2462 1519 943 905 430 475 238 611 578 184 394 151 102 359 84 69 49 123 110 99 1572 1537 126 109 1411 1298 115 61 1183
is_linear=0
shrinkage=0.00196078


Tree=555
num_leaves=31
num_cat=0
split_feature=0 17 6 18 7 10 6 16 17 15 18 19 16 17 2 16 9 7 13 16 0 18 0 5 10 15 7 10 16 16
split_gain=0.225131 0.494991 0.225937 0.196167 0.316981 0.259522 0.357872 0.209578 0.434465 0.266466 0.449057 0.406049 0.341406 0.499966 0.632009 0.387118 0.77298 0.38526 0.598155 1.37245 1.10558 1.49201 0.484968 1.19972 0.772157 0.391357 0.357686 0.645527 0.663395 1.38994
threshold=103.33357670195001 241.79519611995002 8.2451926476000015 17.138111898250003 27.007549805650005 78.895492296100016 12.26528657645 12.644970430600003 163.10708527260002 19.763739472850002 15.788786379500001 11.850956171350001 18.594956516900002 205.10400128480003 200.74412770730004 18.404956961200003 189.78071820640002 25.297859295400006 109.46594969745001 19.124955277500003 94.165934477050016 15.343833331950004 93.399723909900004 18.160071980500003 69.999384342500022 31.385732506450001 22.356277907050004 71.015621515800021 17.234959697200004 18.344957101500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 7 -5 -7 8 -1 10 11 -9 13 15 -15 26 -17 18 19 20 -14 -22 23 -20 -24 -19 -11 -28 -29 -30
right_child=1 2 -4 5 -6 6 -8 9 -10 12 -12 -13 17 14 -16 16 -18 25 22 -21 21 -23 24 -25 -26 -27 27 28 29 -31
leaf_value=0.0039932202876112955 -0.040508426209321859 -0.022849662619946021 0.032093783512481676 0.029492596019358813 -0.021189581426536472 -0.02772124985492147 0.021103572495053399 0.0054755228747236182 -0.042346697568388915 -0.0230333235740015 0.021436684628015359 -0.042353361150699126 0.032147509337961067 -0.042813322570604127 0.015820825762038276 0.033829948117931975 -0.044843102441991502 0.02034043953746317 -0.030054642543002195 -0.040368448954357365 -0.043615950338329643 0.0087982894919019852 0.025892992388482979 0.0018585066319569109 -0.0046750715590726574 0.0036610726915741998 0.02396447623922179 0.00082856348563295327 -0.044435545317938287 0.038262929798683364
leaf_weight=0.80948256466945057 0.63223649228348111 0.18818007339723408 0.33285911165876314 0.90080493665300199 1.0324519142595807 0.42956469429191202 0.54969725059345365 1.2514694003621105 0.54294938222665223 1.096371101783016 2.6108214508858509 0.36921996781165933 1.3040995094925154 1.0448431483237062 0.41159553732722987 0.26645935056148917 0.81154892005724832 3.4123732801526767 1.9304343229159702 1.8028087624115867 1.3898346391506495 2.3427608413621783 3.2627370879054061 95.344779281498631 2.2376152132637799 6.6882755428086966 1.7164083533280088 15.974821354000598 1.3757381395625987 0.42800328508019436
leaf_count=49 864 48 21 33 33 30 16 62 198 322 42 75 17 85 30 42 144 23 24 48 65 14 25 1248 24 78 54 207 108 5
internal_value=0.000967762 -0.0166726 0.0122502 0.00110219 0.000940357 0.0139674 -0.000314006 0.00109429 -0.0146105 0.00123871 0.0111502 -0.00542069 0.000945093 -0.0035129 -0.0262431 -0.00198516 -0.0253969 0.00180626 0.0011161 -0.0103604 0.000380583 -0.0107182 0.00187984 0.00122519 0.0134575 0.00929598 -0.000759499 0.000493151 -0.00177286 -0.0248123
internal_weight=152.491 1.15328 0.521039 151.338 149.458 1.88007 0.979262 148.425 1.35243 147.073 4.23151 1.62069 142.842 23.1258 1.45644 21.6694 1.07801 119.716 109.615 6.8395 5.03669 3.7326 102.776 97.2752 5.50035 10.1006 20.5913 19.495 17.7786 1.80374
internal_count=4034 933 69 3101 3022 79 46 2989 247 2742 179 137 2563 997 115 882 186 1566 1465 144 96 79 1321 1272 49 101 696 374 320 113
is_linear=0
shrinkage=0.0400778


Tree=556
num_leaves=31
num_cat=0
split_feature=10 18 15 13 18 7 16 16 8 7 3 17 7 8 15 9 9 16 3 0 7 6 2 6 5 3 7 15 13 0
split_gain=0.203023 0.370424 0.25654 0.259656 0.247285 0.261724 0.250432 0.839611 0.191773 0.49257 0.735091 0.391373 0.769833 0.449961 0.365803 0.362625 0.385071 0.3695 0.612925 0.50044 0.874042 0.591712 0.487559 0.517895 0.450889 0.419687 0.385946 0.808642 0.970218 0.768983
threshold=81.479100559500012 17.323446153950005 20.313914079200003 92.38617519475001 17.138111898250003 27.007549805650005 17.684958644900004 14.544965987550002 8.8430989333000021 22.620600126450004 91.017750006350013 177.64087306825002 20.752538901500003 9.4426310644000022 36.124429763000009 223.29399794390005 219.59809404590001 22.744946812400002 94.421337999450017 85.667718326750006 19.506002767000002 16.545386580300001 319.18044405035005 17.475408310100004 21.043187000650004 108.56262776565002 22.105125139000005 30.604459195950003 105.33378955095002 85.764502819450016
decision_type=2 2 2 2 2 2 2 2 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 8 7 -6 15 11 -11 12 -10 -13 -12 16 17 19 -19 20 22 -22 23 25 -23 -1 27 28 29 -21
right_child=1 2 -4 -5 6 -7 -8 -9 9 10 14 13 -14 -15 -16 -17 -18 18 -20 26 21 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.025853365736902334 -0.041809214768828019 -0.040388339710012537 -0.041256977184667649 0.016861890209259555 0.041806472794776992 -0.019233792346437333 0.041018768319605832 -0.041321611655080186 0.010224787688051526 0.0055670649145299544 -0.048126078170058997 -0.0029698715044606133 -0.046231656416444701 0.031919713059060051 -0.016810540314528531 0.023958856935492181 -0.018004535311326803 0.029903529061087328 0.00060733272129120908 0.043369078331034212 -0.04385059944072054 0.043779244734222893 -0.041275031748301709 -0.041766430625583613 -0.017115790306337801 -0.01292073144939548 0.0019107673493240112 -0.049903030556746393 0.032955069390071041 -0.043657168997903617
leaf_weight=1.8637946916278454 0.5045918272498956 0.15147172033175571 0.2074233626590285 0.82264554384164512 0.4380905074867758 1.0371811182558293 0.4942595511674881 0.3552999027306214 1.1298698243917877 1.8808267195709047 0.89577855914831195 1.1079748452175411 0.59556426425115194 1.2938505451311355 1.8384317219024522 1.1398493565502565 1.6653584939194832 1.9289810154587019 2.866934766061604 0.20582239329814844 1.4554265483220663 0.22798822820186604 0.32712613051990036 0.27399475224956393 1.4140656880936147 0.59452810275251966 121.9270628102804 0.72164835565490637 0.81532342766877253 0.80583433035644703
leaf_count=45 371 514 34 41 9 40 17 41 36 36 17 23 26 21 41 28 41 19 37 1 212 1 36 142 201 45 1802 13 19 125
internal_value=0.000876779 -0.0129886 -0.000680462 0.00795969 0.00103337 0.000880836 0.0185667 0.00457965 0.00102278 -0.00474899 -0.013769 0.00533709 -0.00926216 0.015825 -0.0270701 0.0013878 0.00120014 0.0014363 0.0123907 0.00103413 -0.0101488 -0.0251956 0.00508514 0.0106356 -0.00866092 0.0164761 0.00158727 -0.0138888 0.000336578 -0.0259516
internal_weight=150.987 1.68613 1.18154 0.974117 149.301 148.013 1.28765 0.79339 146.976 8.7423 4.61504 4.12726 1.72543 2.40183 2.73421 138.234 137.094 135.429 4.79592 130.633 6.15692 3.09748 3.05944 2.73232 1.64205 2.45832 124.476 2.54863 1.82698 1.01166
internal_count=4034 960 589 555 3074 3007 67 50 2967 200 94 106 62 44 58 2767 2739 2698 56 2642 682 414 268 232 202 90 1960 158 145 126
is_linear=0
shrinkage=0.0401832


Tree=557
num_leaves=31
num_cat=0
split_feature=0 17 6 15 13 5 15 5 3 5 3 5 6 13 7 10 10 16 10 16 17 6 9 17 19 15 0 5 7 10
split_gain=0.186886 0.432109 0.181377 0.168153 0.427096 0.36583 0.247468 0.820591 1.89693 1.08791 0.900436 0.629994 0.628071 0.819327 0.910783 0.814219 1.34208 0.700443 0.962527 0.730857 0.989188 1.05852 0.934699 0.719649 0.703441 0.599009 0.576048 0.535971 0.485424 0.482442
threshold=103.33357670195001 241.79519611995002 8.2451926476000015 46.683480308100009 117.56896250265002 25.322158499750007 37.491361913600009 20.911722254300006 88.931506497100017 21.042547594650003 88.055069146550025 21.043187000650004 15.51536251395 117.38883580790001 23.032902590750002 62.837331883000012 64.407391431150018 22.624947093000003 61.987779113750001 22.614947116400003 189.31157886915003 16.485385178400005 196.26893085885004 188.19076296340003 14.451165964200003 41.800301886400014 86.256490657300006 20.849573174100005 23.899651152000004 61.93938686740001
decision_type=2 2 2 2 2 2 2 2 2 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 -6 7 27 10 -10 -9 -11 15 14 -14 -8 -17 19 29 20 -15 22 -22 -20 -21 -23 -25 -1 -16 -19
right_child=1 2 -4 4 5 -7 12 8 9 11 -12 -13 13 17 28 16 -18 18 23 24 21 25 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=0.0012578014118754764 -0.047484726681697551 -0.025249002110895175 0.035674799984551912 -0.038039957068091067 -0.024650365703280643 0.0093345960309629307 -0.060912740010678167 -0.057943507393594232 -0.032471218351387721 0.047219250951282175 -0.2015530995957355 -0.003372215437744912 -0.0043437224466011046 0.022378638603964135 0.045780503069876133 0.047900400620748976 -0.035588451354460031 0.0041359471652133457 0.001199397964383711 -0.041692618539840055 -0.037900802440611329 -0.0064487436101884447 -0.0037028291372766869 0.016789038864361092 0.0030357180081230458 0.022338402058948343 0.045577128214626929 0.024025025066372861 0.016878026973916386 -0.019688098008595799
leaf_weight=72.274397151781159 0.54927283841061469 0.16818322795006679 0.30285620113136247 0.84765416047593944 0.99398588307667557 2.3771114464325365 0.73015913367271368 0.28194748212263476 3.0206145509146181 0.56862304918467899 0.14697802568844054 12.931013919889663 2.4529033112339667 3.5094274284783813 2.4277005456387997 0.71467066928744305 1.0550423543027134 10.581191180273892 3.1242157928645593 1.9869204019196325 3.0201468453742546 3.113475127145648 4.2677312083542347 3.6886106226593256 1.2788540141191331 3.2894367296248674 2.6382010225206614 2.3629033345496273 2.7340426072478294 2.2875355812720946
leaf_count=1499 864 48 21 63 34 39 7 49 27 50 8 716 28 28 17 18 57 128 24 27 27 22 37 30 25 19 29 33 38 22
internal_value=0.000928304 -0.0191355 0.0139221 0.00106597 -0.0081914 -0.00068605 0.00133627 -0.000143302 -0.0094872 -0.00695142 -0.107154 -0.00124123 0.00389785 0.0050394 0.0192566 -0.0191171 -0.0018728 0.00250915 0.00827263 -0.00377638 9.71091e-05 -0.00561442 -0.0178747 0.0196716 -0.0241773 0.00834039 0.0287933 0.00197858 0.0304716 -9.89979e-05
internal_weight=149.726 1.02031 0.471039 148.705 4.21875 3.3711 144.487 91.5865 16.9492 16.5203 0.428926 13.4996 52.9003 50.4004 7.61465 2.49987 1.76971 42.7857 22.3198 20.466 17.2002 13.6908 7.28788 9.45103 3.26577 6.40291 6.32681 74.6373 5.16174 12.8687
internal_count=4034 933 69 3101 136 73 2965 2382 850 793 57 766 583 501 83 82 75 418 233 185 133 105 64 83 52 41 59 1532 55 150
is_linear=0
shrinkage=0.047041


Tree=558
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 13 0 16 19 6 10 2 5 2 5 15 10 0 13 15 15 16 4 16 6 3 19 14 18 16
split_gain=0.987409 1.8523 1.1512 2.01236 1.27645 1.39984 1.11619 0.888362 2.1895 0.93062 1.77157 2.16111 2.30397 1.59653 1.87384 1.71318 1.18698 1.36437 1.515 1.11541 1.08047 0.917463 1.52261 1.11947 1.16852 0.860092 0.887023 0.849146 2.01915 0.945416
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 85.995710218650018 19.199955102150003 13.751109481500002 16.455384477450004 62.025417527550012 179.86602224190003 23.700766800900002 110.52061241095002 19.749058312400006 30.501457990950005 66.964115113200009 90.297243227400017 116.19247193985002 45.169600924000008 42.246988155050012 22.624947093000003 279.56682314525005 22.544947280100004 16.325381439950004 81.842042407150018 12.250988447150002 277.23638966875006 17.399600107550004 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=27 -2 6 25 5 -5 -3 -8 -9 13 20 -12 -13 14 15 -10 17 18 -15 21 -11 23 -23 -20 -25 26 -4 -1 -29 -30
right_child=1 2 3 4 -6 -7 7 8 9 10 11 12 -14 16 -16 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 28 29 -31
leaf_value=5.2619072169442676e-05 0.0011744243593717566 2.5318862441985358e-05 0.00011832776820255068 -0.0021360698715505045 -0.0019972654434250591 0.00022962903514946623 0.00096152191729641711 -0.0011473065415377609 0.0010571972203610211 0.0002274112061615558 0.00010106534360751272 -0.0024799463255284 0.00035502608566535733 -0.00069928729022790544 0.0016692851698750615 -0.00080208661123259896 -0.0008903283276929494 0.0013917266561485418 0.0010184089462459108 -0.0006587063087084439 0.0013090076820445613 0.00033075929894090873 0.0016770600991413275 0.0007486657010068444 -0.00057615520605443953 0.00032220114796746569 -0.0021737033670518554 -0.0016258860215684703 -0.00026738981567415066 0.0019689194539456393
leaf_weight=20.808538964163748 7.2668205332010976 46.341058138641529 1.3813483444973891 1.1995891932165239 2.7949248919612728 3.4249366279691458 8.4981047085020673 3.4546361803077152 4.7133206427097312 8.75774505920708 14.147946625947954 2.7189805284142485 1.6277885511517522 4.7514503300189963 8.0960187986493093 2.8094460628926754 2.6364276483654967 4.5052559375762931 4.6743863448500695 2.9250342715531579 5.2453200612217179 6.439273174852131 5.5601266361773014 3.7135981172323209 6.5103227719664574 16.410346520133317 1.0598853807896373 3.841790695769304 2.2517749798498703 0.95675085857510556
leaf_count=825 43 1014 15 58 229 29 87 34 31 41 87 45 10 34 110 33 32 37 28 36 24 36 47 16 41 102 35 436 424 15
internal_value=0.000191476 0.000242142 0.000203295 -0.000160296 -0.000991738 -0.000384027 0.00026778 0.000378168 0.000325027 0.000381648 0.000126859 -0.000256027 -0.0014183 0.000526064 0.00104003 0.000362831 0.00033363 0.000416202 0.000289085 0.000446555 0.00063256 0.000566749 0.000954591 0.000254373 -9.49453e-05 0.000166936 -0.00087678 -0.000138905 -0.000704174 0.000399456
internal_weight=209.523 181.664 174.397 26.271 7.41945 4.62453 148.126 101.785 93.2871 89.8324 32.4978 18.4947 4.34677 57.3347 15.6188 7.52277 41.7159 39.0794 34.5742 29.8227 14.0031 26.8977 11.9994 14.8983 10.2239 18.8516 2.44123 27.8589 7.05032 3.20853
internal_count=4034 2334 2291 468 316 87 1823 809 722 688 207 142 55 481 174 64 307 275 238 204 65 168 83 85 57 152 50 1700 875 439
is_linear=0
shrinkage=0.00188464


Tree=559
num_leaves=31
num_cat=0
split_feature=4 7 17 9 17 5 3 2 19 9 9 16 0 6 7 15 18 5 6 17 7 2 9 0 18 6 4 4 2 5
split_gain=0.177832 0.685933 0.77525 1.05477 1.19598 0.552332 0.876054 0.780894 0.684006 0.595181 0.580024 1.2379 1.7497 0.810111 1.75022 0.641901 0.742857 0.671643 0.640396 0.579231 0.713243 0.566279 0.536004 0.654254 1.79786 0.526949 0.522399 0.513991 0.655641 0.654691
threshold=240.69197607740003 23.109894804950002 191.08747234645003 195.30595290385003 192.94032447935004 21.850554661550003 93.14163192940002 173.34516805710004 14.651182102100002 192.31210988165003 204.99169312540002 22.644947046300004 88.606203063300015 16.100376182700003 25.271514403800001 23.908355817750003 17.138111898250003 18.038339912700003 14.935348962050002 206.91274964370004 25.934372643900002 166.67665309880002 63.789425898000005 86.20003303655001 13.131682570750003 12.26528657645 281.32428032805007 313.22340827140005 241.85323870325001 22.53967987815
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 22 4 -4 6 8 -7 9 -3 19 12 -12 14 -14 16 -16 -17 21 -11 -21 -19 -2 24 -24 -18 -6 -9 -29 -30
right_child=1 5 3 -5 26 7 -8 27 -10 10 11 -13 13 -15 15 17 25 18 -20 20 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=0.0022421747118648114 -0.047566220893779938 -0.033309958640646807 -0.049938097400597292 -0.057027120140696358 0.040625811836834787 0.024071490043274909 -0.057718891420830573 -0.0031061685910911867 0.04726550956040277 0.010043208930011803 -0.075172685411895562 0.046080789914206756 -0.050933388336930854 0.037136099631666711 -0.046405981540614732 0.01624108600810854 -0.027874480268472002 0.00074995816656473879 0.035821688674273738 -0.046445050368508919 0.011954866933680358 -0.045547945665078242 0.0072005018034813455 0.027664060984653453 -0.054686116092155457 0.028340045904869993 -0.0096578480069453611 0.039483199000728046 0.041446208730880077 -1.3530963374229849e-05
leaf_weight=85.246498754191634 0.4965986993538517 1.2506150014924156 0.95142870255222112 1.4786190915037876 0.77284641005098798 4.1474511460401144 0.58427041582763095 12.520822245714955 0.56438425183296104 10.046338724037925 0.81476542353629788 0.81706094741821367 1.7851499347016186 0.79573498060926873 1.2465762045467257 4.2019003312452696 0.64311061628541188 1.0407484024763114 0.45341570582240809 0.88623688323423155 0.81909493207058404 1.1125952018337555 4.4621895002401288 1.476090787007706 1.2158304135082287 0.71875850390642881 0.92254587361094309 1.4070126712322215 0.89617077315051563 5.7459204948390834
leaf_count=1904 116 632 20 29 18 30 7 152 5 128 17 18 33 12 51 95 146 8 7 37 23 109 176 23 42 20 30 12 25 109
internal_value=0.000891142 -0.000900722 -0.0107414 -0.0265053 -0.00945468 0.00130669 -0.00305835 0.00621272 -0.00188406 -0.00292564 -0.00142852 -0.00776138 -0.0111949 -0.00685022 -0.00997473 -0.00221041 -0.0212407 0.00508024 -0.0129102 0.00591646 -0.0183947 -0.0231714 -0.00224106 0.000905162 -0.00605124 0.00179406 0.013264 0.00261191 0.0115067 0.00558034
internal_weight=149.521 64.2743 11.7761 4.12544 2.64682 52.4981 27.7808 24.7174 27.1965 26.6321 25.3815 13.6298 12.8128 11.998 11.2023 9.4171 2.60845 6.80866 2.60676 11.7517 1.70533 2.15334 7.65071 7.15411 5.67802 1.36187 1.69539 20.5699 8.0491 6.64209
internal_count=4034 2130 454 97 68 1676 1348 328 1341 1336 704 516 498 481 469 436 217 219 124 188 60 117 357 241 218 166 48 298 146 134
is_linear=0
shrinkage=0.045116


Tree=560
num_leaves=31
num_cat=0
split_feature=16 16 18 18 12 2 0 15 5 5 0 8 16 5 18 9 6 19 9 12 14 10 18 12 17 18 8 5 0 0
split_gain=1.54912 1.49233 1.09772 1.27362 1.35093 1.26275 1.06445 1.00404 1.23232 1.2153 1.04205 0.898282 0.856909 1.30321 1.7286 1.29883 0.897476 1.32681 0.834684 0.829409 0.750076 0.93202 1.56297 0.738516 1.00128 1.05451 1.04258 0.629191 0.647204 0.61826
threshold=18.594956516900002 15.584963555600002 17.551307094650003 15.289002683150001 96.375827709250018 72.843776848050013 103.33357670195001 46.074827201850006 24.367802910700004 24.458659404000002 86.692020874450009 8.3434888241000014 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 14.185331438000002 11.950964240300001 198.74336288960004 161.47699165635004 234.57881148155005 70.389210771400016 13.919698996450002 139.45036571045003 186.93340979500002 15.279937110450001 5.9453602998000008 13.154029769200003 100.91127592640002 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 6 3 4 -3 -5 12 -2 -9 -10 11 -11 13 16 18 -16 17 27 19 -15 23 22 -22 24 26 -26 -6 -1 -29 -13
right_child=7 2 -4 5 20 -7 -8 8 9 10 -12 29 -14 14 15 -17 -18 -19 -20 -21 21 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.001612127287799095 0.00037532784816573448 -0.0023361706303289811 0.00098576504812157529 0.0010547508547082856 -0.0020116276551305563 -0.002087995162549542 -0.0012783842936234043 -0.0022631353865441048 0.0019707409252447583 9.4119301964156924e-05 0.0012715608670803777 0.00018868941416635119 0.00081932434688864245 -0.0023142541662056642 -0.0020593890364342705 0.00060326038866571853 0.002117174016379746 -0.0014887039015891769 0.00089116562359127158 0.00036180777709322328 -0.0024798840913913406 -0.0020851487716883953 0.0018292189393069886 0.0012135895028261364 -0.0021695610351764208 0.00083306867243698062 0.0013960110358012235 0.0015131451585483631 9.0818136401638435e-05 -0.0022004405357697269
leaf_weight=1.7590285878977834 148.11591189703904 1.1739225616329338 1.6032161661423732 0.57122477982193132 0.43033628525154055 3.5235166611964814 1.812616718278149 1.1059978831908654 0.99487532069906581 2.2143671861849725 1.1723976135253904 0.5417580604553226 7.985726097598671 0.77746693254448285 3.1229799983630073 0.90946197928860772 1.1502642035484303 1.4017638440418512 3.1021074575837702 1.0421706350462043 0.52193771430756919 1.3907713693042749 0.85172365210019052 2.1226799973810557 1.3774067314807328 0.66764823347330082 1.7447094104718415 1.4763255871366689 7.3715219867881387 1.8002816620137307
leaf_count=41 1390 88 39 9 182 210 890 40 17 41 5 6 47 99 79 17 6 57 17 127 50 162 11 68 97 2 25 13 126 73
internal_value=0.000244428 -6.40276e-05 -0.00055317 -0.000724793 -0.000356474 -0.00164958 0.000180902 0.000339154 -0.000345146 -2.96501e-05 -0.000377042 -0.00080124 0.000268783 6.99654e-05 -0.00050708 -0.00145886 0.000462625 0.000304142 0.000272729 -0.000781579 -0.00010129 -0.000953657 0.000191928 0.000270205 -0.000204311 -0.00118929 0.000721804 0.000541077 0.000328143 -0.00164779
internal_weight=203.836 47.8905 15.9791 14.3759 10.2811 4.09474 31.9114 155.946 7.82968 6.72368 5.7288 4.55641 30.0988 22.1131 8.95419 4.03244 13.1589 12.0086 4.92175 1.81964 9.10721 2.76443 1.37366 6.34278 4.2201 2.04505 2.17505 10.6069 8.84785 2.34204
internal_count=4034 2462 943 904 685 219 1519 1572 182 142 125 120 629 582 339 96 243 237 243 226 597 223 61 374 306 99 207 180 139 79
is_linear=0
shrinkage=0.00196078


Tree=561
num_leaves=31
num_cat=0
split_feature=16 16 6 14 16 5 18 9 6 19 9 12 2 18 5 0 10 16 18 15 15 5 18 5 16 16 9 16 5 7
split_gain=1.18266 1.20121 1.05369 0.968871 0.836013 1.05943 1.69465 1.15256 0.950268 1.19618 0.918507 1.09251 0.81078 1.02092 2.2849 0.993467 1.02881 1.33916 0.948853 0.911412 0.740236 0.809534 0.70291 0.692501 0.690142 0.748354 0.642819 0.618385 0.907259 0.613836
threshold=18.594956516900002 15.584963555600002 11.075258771650001 171.16849715720005 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 14.185331438000002 11.950964240300001 198.74336288960004 161.47699165635004 72.843776848050013 15.078113735950003 13.8160216159 93.399723909900004 71.015621515800021 16.484961451000004 14.738651916450001 24.273602154900001 46.683480308100009 25.322158499750007 13.927976454650002 13.154029769200003 22.584947186600004 23.064946064100003 68.722917647950013 14.464966174600002 13.812766882300002 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 -1 -3 5 8 10 -8 9 23 11 -7 -5 15 19 29 -17 -18 -19 -15 -2 -22 24 -4 -23 -26 -13 28 -25 -14
right_child=20 3 4 12 -6 6 7 -9 -10 -11 -12 26 13 14 -16 16 17 18 -20 -21 21 22 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.0015328995114061339 0.00034877976031697552 -0.0021467224924923917 0.0019174863209188101 0.0026042685130734798 0.00089941006096872997 -0.0026323472252743427 -0.0022886419223030886 0.00060710361770871968 0.0023554806149670392 -0.0016678156633025177 0.001026185234389899 0.001533153286600584 0.00021044425097145451 -0.0013979798852476132 -0.0023634250406328887 0.0014303676741812732 0.0018252814529461279 -0.0024145492727513998 0.00051751344582662057 0.001281571889916519 -0.0015797007797486013 0.00077593588644574748 0.0016309255895369272 0.00056112979575745619 -0.0024316929039344577 0.00033431060482208406 -0.0022692689831569726 0.0010827031215540194 -0.0012569398079473519 -0.0023949396030680317
leaf_weight=1.6160064988871479 151.01673349365592 1.640222621092106 1.4517281378794056 0.41713628172874351 7.4228766076266757 0.90351671591633786 2.8894962961639981 0.83794593345373858 1.1382120102643956 1.3264757733559225 3.1235922870109789 0.8392013417324049 0.70402207731967603 0.91885282614384811 3.2810790213989094 2.8111019678181037 0.91831029485911164 1.3693453113664875 0.84252691737492558 1.7281714593991635 1.9412671516183753 1.3785185156157242 1.078116900520399 3.3469486907124502 1.0795556639786807 0.8084217496216296 0.28028963747783564 3.016542837023735 2.1180436654249206 1.0874976763152515
leaf_count=908 1436 116 27 1 41 98 78 18 6 48 17 64 97 78 171 75 11 110 33 40 57 10 12 29 50 7 62 15 108 211
internal_value=0.00022867 -7.78235e-05 0.000175071 -0.000565501 0.000271258 5.20643e-05 -0.000521376 -0.00163767 0.000462514 0.00027116 0.000287099 -0.000854074 -0.000381274 -0.000472438 -0.00115119 4.79021e-05 0.000475781 -0.000381498 -0.00129769 0.000351428 0.000318355 -0.000412597 0.00010889 0.000530088 -0.000393462 -0.00124731 0.000581132 0.000292617 -0.000143492 -0.00137109
internal_weight=203.332 46.0291 30.3109 15.7183 28.6949 21.272 8.87404 3.72744 12.398 11.2597 5.1466 2.02301 14.078 13.6609 5.9281 7.7328 5.94128 3.13018 2.21187 2.64702 157.303 6.28588 4.34461 9.93326 3.2665 1.88798 1.11949 8.48154 5.46499 1.79152
internal_count=4034 2462 1519 943 611 570 337 96 233 227 241 224 827 826 289 537 229 154 143 118 1572 136 79 179 67 57 126 152 137 308
is_linear=0
shrinkage=0.00217391


Tree=562
num_leaves=31
num_cat=0
split_feature=16 16 16 8 8 5 7 5 5 19 8 12 12 2 18 13 18 17 3 17 18 18 6 15 12 18 0 5 2 5
split_gain=0.202309 0.464412 0.353828 0.178246 0.456622 0.488952 0.407963 0.332571 0.585144 0.327877 0.286418 0.383423 0.543558 0.354071 0.724221 0.333477 0.695292 1.06594 0.956393 0.664874 0.847957 0.685359 0.638588 0.631669 0.696575 0.62729 1.70631 0.932352 1.17703 1.13074
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 9.5425530862500008 21.072048321250005 22.477322886550002 24.367802910700004 30.284449345300001 14.651182102100002 8.7431769115000026 69.826413229550027 79.133367176650012 76.243484112200022 13.754580103150001 117.60660091645001 13.565177112500001 191.58460912770002 93.181958801350021 187.51563899930002 13.036600629150001 12.933745112000002 16.495385412050002 43.030193406950012 102.93817575330002 13.552878921100001 86.329079026800017 20.444185446200006 81.787075821300007 21.336111252450003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 5 -5 -7 -6 -9 10 11 -2 -13 -12 -15 25 17 18 -17 21 -21 22 -20 24 -24 27 -27 28 -14 -29
right_child=3 -3 -4 4 7 6 -8 8 -10 -11 13 12 15 14 -16 16 -18 -19 19 20 -22 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=-0.051558200966089707 0.021778236878296251 -0.05172802331524886 0.043525107099402834 0.0013525090383427743 0.03751472660442106 -0.0061996743649627003 -0.044308056986627119 -0.023430875009865838 0.026744323422422164 0.015332563461566844 -0.0062390280841535606 -0.030046766793505764 0.051529179337045448 0.0023509451228089385 0.044257356511372269 0.036356818624933243 0.014528878463347942 -0.040157371071427098 0.027487228773788692 0.025991828668844856 -0.015303524222669704 -0.048252892593619812 -0.0050946146602931916 0.006668860423632083 -0.059643093687083863 -0.066824251043577906 -6.1954279182531419e-05 -0.013242063566514041 0.0043748863552471318 0.0089299290940177706
leaf_weight=0.13832180905592284 2.1292492847423992 0.5597050048672827 0.33263238505605841 2.5883772547822428 0.79091454349691082 1.1960527151823046 1.6950863145757464 1.2413863670080902 1.0893335640430448 4.2563766196835777 1.8777558524161566 1.4470882269088168 2.4814230436459175 2.4685510597191751 1.7658445187844334 1.2997180148959184 3.5279647298157206 2.4651297096279441 0.90794076840393056 2.414504393003881 2.5545019983546808 1.5725106385070828 1.0621178634464747 1.4634303734637795 1.2992088337196035 0.96909680124372144 68.75994763485869 7.4571889368817201 2.8266714210622013 24.960647983705712
leaf_count=455 24 435 40 38 30 24 52 40 15 46 12 44 39 25 25 6 41 30 5 14 32 31 11 10 78 47 1569 116 31 669
internal_value=0.00109603 -0.0209635 0.0155986 0.00124906 -0.0057321 -0.014421 -0.0285428 0.0095199 2.00455e-05 0.00167806 0.00124981 0.000751341 0.000400107 0.011819 0.0198269 0.000749723 -0.00543326 -0.0101161 -0.00422651 -0.00890505 0.00476242 -0.0196761 -0.010181 -0.0191229 -0.0351073 0.00181807 -0.000989819 0.00700792 0.0264185 0.00382963
internal_weight=149.599 1.03066 0.470954 148.568 8.60115 5.47952 2.89114 3.12163 2.33072 139.967 135.71 129.598 127.469 6.11215 4.2344 126.022 18.567 15.0391 12.5739 11.2742 4.96901 6.30521 4.7327 3.82476 2.36133 107.455 69.729 37.7259 5.30809 32.4178
internal_count=4034 930 495 3104 199 114 76 85 55 2905 2859 2797 2773 62 50 2729 258 217 187 181 46 135 104 99 89 2471 1616 855 70 785
is_linear=0
shrinkage=0.0499628


Tree=563
num_leaves=31
num_cat=0
split_feature=16 16 6 2 10 8 5 17 12 0 6 4 13 0 10 0 17 0 16 18 7 7 9 5 2 3 7 5 6 9
split_gain=1.30638 1.45364 1.27326 1.1859 1.03931 1.5519 1.51817 1.10971 1.2806 0.83707 0.901272 0.948726 0.82672 0.889788 0.785178 1.97359 2.077 1.82912 1.91055 1.12572 1.67624 1.24119 2.92618 1.46692 1.26878 1.20411 2.95853 1.46233 0.945512 1.82157
threshold=18.594956516900002 15.584963555600002 11.075258771650001 68.946226135900005 71.015621515800021 8.2435668022500028 19.234448447350001 241.79519611995002 151.46967002190004 85.995710218650018 16.375382608200002 183.52566960905003 117.53132408880002 85.925810307250018 66.964115113200009 91.937202686950016 188.64489188380003 90.407470010750018 20.784951395750003 14.030930991100002 23.851446749400001 23.974509389900003 196.26893085885004 19.327153142150006 163.32842070695003 85.538672336450006 24.991601945450004 17.505247228350004 16.455384477450004 195.70012057590003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 7 -5 8 -6 10 11 -2 -12 -14 17 16 -16 18 -11 -17 -21 -22 -23 25 -25 26 27 -24 29 -20
right_child=9 3 -4 4 5 -7 -8 -9 -10 14 12 -13 13 -15 15 19 -18 -19 28 20 21 22 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0014304415161533347 -0.0022780292120150856 -0.0023819425001148273 0.0002900305674450851 0.0010521433997303447 7.8485372707582168e-05 -0.0020179074299957059 -0.0012692189281824058 0.0018167698046897185 -0.0016858889648045672 -0.0014112376181928605 0.0007750681143768337 0.00012786512466051085 0.00010257157138762939 -0.0012612096763675589 0.00078854452919472837 0.0012638060033423287 -0.0023219490130347337 0.0014902222730510267 0.0011718432002827024 -0.0015033435578685652 0.0018054350686121207 -0.0021792734899800915 0.00036142798164282393 -0.0024304227044677821 6.0265241360996266e-05 0.0014317016419154289 0.00077155650191757289 -0.0024845497394346576 0.00021436230101040606 0.00032624126917922026
leaf_weight=1.7509689051294142 1.2440833807922893 1.2191074586007768 29.799274961289484 3.5758618183899662 4.463299861061385 2.6718049214687198 1.5538391471782231 0.85863195918500412 2.4495967041584663 2.1286462321877471 6.7411514810519284 1.2769663552171548 30.691452467814088 1.9565740264952172 1.2804567068815225 4.174155391752719 2.3221406899392605 6.6899231746792784 16.514756321907043 2.1213435847312239 1.9702023118734384 1.8555396022275115 1.1026158779859607 1.1873490761499845 2.3282060332130641 4.9302373006939879 11.0863781850785 1.8736589327454565 30.715767228975892 24.068266361951828
leaf_count=908 21 52 611 53 108 141 368 18 203 18 110 30 407 19 12 24 46 56 166 23 7 50 8 17 41 32 49 40 201 195
internal_value=0.000228604 -5.3506e-05 0.000194548 -0.000519567 -0.000373775 -0.000728787 0.000348979 -0.000285595 -0.000546724 0.000314777 7.71767e-05 -0.00105939 0.000149921 2.08411e-05 0.000400363 0.000160841 -0.0012164 0.000508685 0.000419258 0.0003129 0.000173411 0.000308481 0.00018743 0.000382535 -0.000780944 0.000597893 0.000305567 -0.0014302 0.000473908 0.000670348
internal_weight=206.602 48.3424 31.5502 16.7921 15.573 10.4433 5.1297 7.77153 6.9129 158.26 41.9102 2.52105 39.3892 32.648 116.35 36.2323 3.6026 80.1174 73.4274 32.6297 28.4555 26.3342 24.364 22.5084 3.51556 18.9929 14.0627 2.97627 71.2988 40.583
internal_count=4034 2462 1519 943 891 470 421 329 311 1572 587 51 536 426 985 349 58 636 580 291 267 244 237 187 58 129 97 48 562 361
is_linear=0
shrinkage=0.00196078


Tree=564
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 13 12 14 8 5 0 15 18 13 0 5 4 7 3 17 7 8 6 6 13 16 8 16 15
split_gain=0.184458 0.424341 0.318016 0.164242 0.61621 0.693502 0.52321 0.588366 1.01947 0.478855 0.395947 0.672515 0.629429 1.04448 0.82722 0.597085 0.720377 0.551887 0.478634 0.862749 0.487358 0.428686 0.4194 0.89565 0.867137 0.988456 0.699613 1.74897 1.15946 1.14555
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 96.244112611900007 99.140885195450011 171.16849715720005 8.543332867800002 16.569990495050003 95.469836670350006 24.392685421400003 14.766576839600001 104.08096806215002 96.959242474650011 16.078966488550005 227.16561897400001 24.175586727800006 82.69159517635002 168.59667799010003 20.873561687950005 7.943800736700001 14.745344522600002 14.415336812050002 109.96062599345002 19.199955102150003 8.0437227585500022 18.684956306450005 29.329759478700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 5 6 -5 8 -8 -9 11 21 13 18 -14 -13 17 -17 19 -12 -21 -6 -16 24 -24 -26 28 -28 29 -25
right_child=3 -3 -4 4 10 -7 7 9 -10 -11 12 15 14 -15 22 16 -18 -19 -20 20 -22 -23 23 26 25 -27 27 -29 -30 -31
leaf_value=-0.042139539463678266 0.0071992897064623593 -0.042277602370772958 0.034590532580440723 0.022444085616143208 0.012987481885455381 0.0055105639873633122 -0.044380006563449211 -0.043131735946073918 0.03936079624741947 0.0070634493967907689 -0.070898124225373657 0.030806073026769937 0.036185647651504602 -0.049356961543742563 0.011142188075717837 0.034468938010670851 -0.011457830470394259 0.002395032445126209 0.0092244772803123931 -0.042348701535719402 0.0034193108335892819 -0.03745202434886049 -0.0034957350575407398 0.01592182629218785 -0.046255595851877281 -0.00072676837568637874 -0.043501834524839904 0.0015464695304727256 0.035022102450285447 -0.029116534146927497
leaf_weight=0.12733781092538166 6.8697603510663603 0.51504258610657416 0.31387954848469235 0.40414306916136311 0.44525158219039329 2.5063092309283093 0.45394380157813463 2.3676778116932842 0.52669333969242871 0.36831836542114604 0.40894300490617697 2.3930581502354453 1.1330204382538784 1.0468281987123189 6.4949461679934748 1.7468663649633529 2.2820276040583849 1.8551842743036102 2.3279549852013588 0.49653172805847168 1.8218504021933766 0.77348769988748245 9.8219244254287315 2.8357409718446425 1.9646607460599619 1.34870427288115 1.4689763830974687 89.899356234585866 2.7424590475857258 1.4220675302058223
leaf_count=455 215 435 40 112 8 85 42 194 5 13 3 29 9 25 313 15 26 42 8 185 81 110 150 52 166 10 29 1082 26 69
internal_value=0.000900026 -0.0170283 0.0124458 0.00101569 0.000715172 -0.0114762 -0.0218077 -0.0266196 0.000596592 -0.0363745 0.00131484 0.00937707 0.00070352 -0.0121246 0.00136059 0.013559 0.00654457 0.0179497 -0.00441462 -0.0160565 -0.0063829 -0.0190246 0.0010262 0.000436963 -0.00960707 -0.0277231 0.00177816 0.000822204 0.0142553 0.000879442
internal_weight=149.183 0.95626 0.441217 148.227 141.357 6.62709 4.12078 3.71663 0.980637 2.736 134.73 9.49588 125.234 6.10211 119.132 8.27714 5.88408 3.60205 5.05528 2.72733 2.31838 1.21874 117.999 111.504 13.1353 3.31337 98.3686 91.3683 7.00027 4.25781
internal_count=4034 930 495 3104 2889 451 366 254 47 207 2438 230 2208 302 1906 112 83 57 277 269 266 118 1897 1584 326 176 1258 1111 147 121
is_linear=0
shrinkage=0.040952


Tree=565
num_leaves=31
num_cat=0
split_feature=16 16 14 6 18 10 0 13 2 12 17 0 6 10 18 6 6 5 15 17 6 2 17 18 5 12 6 15 6 18
split_gain=1.05593 1.41009 1.27404 1.16411 0.966972 2.15925 1.12974 1.26746 1.42858 1.50739 1.72151 0.891868 1.17219 1.10521 1.02501 0.967619 1.63252 1.57092 1.49675 1.49567 1.27225 1.79832 1.12648 1.11807 1.10937 1.78943 0.984332 1.85465 1.5338 0.912999
threshold=18.594956516900002 15.584963555600002 171.16849715720005 11.075258771650001 14.85568425095 75.408562100950022 93.399723909900004 108.49810477050001 115.07851450450001 151.46967002190004 193.46017548480003 85.995710218650018 16.375382608200002 62.181348099150007 13.065205089100003 16.455384477450004 15.255356438950001 22.692834890150003 42.246988155050012 190.79440939600002 14.980350013450002 150.25049527555004 203.72643944000004 13.314799198000001 20.769304081650002 368.00406080990007 16.565387047600002 36.548474543700003 16.645388916850006 13.531614672700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 -1 6 -6 -4 8 -8 -10 -11 12 13 -2 -13 16 20 19 -18 -17 24 -22 -20 -21 -16 -26 27 -25 -28 -19
right_child=11 2 4 -5 5 -7 7 -9 9 10 -12 14 -14 -15 15 17 18 29 22 23 21 -23 -24 26 25 -27 28 -29 -30 -31
leaf_value=-0.0013681216063628893 -0.0022109751456075629 -0.0019582277064004367 -0.0011592134670552177 0.00028076372689137371 -0.0021048816432613299 -1.1680224047483555e-05 -0.0020519531767960019 0.001810841653348346 0.0019319935366039495 -0.0021645828236875396 0.0017985997351100001 0.0010270118432856906 0.00012201022626475698 0.00015301369871925489 0.00033097799103543166 -0.0015822277210338603 0.00079780872544912829 7.3382560936574123e-05 -0.00076700648000714751 0.00097320573961198113 -0.0022501574145337854 0.00050779438961452142 0.00090492234271726294 -0.0020896161629686064 -0.0022026421642199153 0.001212861506439038 0.0014190805006099579 -0.00011773892253921959 -0.00076907732521777042 0.0012373441582466706
leaf_weight=1.6049232315854194 1.5406963665882352 1.8484440805332294 1.7792822472401875 29.01357466281479 2.776288153254427 4.7370861003291793 0.96165951760485757 1.9274547197856007 1.5111405570060017 1.032674476096872 0.62485385674517591 7.5975695997476569 39.579973788000643 1.291097644716501 29.068322442006323 2.8125322833657327 38.023329379037023 5.0613760221749526 4.1569078192114821 2.8707971423864356 1.833331432193517 1.5495045855641363 2.183054756373167 2.4660079311579448 1.5527879914734506 0.83933566510677327 2.3630836457014084 5.4130022041499615 2.1944076400250196 4.5412080101668835
leaf_count=908 38 116 300 611 167 192 77 17 8 55 11 39 536 13 244 19 330 32 40 15 34 11 23 43 50 15 12 25 28 25
internal_value=0.000196964 -4.82251e-05 -0.000480044 0.000194334 -0.000302047 -0.000785145 0.000161098 0.000548897 -4.00002e-05 0.000570608 -0.000670545 0.00027167 3.82034e-05 -0.00113316 0.000358128 0.000310603 0.000416667 7.56317e-06 0.000656454 -0.000319031 0.000111364 -0.00098688 -0.000191307 -8.69336e-05 0.000229454 -0.00100423 -0.000331652 -0.000734906 0.000365494 0.000623838
internal_weight=204.756 47.8174 17.1989 30.6185 15.3504 7.51337 7.83707 6.05778 4.13033 3.16867 1.65753 156.938 42.4118 2.83179 114.527 106.929 79.2066 27.7224 44.3633 18.1198 34.8433 3.38284 6.33996 15.3073 31.4604 2.39212 12.4365 7.87901 4.55749 9.60258
internal_count=4034 2462 943 1519 827 359 468 168 151 74 66 1572 587 51 985 946 747 199 393 142 354 45 63 123 309 65 108 68 40 57
is_linear=0
shrinkage=0.00188464


Tree=566
num_leaves=31
num_cat=0
split_feature=16 16 14 6 2 18 5 0 10 16 18 15 5 16 19 8 16 5 0 7 16 6 6 12 6 18 9 12 9 18
split_gain=1.27041 1.44879 1.13437 0.998063 0.872116 1.19635 2.45007 1.19098 1.05548 1.33127 0.991238 0.977267 0.813051 0.96229 1.12893 1.23834 0.747554 0.792125 0.71703 1.34475 1.06725 0.776382 2.1135 1.26815 0.774044 0.7158 0.673814 0.872336 0.887947 0.652943
threshold=18.594956516900002 15.584963555600002 171.16849715720005 11.075258771650001 72.843776848050013 15.078113735950003 13.8160216159 93.399723909900004 71.015621515800021 16.484961451000004 14.738651916450001 24.273602154900001 13.154029769200003 15.089964713100001 11.850956171350001 8.2435668022500028 14.464966174600002 13.812766882300002 85.732241321850012 22.721067571950005 22.824946625350005 16.525386113000007 16.475384944750001 115.75959681050001 16.705390318750002 15.343833331950004 220.80451164160004 124.92778561480002 187.45330412110005 16.444362185000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 -1 -4 7 11 -6 -9 -10 -11 -7 -5 14 16 29 17 -14 19 21 -21 22 23 -2 -23 -15 27 28 -26 -16
right_child=18 2 4 12 5 6 -8 8 9 10 -12 -13 13 25 15 -17 -18 -19 -20 20 -22 24 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0013416294819055205 -0.001117548508508089 -0.0019780770882393203 0.0023279120585702425 0.0014842150256386456 -0.0013383036825027031 -0.001250752177509097 -0.0021126113853180257 0.0012817807479080267 0.0015551458261903823 -0.002112178107789053 0.00053308747817508613 0.0011871982546499621 0.00049210924355901271 0.00025092699954521141 -0.0023955990893196875 0.0001296738006538743 0.00099572110054668359 -0.00092892422429317585 0.00035145516637899752 -0.0020952312856259785 0.00040748412087798357 0.00088481322671864909 -0.0023421193847704986 0.0012377291832393635 0.0010639859529977683 0.0012540427869795919 0.001526837396952878 -0.0011181922515940401 -0.00070009233601927624 -0.00059267199810059893
leaf_weight=1.5039338254136989 1.3686437271535461 1.7716880550724479 0.4357086718082418 1.8846362316107867 1.7506301260145827 0.93743284459924359 3.538045700697694 2.9754707434331067 0.98558585066348348 1.4022091276128779 0.83426004275679577 1.7230229360284282 3.2544543589465338 7.7449455888709036 1.7908447803201846 2.7421146759297699 3.3664097562432289 2.6100649915169924 130.36486717546359 1.8848415467364241 0.94437850080430497 6.4109418042935413 1.5664041046984492 2.2025077629368752 2.4407645084429532 3.974606491625309 0.91932466626167286 2.5395146545488387 1.8537507401779292 1.2660605406854299
leaf_count=908 16 116 1 33 308 78 171 75 11 110 33 40 29 43 101 35 45 253 1115 100 29 63 36 32 37 33 9 103 32 39
internal_value=0.000212389 -6.56802e-05 -0.000526164 0.000184196 -0.000349763 -0.000432234 -0.00106501 6.12437e-05 0.000456577 -0.000305473 -0.00112543 0.000328167 0.000264336 0.000178389 -0.000143442 -0.000807882 0.00027397 -0.000140336 0.000297166 -2.26316e-05 -0.00125984 0.000158715 -0.000481187 0.000335069 0.000390815 0.000591127 -1.76522e-05 -0.000225419 0.000302512 -0.00164889
internal_weight=198.988 46.4921 16.3541 30.1381 14.5824 14.1467 6.1985 7.94816 6.19753 3.22206 2.23647 2.66046 28.6341 26.7495 15.0299 5.79902 9.23093 5.86452 152.496 22.1311 2.82922 19.3019 5.13756 3.57115 14.1643 11.7196 7.75335 6.83403 4.29452 3.05691
internal_count=4034 2462 943 1519 827 826 289 537 229 154 143 118 611 578 502 175 327 282 1572 457 129 328 84 48 244 76 181 172 69 140
is_linear=0
shrinkage=0.00192157


Tree=567
num_leaves=31
num_cat=0
split_feature=6 16 8 7 3 7 19 16 3 0 7 6 17 2 6 3 13 6 6 18 18 7 18 15 17 18 19 6 17 19
split_gain=0.177017 0.308979 0.172837 0.401365 0.618533 0.357145 0.545875 0.31084 0.564961 0.407651 0.758005 0.627311 0.484066 0.471186 0.489659 0.314882 0.466496 0.313168 0.541771 0.374748 1.64202 1.05643 1.07672 1.07022 0.736807 0.712473 0.744679 0.66335 0.858475 0.722978
threshold=5.3251244207000008 17.634958761800004 8.8430989333000021 22.620600126450004 91.017750006350013 22.381996090050006 14.351157895250003 22.724946859200003 94.421337999450017 85.667718326750006 19.506002767000002 16.545386580300001 184.16216363550004 319.18044405035005 17.475408310100004 108.56262776565002 120.52088952990002 16.625388449550005 16.585387514950003 13.4793103924 13.531614672700002 23.051546669900002 13.552878921100001 31.504255087500002 182.20563699335005 13.431026577400003 14.451165964200003 16.485385178400005 190.94474013770002 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 5 -5 6 -4 9 -9 10 13 -12 -13 14 15 -2 -17 18 19 25 -21 23 -23 24 -22 26 27 28 29 -11
right_child=2 -3 3 4 -6 -7 -8 8 -10 17 11 12 -14 -15 -16 16 -18 -19 -20 20 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.048525280012015545 0.027754523710855326 0.021379300824555195 -0.037221391543135335 0.0053826710123093093 -0.029209458309743905 0.028869564787674454 0.0084283836154603331 0.02923263900421259 -0.0010192775536739442 0.0049337095754641647 -0.050157480845794772 -0.048521381965764471 0.0083021776888581485 -0.04736140817823601 -0.047808650606670361 -0.047525637952004547 0.036684498341837471 0.022225750573182153 -0.029130050035998969 -0.041372079670310376 -0.063429898086474271 0.034506308965018571 0.00093003749376550915 -0.061786677110344489 0.02563880997058339 0.029947000123630611 0.015503411413733599 -0.0088884145684250924 -0.012463982602445575 0.028194205755856443
leaf_weight=0.38581694144522671 1.8487775623798373 0.20723884004110005 0.73656279097485677 1.9034914835356174 2.6181252806563862 1.0280392928980289 2.3109544506296515 2.3817600812762967 2.94245127402246 12.393988264659137 1.3694381757322847 0.44305997256014951 1.147706055686285 0.31919821561314154 0.26339772182109289 0.32724268411402579 0.24549639550969005 1.5634123673662532 1.2248314097523678 2.0035022354422827 0.26560381796298249 2.0918179582804433 76.948639579281007 1.1358634778298435 0.77845252478073235 2.3528050343156783 9.0123285877052677 10.699979742988942 4.5354558704420915 3.6997465316671869
leaf_count=655 45 17 44 37 58 13 49 26 40 128 212 181 19 36 142 42 3 21 11 21 69 59 1780 13 41 33 94 72 31 42
internal_value=0.00107991 -0.0240977 0.0011804 -0.00517465 -0.014647 0.00533443 -0.00260484 0.00157066 0.0125138 0.00113803 -0.0106637 -0.0272471 -0.00752431 0.00567724 0.0119828 0.0184865 -0.0114302 0.00168493 0.00143235 0.00172963 -7.46525e-05 0.000944051 0.00181864 -0.0307671 0.00298008 0.00524673 0.00380615 0.000441252 0.00528038 0.010281
internal_weight=149.185 0.593056 148.592 8.59717 4.52162 4.07556 3.04752 139.995 5.32421 134.671 5.96432 2.9602 1.59077 3.00411 2.68491 2.42152 0.572739 128.706 127.143 125.918 83.2239 81.2204 79.0405 2.17992 1.04406 42.6943 40.3415 31.3292 20.6292 16.0937
internal_count=4034 672 3362 201 95 106 93 3161 66 3095 680 412 200 268 232 90 45 2415 2394 2383 1983 1962 1839 123 110 400 367 273 201 170
is_linear=0
shrinkage=0.0461763


Tree=568
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 13 0 19 5 6 16 15 16 12 15 15 7 6 5 0 16 9 0 13 16 13 0 8 13 2
split_gain=0.824206 1.90536 1.3981 2.29013 1.26617 1.34194 1.03211 0.898921 0.7842 0.781242 2.01661 1.41343 1.11476 1.08564 0.938101 0.884761 0.817492 0.810811 1.19364 0.60103 0.904822 2.06439 1.07859 0.934503 0.856483 3.40174 2.19445 1.79874 1.37952 0.887872
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 97.752337623100019 12.250988447150002 17.679107616400003 12.350288562550002 18.874955862150003 13.019805569300003 12.604970524100002 93.660658182900008 21.092276343250003 24.273602154900001 22.575645983950004 12.05528166975 13.716117217950002 85.705356740550016 22.704946905950003 187.45330412110005 85.121961326250016 117.64961624655002 19.199955102150003 112.64908412395 90.407470010750018 8.1436447804000007 113.97180552410002 108.63443756215001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 -2 8 6 5 -5 -4 -8 -3 12 11 -11 -1 -13 17 16 -16 18 -14 20 21 23 -22 -10 -21 27 28 -26 -27 -30
right_child=1 2 3 4 -6 -7 7 -9 19 10 -12 13 14 -15 15 -17 -18 -19 -20 24 22 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0019268471579331062 0.0011677354037710099 0.0010839752709764041 0.00031488303921039802 -0.0021225892813748468 -0.0020029325448032067 0.00015818436600387672 -5.2378552380637485e-06 -0.0022346820021423046 0.00023316847534360222 0.0013482792270429163 0.00086498527825579739 0.00023124177819728285 0.00062227504166359785 -0.002085186737429127 0.00040044616786684634 0.00016935304889359551 -0.0015742488569651287 0.0018340079693972176 -0.0020859397852672915 0.00088593425548202248 -1.7260330782505673e-05 -0.0020828559803989315 0.0013540358209171528 -0.0013178571078375889 8.5209623831812166e-05 -0.00076939807539961268 0.0014989973507201658 -0.0018406537417992403 0.00065089077695248097 0.00020738397693186852
leaf_weight=0.95054224746127758 7.2654327847994855 3.9764449223875991 16.479321821127094 1.2510037777537935 3.1160076463711448 3.4244986139237881 1.503988943062722 1.1212905838619915 7.9915898733161175 0.63895711996155924 2.2086583599448204 0.88888573506847013 5.7770304171717743 3.7520152587239863 1.0710329688154145 7.6733751538413344 2.4434089244168717 1.6458264887332914 0.64232334541156877 7.9866769190994082 7.3759185036178661 2.1339074282441279 2.8147395923733711 1.6676809019409118 3.0054305884987107 4.3300143703818312 5.461499571800231 4.0355579822789878 21.585646700114012 62.324043189175427
leaf_count=826 43 20 102 58 229 29 15 35 503 17 20 34 225 158 33 181 165 14 27 85 107 138 20 98 31 34 49 65 205 468
internal_value=0.000174169 0.000223594 0.000181142 -0.000211159 -0.0010723 -0.000452072 0.000140042 -0.000957462 0.00025948 -0.000127196 -0.000647145 -0.0012797 6.55247e-05 -0.00164151 0.00016389 -0.000189325 -0.000972457 0.000653862 0.00035129 0.000234398 -4.98117e-05 -0.000405234 0.000361502 -3.46173e-05 0.000291862 0.000244765 0.000339699 -0.0010186 0.000267945 0.000321475
internal_weight=196.543 168.851 161.585 26.8961 7.79151 4.6755 19.1046 2.62528 134.689 27.6921 7.48852 5.27986 20.2035 4.6409 19.253 11.1878 3.51444 8.06518 6.41935 130.713 21.9838 11.7932 10.1907 9.65927 108.729 100.742 93.7012 7.04099 88.2397 83.9097
internal_count=4034 2334 2291 468 316 87 152 50 1823 1700 229 209 1471 192 645 379 198 266 252 1803 866 739 127 601 937 852 756 96 707 673
is_linear=0
shrinkage=0.00188464


Tree=569
num_leaves=31
num_cat=0
split_feature=16 16 18 18 12 2 6 0 6 10 9 7 8 3 6 6 9 10 0 5 18 13 2 16 5 18 9 6 19 9
split_gain=1.17583 1.30968 1.06106 1.30314 1.30918 1.27133 0.955865 0.749061 0.898569 0.945148 0.809277 0.979127 1.23464 0.945361 1.03667 1.5541 0.775644 1.78498 1.02865 1.44688 0.758053 0.743017 1.18992 0.709767 1.07539 1.8224 1.14188 0.89211 1.07088 0.789874
threshold=18.594956516900002 15.584963555600002 17.551307094650003 15.289002683150001 96.375827709250018 72.843776848050013 11.075258771650001 85.995710218650018 16.375382608200002 62.181348099150007 186.68586460755003 22.407814303000006 8.3434888241000014 93.870204082750021 16.475384944750001 16.525386113000007 191.98656730705002 61.901748453550006 85.732241321850012 29.996566321350006 13.065205089100003 117.99105042915001 93.57193670880001 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 14.185331438000002 11.950964240300001 198.74336288960004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 4 -3 -5 -1 8 9 -2 11 12 13 -10 -15 -16 17 -12 19 -18 -9 -17 -23 24 27 29 -27 28 -8 -26
right_child=7 2 -4 5 -6 -7 23 20 10 -11 16 -13 -14 14 15 21 18 -19 -20 -21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0013259009404767261 -0.0022288636251283148 -0.0023175504661239266 0.0010948407336909356 0.0011060686366838222 -6.9909524822529319e-05 -0.0020930464876748865 0.0005074803004123309 0.0010200197266451571 -0.0023138653838557502 0.00023562671569865847 0.00086629723810734127 0.0013515596012377417 0.0012777214286605067 0.0018225883673733928 -0.0024065817787819878 0.00086384080688585603 -0.0010474705420266497 -0.0017732696947072915 0.0004528910024323509 0.0010386305798765357 0.00034547357476088413 0.0015464908017423099 -0.0022821662939465619 0.00079455165822050968 -0.00067009882651331162 -0.0020352017590013743 0.00044019483516672113 0.002124626215606472 -0.0014202693014610671 0.00094829279939939585
leaf_weight=1.525872678837916 1.2954883547208731 1.1157428090227757 1.4368308847770084 0.55686714313924257 9.3095335708348994 3.3548791201610584 9.9689295057905891 6.8275402560830107 0.76963477581739237 1.1116733625531194 1.5319317467510725 3.922907934524118 2.815708827227354 0.99443598743528117 1.1170429214835165 2.46868831536267 4.9947702097706523 2.7587921011727303 11.465588275343178 1.7179219797253606 103.55845197523013 0.48112768656574167 0.88831222918815911 7.296598318964242 1.8359389017205083 2.9629850548080872 0.9449502583593129 1.1252289414405812 1.2464138204231847 3.1466257144929841
leaf_count=908 38 88 39 9 597 210 179 39 12 13 15 24 18 13 23 60 158 44 65 18 946 11 75 41 224 78 18 6 48 17
internal_value=0.000220572 -5.40353e-05 -0.000511574 -0.000672566 -0.000310458 -0.00163763 0.000186108 0.000305191 6.90511e-05 -0.00109071 0.000146757 0.000527011 0.000187771 -0.000268974 -4.44914e-06 -0.000371111 -8.09961e-05 -0.000830856 9.59977e-05 -0.000513592 0.000387195 0.000221289 -0.000937038 0.000266981 8.56685e-05 -0.000434244 -0.00143664 0.000460228 0.00029324 0.00035196
internal_weight=194.547 45.8274 15.7739 14.337 10.4253 3.91175 30.0535 148.72 38.334 2.40716 35.9269 13.4579 9.53495 6.71924 5.94961 4.95517 22.469 4.29072 18.1783 6.71269 110.386 3.83813 1.36944 28.5277 21.2311 8.8905 3.90794 12.3406 11.2153 4.98256
internal_count=4034 2462 943 904 685 219 1519 1572 587 51 536 236 212 194 182 169 300 59 241 176 985 146 86 611 570 337 96 233 227 241
is_linear=0
shrinkage=0.00196078


Tree=570
num_leaves=31
num_cat=0
split_feature=16 19 6 2 18 5 6 5 16 19 9 6 2 6 19 12 10 15 3 6 10 18 9 16 4 15 5 9 2 5
split_gain=1.20617 1.0955 1.38906 1.06997 1.17991 1.61701 1.49565 0.943945 1.19621 1.11484 1.19029 1.03141 1.04444 0.9242 1.92875 0.890126 0.869396 0.851461 0.843486 1.22551 1.39361 1.10179 1.98214 1.45557 1.32678 1.22576 1.03983 1.03551 1.12066 1.03409
threshold=18.594956516900002 12.651020723000002 11.075258771650001 71.340832650850004 14.85568425095 18.613387752550004 13.78532209185 13.154029769200003 15.089964713100001 11.850956171350001 214.88418602500002 13.65531905435 78.595990734650016 13.65531905435 13.351077205700003 69.826413229550027 75.408562100950022 24.273602154900001 93.281431752200021 16.375382608200002 62.181348099150007 13.4793103924 193.42660545270004 22.594947163200004 224.04800382715004 45.169600924000008 20.374719724350005 194.45262321395003 310.17567643235003 16.351273197450002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 15 5 -5 13 -4 9 -9 -11 12 -10 14 -6 -3 -13 -16 21 20 -20 -2 23 24 -23 27 -21 -24 29 -29
right_child=18 3 7 4 6 -7 -8 8 11 10 -12 16 -14 -15 17 -17 -18 -19 19 26 -22 22 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.001431414116308403 0.00075532937308803194 1.938439707830645e-05 0.0015705872990014278 0.00084942759042955045 -0.0021036278820443345 -0.0014570197010702862 -0.0022590259120879915 0.00018662495248942903 0.001163381952515612 -0.0017149748368103304 0.00032930135796298098 0.00038150601799861935 -0.0021612424502196292 0.0013139702942511408 -0.0012402993859406521 -0.0026411707560856914 0.001596986641140797 0.0011481765675049498 -0.0022913825272729499 0.0012280973897018867 0.0003223697039600016 -0.00064688140571841381 0.0016155717848072401 0.0009118422521227869 -0.0029144410913467863 -0.00082436208504186855 9.9427178586870127e-05 0.0015343370588202319 0.001576581753464648 0.00026239634212779623
leaf_weight=2.0627316423415349 25.834726717323065 0.75467583909631075 2.0758555057691437 5.3468892649980253 2.1471452041296271 1.5786962556448996 2.0943992384127341 9.6266549130232324 0.62899709120392688 3.1835587767709503 1.7809577966108916 5.4735489241575106 0.95289192954078317 1.155978384427726 0.86299173568841103 1.5193606187822295 4.1475919038057327 1.952450423967093 1.7768586761376348 3.4851161986589423 1.5156824635341761 3.73584060370922 2.8739992361515752 1.598067946732044 1.4309820458292959 3.2250978827942154 53.774443913833238 2.6897908784449092 3.0071951597928992 54.35396703123115
leaf_count=924 160 4 30 93 178 283 127 327 5 119 26 141 41 7 42 58 22 35 49 31 15 50 69 9 27 42 611 11 54 444
internal_value=0.000202487 -7.81335e-05 0.000154185 -0.000477496 -0.000285112 0.00032367 -0.000798468 0.000271539 0.000166995 -0.000210859 -0.000981616 0.000659123 -0.000839292 -0.000298515 -0.000674125 -0.00175822 0.000905489 0.000416059 0.000285888 9.98124e-05 -0.00108817 0.000399988 0.000274086 -0.000758323 -0.0012749 0.000379666 0.000168124 0.000441376 0.00038518 0.000322372
internal_weight=206.647 47.3454 29.9328 17.4126 15.1386 6.92559 8.21296 27.8701 25.7942 14.5912 4.96452 11.203 1.58189 6.11857 4.96259 2.27404 9.62114 2.81544 159.302 60.5521 3.29254 98.7497 72.9149 6.76489 5.16682 66.1501 57.2596 62.925 60.051 57.0438
internal_count=4034 2462 1635 827 765 376 389 711 681 472 145 209 46 262 255 62 163 77 1572 706 64 866 706 86 77 620 642 578 509 455
is_linear=0
shrinkage=0.00200243


Tree=571
num_leaves=31
num_cat=0
split_feature=16 9 9 0 16 0 5 9 2 7 10 12 14 19 4 4 18 0 16 7 2 16 17 17 17 9 3 15 7 6
split_gain=1.97208 0.91753 1.13378 1.08608 3.02899 1.24378 2.01182 1.02464 0.999779 1.05539 1.47854 1.45295 1.65807 1.15194 1.15318 1.10073 0.90177 2.13861 2.31746 1.20578 2.71429 1.53648 1.33035 1.089 1.85875 1.81846 0.980903 1.33429 0.967109 0.96598
threshold=23.344945409400005 181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 24.628131835750001 187.45330412110005 56.478612905150008 19.078733418100004 61.853356207250009 134.98489220775002 240.28931515145004 13.851117550450002 387.60063489055005 158.33173836080002 13.843998451900001 86.692020874450009 22.654947022900004 23.109894804950002 108.63443756215001 22.454947490600002 199.03437346465003 188.10488866565001 190.38166638035003 193.67618212375001 93.394346993650018 33.423812040500003 23.203497038450006 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 8 -3 4 7 6 -6 -4 -1 13 -11 15 -13 14 -10 -12 19 -18 28 20 26 -21 29 -22 -25 -26 27 -5 -19 -23
right_child=-2 2 3 16 5 -7 -8 -9 9 10 11 12 -14 -15 -16 -17 17 18 -20 21 23 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0012434257719486513 -0.0023980914687827481 0.00073221114171452279 0.00082736022226008856 -0.00049444989284691901 -0.0021874901433121671 0.0014272010113432372 0.0005460062823921236 -0.0021260070454582084 0.0011581034264454353 -0.0023586971341850119 0.00055399626376647336 0.00081715077503421519 -0.0012438554067609531 -0.0019717445381256323 -0.0019558240042878935 -0.0020947127300142872 -0.0022087328842159094 -0.0014949378597730956 0.0019535667371857112 0.0015319968323354951 -0.0012409125835932432 0.00048507346656264993 0.0014786053604004122 0.00071755785771735771 -4.5283671390524908e-05 -0.0021275602737451595 0.0012657034648404868 0.0010083520292468561 0.00012251517005471181 -0.00037197518304817945
leaf_weight=1.5305527211749019 1.0353237008675922 15.721067602600668 0.47851559333503102 4.0855219848454016 1.3305062246508894 2.4701477512717247 3.4006311586126685 3.2588134274992626 3.4802416299717147 1.5799469787743863 0.73474525846540784 4.1772410022967961 2.0752281012173626 0.62562154774786893 0.48076928348018544 2.307231261562265 1.3874989543110121 1.3346762903965999 2.4574983827769747 5.4972911253571501 4.2836421318352214 27.195611985400319 4.0827387869358054 5.1311008948832733 4.0927018513903022 2.3421474527567625 6.200620859861373 4.31467404961586 80.918014380542445 5.6397370621561995
leaf_count=17 17 141 4 33 39 15 35 153 152 150 6 106 746 51 36 262 26 21 35 91 36 126 20 25 27 23 31 30 1548 32
internal_value=0.000196371 0.000209628 0.000247999 0.000203195 -0.000371223 0.00034323 -0.000222717 -0.00174787 -0.000209555 -0.000353391 -0.000673178 -0.00038666 0.000133092 0.000404788 0.000780149 -0.00145496 0.000242722 0.000112137 0.000150151 0.000397021 0.000110889 0.000602438 0.000464022 -0.000429169 -0.000128526 -0.000803188 0.000697137 0.000277449 9.62695e-05 0.000337868
internal_weight=203.65 202.615 185.623 169.902 10.9386 7.20129 4.73114 3.73733 16.9916 15.461 10.8744 9.29445 6.25247 4.58663 3.96101 3.04198 158.963 86.0977 84.7102 72.8658 30.4504 42.4154 36.9181 15.8496 11.566 6.43485 14.6008 8.4002 82.2527 32.8353
internal_count=4034 4017 2491 2350 246 89 74 157 1526 1509 1270 1120 852 239 188 268 2104 1630 1604 474 205 269 178 111 75 50 94 63 1569 158
is_linear=0
shrinkage=0.00188464


Tree=572
num_leaves=31
num_cat=0
split_feature=13 0 7 16 2 5 9 6 6 12 10 0 0 3 5 13 12 2 9 15 0 15 18 15 5 5 14 9 10 10
split_gain=1.00389 0.941924 1.53636 1.12171 1.04541 1.04903 1.3098 1.27674 1.67051 1.38343 1.0115 2.32365 1.6483 1.81655 1.30619 1.20404 1.68419 1.19685 1.93373 1.17378 1.32023 2.1322 3.47041 1.1901 1.13764 1.08742 1.07041 1.06102 1.02546 1.08709
threshold=98.050756475600011 85.705356740550016 22.721067571950005 23.344945409400005 319.18044405035005 30.284449345300001 206.08934059370003 16.525386113000007 16.455384477450004 115.75959681050001 66.590419433100024 90.407470010750018 91.937202686950016 88.931506497100017 20.556063402800003 113.97180552410002 152.73554204000004 108.63443756215001 184.85936449530001 37.050691080100002 86.329079026800017 41.29990759910001 13.131682570750003 45.169600924000008 20.872540794500004 23.626838821450004 273.54171774295008 204.27826083785001 69.999384342500022 69.563854125350005
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 -2 11 15 13 -12 28 16 -3 18 -17 24 21 22 -21 -22 26 -23 -19 -15 29 -14
right_child=1 10 -4 -5 -6 -7 -8 -9 -10 -11 12 -13 14 27 -16 17 -18 19 -20 20 23 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00066397764962319026 -0.0014757931382971185 -0.0015594799706178605 -0.0012758989891923805 -0.0021016609588350786 -0.0019299072027782116 0.0010531642374429053 -0.0020784168258980757 0.0004517341549778658 -0.0022776021773261027 0.00090264209341088628 -0.0017300743676106011 0.0015147302411259789 0.0002873415026083842 -0.0011039425983544332 -0.0014759380475515473 -0.00062186049722007578 0.00045496016407445256 0.00055143277039492074 0.00090861004739779469 0.0005756089479591229 0.00069582409731280294 0.00076916267923067322 -0.0024045557444232362 -0.00038713877060167094 -0.0012389566362626624 -0.00012018854563616886 -0.00089901511027562725 0.0017394284552141425 0.00012282594515042436 0.0015030355079290868
leaf_weight=4.3116251115425248 1.2598254544427825 2.6103337332606307 3.1997137142752754 0.76061030849814315 0.77718381701561057 3.9500098475546102 0.92400212737265874 12.125799566158092 1.447054451680742 2.210543961962685 3.153723146300762 5.6334637310355893 6.4539287229999882 0.73543126054573793 1.5324260861380015 3.1071493700146702 2.8475044080987573 5.0205525085329992 21.139553487300873 2.4038946181535747 29.945046156644821 8.6830790936946887 2.7479061279445887 3.7463392838835707 3.0732089374214411 9.3901063064113242 2.5013971664011478 1.0391051545739172 59.060822938685305 3.8555958569049835
leaf_count=1186 32 27 124 14 46 106 44 369 33 101 66 53 48 46 82 29 18 37 176 13 176 39 31 44 24 82 38 9 921 20
internal_value=0.000201067 0.000219231 -9.84249e-05 6.22051e-05 0.000134728 0.00020794 2.21208e-05 0.000136002 -0.000642557 3.92143e-05 0.000266617 0.000383647 0.00010789 -0.000905107 0.000178301 0.000318103 -0.000508491 0.000367269 0.000712484 0.000243286 0.000346341 1.40507e-05 -0.00101397 0.000575403 -0.000310318 0.000307091 6.90916e-05 0.000561034 0.000214844 0.000741991
internal_weight=209.647 205.335 26.6547 23.455 22.6944 21.9172 17.9672 17.0432 4.91742 3.47037 178.681 102.85 75.831 4.92826 70.9028 97.2161 5.45784 91.7582 24.2467 67.5115 56.9164 23.225 5.1518 33.6914 10.5952 18.0732 7.52195 1.77454 69.3703 10.3095
internal_count=4034 2848 869 745 731 685 579 535 166 133 1979 787 1192 121 1071 734 45 689 205 484 385 165 44 220 99 121 75 55 989 68
is_linear=0
shrinkage=0.00181146


Tree=573
num_leaves=31
num_cat=0
split_feature=13 0 16 0 13 16 16 8 16 7 16 8 18 17 10 13 5 5 13 9 7 18 18 17 19 18 18 16 10 3
split_gain=0.202531 1.51187 1.18902 1.65529 1.18706 0.629506 1.21619 0.524046 0.454448 1.35464 0.648855 0.815176 1.53799 0.926031 0.708155 0.638668 0.486892 0.954693 1.16713 0.548565 0.747336 1.60639 0.845487 0.932564 1.22761 1.69104 0.635109 1.82577 0.99686 0.967697
threshold=112.64908412395 90.407470010750018 19.974953289850003 96.531777631850005 113.82394032690001 19.644954061550003 19.284954903400003 8.543332867800002 20.784951395750003 22.620600126450004 22.494947397000004 8.543332867800002 13.712081531300003 186.09458496570002 64.665483411650015 116.60649449195002 20.305669781650003 21.500664456800006 117.38883580790001 186.68586460755003 23.109894804950002 13.314799198000001 13.258241318650002 189.43751236195004 14.351157895250003 12.933745112000002 13.820816557100002 22.604947139800004 62.165217350350012 92.864720741950009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 -4 -2 6 -1 -3 9 15 11 12 13 -10 -13 -6 -12 -18 -19 -20 21 22 23 24 25 -21 -22 28 -28 -29
right_child=1 7 3 -5 8 -7 -8 -9 10 -11 16 14 -14 -15 -16 -17 17 18 19 20 26 -23 -24 -25 -26 -27 27 29 -30 -31
leaf_value=0.00067443675163695075 -0.038828985803534735 0.013642483791332101 -0.047327284477007625 0.011938145080255336 0.015295947029428448 0.016724373618606389 -0.037289676083165746 0.04312807874650406 -0.00060866063086699603 -0.065867616315765168 0.011997838115133313 0.011131578991156464 -0.018976353493785427 0.04355015701387157 -0.019473156946142531 -0.042330995542698716 -0.0080038168201433495 0.029259736526824474 0.012080454418999517 0.0031458884452491231 0.0077522690173292413 -0.045048505347763189 0.022305432633651472 -0.03680913587157443 0.0094399661091775083 -0.056179431529100002 -0.060288694462112463 0.038929167278547255 -0.0059265864447788988 -0.013588550588436794
leaf_weight=50.20187518451894 1.2723689413833188 2.3703802376985541 2.1321084159426387 1.3439626302570102 1.5177420200925547 4.0277144112624219 1.5207320023328055 1.8990700040012596 1.0789930704049746 0.6844167187809943 6.3413197682239106 3.764027388766408 1.2408051341772077 3.6093397531658411 2.0388033166527748 0.43220052079414006 19.17620531655848 2.7978701349347821 7.0892228414304546 1.9757219244493121 17.966518540517431 1.7946735094083113 1.9832480968034367 1.6061242035357288 5.8092345469049178 1.4626346593140622 1.2931273663416498 1.3909948412328961 1.0851985514163969 1.0982768728863446
leaf_count=2483 45 30 54 7 148 29 28 26 23 9 61 42 12 82 21 178 168 38 67 23 170 36 20 34 83 29 38 23 5 22
internal_value=0.00122944 0.00244919 -0.000681303 -0.0244133 0.0012766 0.000798406 -0.000441772 0.0267578 0.00186155 -0.0152451 0.00239422 0.0115226 0.022429 0.0333873 0.000378717 0.00252306 0.000924581 -0.000130884 0.00305737 0.00141197 -0.000606707 -0.00798583 -0.00280428 -0.00739246 -0.00228336 -0.0220904 0.00412169 -0.00927895 -0.035484 0.0157581
internal_weight=152.005 92.7785 59.2264 3.47607 88.5091 55.7503 51.7226 4.26945 87.2367 2.63436 84.6023 11.732 5.92914 4.68833 5.80283 1.94994 72.8704 66.5291 47.3528 44.555 37.4658 14.6316 12.837 10.8537 9.24759 3.43836 22.8341 4.8676 2.37833 2.48927
internal_count=4034 1433 2601 61 1377 2540 2511 56 1332 335 997 180 117 105 63 326 817 756 588 550 483 225 189 169 135 52 258 88 43 45
is_linear=0
shrinkage=0.0418233


Tree=574
num_leaves=31
num_cat=0
split_feature=16 16 15 5 5 2 13 17 9 10 4 14 2 10 5 7 9 2 12 3 5 10 5 12 4 12 5 0 19 18
split_gain=0.931643 1.1456 1.1331 1.59995 1.3729 1.59405 1.03978 0.993013 0.850335 0.813363 0.696535 0.800251 0.848804 0.924626 1.20719 0.854377 1.10573 0.749535 0.869357 0.708447 0.669611 0.629416 1.2837 0.925009 1.09662 1.62568 1.92985 0.886949 0.784939 0.736811
threshold=18.594956516900002 15.584963555600002 46.074827201850006 24.367802910700004 24.458659404000002 258.06114663960005 98.050756475600011 252.75344531235004 209.21153814325001 61.982402197500001 290.29001804785008 171.16849715720005 72.843776848050013 71.322105742700003 18.613387752550004 27.703316924600006 206.22988073345002 121.84632764400003 138.40631362945001 81.93344998355002 13.154029769200003 60.613977009100005 28.449653740450003 335.9827356823501 310.49012963040008 251.89085751685002 23.195398057700004 88.17067284620002 14.651182102100002 13.975517741000003
decision_type=2 2 2 2 2 2 2 2 2 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 21 -4 -5 -6 8 10 -1 -7 11 -3 -13 14 -14 16 17 18 19 -15 -8 22 -2 24 28 -26 27 -27 29 -23
right_child=2 7 3 4 5 9 20 -9 -10 -11 -12 12 13 15 -16 -17 -18 -19 -20 -21 -22 23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0019877415928562549 -0.0016143644013988866 -0.001813290303551898 -0.0023195235180899394 0.0019570643892827129 -0.0017032794596499885 0.0010468986428733148 0.0014133882373240578 0.0019014471088078012 4.887981191447662e-05 -0.00061521845312463965 -0.0017860526768012769 0.0023408230571465992 0.0010527855678333343 0.00033076857263681091 -0.0011483643406475191 0.001700470146229979 -0.0021012979529702941 -0.0019964367785655079 0.0019594726190072685 -0.0021717144450262679 0.00021198013383594134 0.00041910150555274909 0.00026253282024876463 0.0012995214857366305 -0.0017582204543655348 -0.0017303809683171388 0.0013169126164984603 1.6942662933712291e-05 0.0010422856665626729 7.9091226047514276e-05
leaf_weight=1.404982351217771 1.8697665451327328 1.3876564047532109 1.3474247854901458 1.0834223879501221 2.2241612641373649 2.4025460078846663 1.844065287150445 0.61305391602218229 1.6440921597531994 1.988424001378007 1.612078539212235 0.44396921992301841 2.7778057296527532 1.1906133730371955 1.3772385533811755 0.44742515054531384 2.2503714561462402 0.78694499691482622 0.70823901332914818 0.64425611600745458 24.37277783411264 89.572033220320009 4.8127779656788334 3.6260801423341027 2.2055615372955781 1.7817376367747781 2.9875527028925717 2.7007858073338866 5.9941746797412625 31.954293510643765
leaf_count=966 88 116 40 17 68 18 29 13 169 39 211 1 44 27 307 9 97 75 4 39 355 632 138 62 50 16 16 28 44 316
internal_value=0.000204172 -4.46755e-05 0.000273327 -0.00038708 -4.88577e-05 -0.000377386 0.000172916 -0.000491878 -0.000889575 0.000294219 -0.000599553 -0.000440351 -0.000261073 -0.000374514 0.000323188 -0.000855446 -0.00106037 -0.000356941 0.000150388 -0.000547899 0.000296486 0.000313828 -0.00026262 0.000341182 0.000315853 -0.000308077 0.000120082 -0.000677593 0.000363194 0.000329699
internal_weight=200.056 43.5056 156.551 9.04598 7.69855 6.61513 29.2659 14.2397 3.04907 4.39097 13.6266 12.0145 10.6269 10.1829 4.15504 6.02785 5.58042 3.33005 2.54311 1.83487 26.2168 147.505 6.68254 140.822 137.196 9.67564 7.47008 4.48252 127.521 121.526
internal_count=4034 2462 1572 182 142 125 1519 943 1135 57 930 719 603 602 351 251 242 145 70 66 384 1390 226 1164 1102 110 60 44 992 948
is_linear=0
shrinkage=0.00192234


Tree=575
num_leaves=31
num_cat=0
split_feature=9 9 10 3 4 18 17 9 0 16 0 5 9 10 16 16 17 10 6 4 6 5 9 18 3 5 18 18 15 19
split_gain=1.12626 1.55967 1.12747 0.934179 0.945028 1.21321 1.00528 0.916942 1.54078 2.64694 1.60838 1.83052 1.10132 1.00402 2.12005 1.99201 1.85587 1.44246 1.3919 1.46761 1.08047 1.00729 0.915981 1.31838 1.15462 1.10603 1.44326 1.28651 1.60609 1.79416
threshold=179.18874144770004 177.77223095870002 72.378669787950017 108.47659710545001 377.6847677435 11.982665292400002 168.59667799010003 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 187.45330412110005 64.407391431150018 22.494947397000004 20.894951138500005 199.59317753375004 62.837331883000012 16.235379337050002 393.99831167250005 16.315381206250006 21.500664456800006 191.72037998490001 13.043896815850003 93.431985407450014 21.500664456800006 13.24088655595 13.3584252364 45.169600924000008 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -7 -2 9 12 11 -11 -9 14 21 18 -17 22 19 -15 -20 -10 24 -24 -16 -25 -27 -28 -29 -30
right_child=7 -3 -4 -5 -6 6 -8 8 13 10 -12 -13 -14 15 17 16 -18 -19 20 -21 -22 -23 23 25 -26 26 27 28 29 -31
leaf_value=0.001610566841766248 0.00065053533275817815 -0.0025061893613994154 -0.0020011250756723758 -0.0012782491900781223 -0.002058398865737165 -0.0020720676394004318 0.000256543403181918 0.0010202765813686269 0.0018729650555830779 -0.0013342392705187561 0.0014868462668423006 0.0010104159585644652 -0.0022278967263439638 0.00013973509136182876 0.0001747287336623011 0.00012118179499353441 -0.0023306847330236292 0.0015305482246214556 0.0020895827856443629 -0.0021037436788986078 0.00040990914332822941 0.00057815409563028363 0.0011973971820543325 -0.00020695821402641574 -0.0014194844496477959 -0.00034904111519970884 0.0013150285187378541 0.00062514935301664432 -0.0024712687186658872 0.00024078211215989496
leaf_weight=2.4224086406174985 19.917919315746985 1.142204361647601 1.1302830319036736 1.778098054928704 0.64109042899508573 0.79044347378657942 7.2543592746951617 0.45666584931313847 5.1456756964325887 3.3238021703436971 2.4393846746534109 2.0821563675999641 3.311526959616458 71.682696548930835 4.7384315505623809 2.3311174511909476 2.4180680476129055 3.4613152854144564 2.4395116567611685 1.1388630204892241 3.7140128328464925 4.1915761381387711 5.854757555294781 16.350103281438351 2.7663606954738498 7.6628238018602124 7.3705769423395422 17.298518836498264 1.4746096339076746 2.5763861835002899
leaf_count=50 172 17 744 186 59 151 288 4 82 76 15 14 153 1329 25 14 28 41 16 103 39 27 28 107 25 45 37 103 27 29
internal_value=0.000211803 -0.00030294 -0.0001234 4.12982e-05 0.000252517 0.000394055 2.77453e-05 0.000251994 0.000206432 -0.00048355 0.000165205 -0.000431173 -0.00183425 0.000255709 0.000414429 0.000106151 -0.0011272 0.000296659 0.000180319 0.000104649 0.0010758 0.00129171 0.000232039 0.000314655 -0.000412918 0.000216647 0.00040701 0.000608733 0.000364896 -0.000746436
internal_weight=209.306 15.1589 14.0167 12.8864 11.1083 10.4672 8.0448 194.147 174.229 11.6135 7.84534 5.40596 3.76819 162.615 78.8911 83.7243 4.74919 69.5539 78.9751 72.8216 6.15352 9.33725 66.0926 58.5878 7.50479 52.733 36.3829 28.7201 21.3495 4.051
internal_count=4034 1495 1478 734 548 489 439 2539 2367 262 105 90 157 2105 576 1529 42 467 1487 1432 55 109 426 376 50 348 241 196 159 56
is_linear=0
shrinkage=0.00196078


Tree=576
num_leaves=31
num_cat=0
split_feature=16 16 6 14 17 18 4 18 0 6 13 5 16 13 2 15 10 2 17 0 7 16 6 17 17 9 2 9 18 10
split_gain=1.08086 1.00951 1.26138 1.00574 0.845693 1.08788 1.62375 1.14544 0.975589 0.984774 0.98042 0.83179 0.936987 1.07568 1.01476 0.881868 1.6153 0.822795 1.21277 0.792241 1.83733 0.910062 0.814554 0.931209 0.718399 0.955922 1.19535 1.11772 0.716486 0.710308
threshold=18.594956516900002 15.584963555600002 11.075258771650001 171.16849715720005 252.75344531235004 15.078113735950003 180.93811691895004 17.551307094650003 93.399723909900004 14.745344522600002 108.12978600665001 13.154029769200003 14.504966081100003 101.93826693220002 178.70687671690004 20.313914079200003 75.634392583900009 135.72285180265001 193.46017548480003 85.732241321850012 22.721067571950005 22.824946625350005 16.395383075500003 187.51563899930002 177.21024986065004 181.33671263215004 111.23922738415001 186.68586460755003 12.909082926650003 66.964115113200009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 8 -7 -8 -5 10 17 -4 13 -13 15 -14 -17 -10 -19 20 22 -22 -2 28 -21 26 -26 -27 -24 -29
right_child=19 3 11 4 -6 6 7 -9 9 -11 -12 12 14 -15 -16 16 -18 18 -20 24 21 -23 23 -25 25 27 -28 29 -30 -31
leaf_value=-0.0013884236739522165 -0.0015097846964103304 -0.001867357894901035 0.0014455189707387626 -0.0011645195009587087 0.001922546725942488 0.00084204166751484664 -0.0020607117049524911 0.00034642313086473864 0.0011933718267639584 0.0016853509050320159 -0.0020450813378803962 -0.00010280312171143387 0.0012262946053143407 -0.0021976060305406576 0.0015106044428076467 0.00048561044547040057 -0.0010050025864199457 -0.00219698168727948 0.0014417721829538051 0.0013638541205887394 -0.0021243215792555083 0.00010688392701429614 9.1343948805885648e-05 0.00083190389834215559 -0.0018744828356858992 0.0010768412137764241 0.00024693856758857969 0.00039055480218512772 -0.0015114149115183413 5.0485093589974585e-05
leaf_weight=1.8477289191141633 1.0159543391200774 1.6474040651810344 2.0010844857897636 1.7461541614320557 0.61609794478863555 1.3482622439041732 3.547098062292207 0.91998397139832366 1.9903515167534354 1.7398931817151604 0.73900397459510703 8.4188424190942914 2.6846220336155993 1.0150679946309527 2.6836482731159768 8.4356709918938559 3.9417942622676483 0.83822542038978987 0.56773609534138814 2.4861645251512519 2.1293749368051063 0.98943728068843473 11.452219600672835 6.7547189437900661 1.6239964012056578 7.3706186693161717 2.481010417919606 91.127812599297613 1.132632913882843 30.225238722050563
leaf_count=908 18 116 33 308 13 8 243 26 24 30 96 327 56 75 33 42 45 60 19 17 100 29 216 61 27 57 25 685 33 304
internal_value=0.00020786 -4.91262e-05 0.00015186 -0.000446337 -0.000279751 -0.00038073 -0.00100691 -0.00156497 9.70674e-05 0.00047202 -3.84768e-05 0.000249391 0.000161327 -0.000328199 0.000421566 0.00022753 1.09018e-05 0.00039814 -0.00072763 0.000283486 -4.2519e-05 -0.00141648 0.000167995 0.000256132 0.000340041 0.000320878 -0.000592325 0.00035 -5.29039e-05 0.000305854
internal_weight=205.518 46.7287 31.0285 15.7002 14.0528 13.4367 5.81534 4.46708 7.62136 5.87521 4.13532 29.1807 27.1796 9.43391 17.7457 15.0621 12.3775 3.39631 1.40596 158.789 23.4743 3.11881 20.3555 19.3396 135.315 132.829 4.10501 128.724 12.5849 121.353
internal_count=4034 2462 1519 943 827 814 277 269 537 229 199 611 578 402 176 143 87 103 79 1572 457 129 328 310 1115 1098 52 1046 249 989
is_linear=0
shrinkage=0.00192234


Tree=577
num_leaves=31
num_cat=0
split_feature=9 9 0 6 2 8 10 17 2 15 5 6 15 7 18 18 16 4 12 7 10 18 2 17 0 9 18 19 12 12
split_gain=0.214811 0.619028 0.701863 1.12899 0.517901 0.633415 0.533365 0.46025 0.714637 0.619392 0.445819 0.839303 0.604917 0.451322 0.444464 0.756627 0.418496 0.40642 0.391257 0.616693 0.564683 0.387948 0.732854 0.398363 0.508056 0.949085 0.31392 0.2903 0.292026 0.576717
threshold=181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 56.478612905150008 7.943800736700001 71.365121072750014 192.94032447935004 121.36426933400001 36.124429763000009 29.996566321350006 16.625388449550005 45.858046225550005 19.975862989550006 12.794482498400003 12.909082926650003 22.714946882600003 377.6847677435 132.14048730010003 17.543892076850003 55.513971935650012 11.928667296000002 137.02423825130003 190.25644477395002 85.764502819450016 66.687144445250013 13.552878921100001 14.651182102100002 69.826413229550027 79.133367176650012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 7 3 -3 -1 6 17 8 9 -2 11 -5 13 -13 -4 -16 27 18 19 -6 -20 -22 -23 24 25 -24 -9 28 -17 -30
right_child=1 2 14 10 5 -7 -8 26 -10 -11 -12 12 -14 -15 15 16 -18 -19 20 -21 21 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.029224982895506599 0.017496256684505971 -0.053265212732665788 0.035799613484030775 0.013960398868410068 0.052246157967136796 -0.030901152166554782 -0.04968230046119472 0.050916989371029127 0.027494952219224045 -0.014834042607074403 0.021094144655884273 0.0023116160989054562 0.021810249211578512 -0.053554759081061089 -0.029174468781720475 0.024677974612744243 0.029114743557376213 -0.050211132564536423 -0.050194894610917189 -0.040590707592101337 0.040942884225362151 0.033956704069891007 0.051903676632544672 0.015141798266532213 -0.054008304341803308 -0.057227954023429513 0.014699677655299545 0.015178867011271082 -0.033031505254327298 0.0015210217886612661
leaf_weight=0.95747518900316109 2.3820048886118439 1.4073626654499083 0.92526616714894672 1.7775084618479011 0.21457584258314255 2.3211412876844406 0.51440445428124792 1.139769293367862 3.0122307261844981 3.5411535874009132 1.2937658317387102 0.44402503967285234 0.44247463485226024 1.5988529060559811 1.8788978401571501 1.2838196307420719 1.3700860626995552 0.33960068880514871 0.34878514080628509 0.86572360918944469 1.0429534474969839 1.5453837583190759 0.42637190222740196 0.99274694045016065 0.73570100954384543 0.3476702731786645 1.1609910298720931 3.8109462801367036 1.1729166440854886 113.20565349843673
leaf_count=17 23 112 9 18 10 31 762 24 38 30 16 5 7 104 17 7 18 69 112 269 20 51 3 30 79 73 26 38 40 1976
internal_value=0.00154329 0.00204749 0.00109764 -0.0140447 -0.00517056 -0.00856744 -0.00153729 0.0130888 0.00805423 -0.00183238 -0.00411107 -0.0117608 -0.0301564 -0.0414121 0.00195047 0.00169526 0.00217523 0.00207317 0.00479649 -0.0221509 0.0101482 0.0142824 0.00741326 -0.00897833 -0.0248388 0.0028859 0.0326413 0.0018663 0.00142766 0.0011667
internal_weight=152.5 141.848 130.612 6.96399 10.6525 9.69506 7.37392 11.2361 8.93539 5.92316 5.55663 4.26286 2.48535 2.04288 123.648 122.722 120.843 6.85951 6.51991 1.0803 5.43961 5.09083 4.04787 2.50249 1.50974 0.774042 2.30076 119.473 115.662 114.379
internal_count=4034 2508 2367 262 1526 1509 1478 141 91 53 150 134 116 109 2105 2096 2079 716 647 279 368 256 236 185 155 76 50 2061 2023 2016
is_linear=0
shrinkage=0.0490223


Tree=578
num_leaves=31
num_cat=0
split_feature=15 2 16 19 2 18 6 5 12 8 6 19 18 10 17 9 2 18 8 13 16 15 9 8 15 4 12 9 8 0
split_gain=0.24789 0.254409 0.226805 0.604401 0.805217 0.845867 0.938875 0.884518 0.688929 0.556137 0.532505 1.10126 0.471133 0.952534 0.438701 0.447606 0.682374 1.14152 0.675955 0.708038 0.571521 0.464612 0.443422 0.399925 0.324049 1.30757 0.499857 0.927414 0.725154 0.37915
threshold=50.314162856800003 310.17567643235003 18.594956516900002 12.651020723000002 71.340832650850004 14.85568425095 13.78532209185 18.613387752550004 69.826413229550027 2.7478556007500008 13.65531905435 13.351077205700003 14.738651916450001 71.322105742700003 162.13109061465002 205.88909726980003 83.777728670400009 15.625782642300001 8.3434888241000014 101.32529847850002 15.454963859600001 22.351147806600004 219.96883426190004 8.7431769115000026 27.689912074550005 165.86037890555002 93.660658182900008 189.78071820640002 9.3427090425500019 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 9 8 7 10 12 -5 -1 11 -7 13 -6 -11 20 -17 -18 19 22 21 -16 -19 -15 25 -4 27 -26 -29 -28
right_child=1 -3 24 4 5 6 -8 -9 -10 14 -12 -13 -14 23 15 16 17 18 -20 -21 -22 -23 -24 -25 26 -27 29 28 -30 -31
leaf_value=-0.046989037497042696 -0.055877095680468496 -0.00080786517425082466 0.033874205884589531 -0.0014600646975106574 0.031700754552674792 -0.047968123141144389 -0.051033117502872073 -0.031833614551036254 -0.060922558795887587 -0.048723579785573755 0.026220408752321338 0.0087362468232499452 0.050654942652828536 -0.049466393615081976 0.0093108140108512875 0.01841332419189981 -0.051594961108646552 0.0071390704911177289 0.025926242511854887 -0.04694270654319263 0.02986942998474057 -0.020616879081169208 -0.048860465507644078 0.00571571674468391 0.019015742106581343 -0.0048126337871020435 0.0034869971988371836 -0.030292201211510522 0.0073270523439534887 -0.0060508483491395048
leaf_weight=0.47002469188373908 0.32631958652927906 0.39658930772566237 3.2379471296444526 0.65907319821417232 1.7664387866971072 1.2741287468779781 1.3571382341469869 0.90039084916497802 1.1264136470272204 0.33348907925028726 0.83838187856599677 1.7141727474663637 0.7980982944718561 0.57834062719484769 8.0066401393451105 2.2410072667116747 1.2094077903893774 2.3403466266026962 1.3800988974689969 0.92487111128866661 2.5480567806516765 1.2845522012139543 0.34640339912220941 0.54378353804349899 1.7622666425304476 4.3947690979402978 93.113252061943058 3.8473734403960407 1.5275938678532837 9.8332492775516567
leaf_count=659 28 22 31 4 32 178 127 283 58 217 7 77 9 50 356 51 46 89 26 17 55 31 88 2 26 119 1141 63 22 120
internal_value=0.00132003 -0.025666 0.00144978 -0.00195738 -0.0104482 -0.0052356 -0.0180211 0.00921334 -0.0389733 0.00269631 -0.00631341 -0.0154409 0.0192382 0.0105579 0.00382915 0.00469328 -0.00343369 -0.0113289 -0.00157315 -0.0120814 0.0104883 0.00517317 -8.09647e-05 -0.022725 0.00239454 0.0115991 0.00175634 -0.0100658 -0.0196006 0.00257596
internal_weight=151.081 0.722909 150.358 32.6413 11.5564 9.77087 5.18382 4.58705 1.78549 21.0849 3.82668 2.9883 3.68666 2.88856 20.6149 20.2814 8.44214 6.20113 4.99172 3.61162 11.8392 9.29119 2.68675 1.12212 117.716 7.63272 110.084 7.13723 5.37497 102.947
internal_count=4034 50 3984 2462 827 765 389 376 62 1635 262 255 93 84 976 759 317 266 220 194 442 387 177 52 1522 150 1372 111 85 1261
is_linear=0
shrinkage=0.0461948


Tree=579
num_leaves=31
num_cat=0
split_feature=0 10 16 3 6 2 6 5 6 6 10 15 6 12 15 0 0 13 9 9 16 5 13 13 6 6 15 13 3 6
split_gain=0.780597 1.64919 2.44555 1.4027 1.80442 1.74951 1.4133 1.2021 2.83917 1.16 2.84677 1.78765 0.974829 1.996 1.64797 0.789023 0.783019 2.42834 0.803873 0.771887 0.751695 2.47841 1.39488 1.73475 1.09558 0.970135 0.871562 0.742141 1.60367 1.88151
threshold=85.995710218650018 64.407391431150018 20.959950986500004 91.017750006350013 16.585387514950003 103.92649527695001 15.785368822600002 21.089169479000002 16.355382140900002 15.785368822600002 66.964115113200009 40.042228346200012 16.375382608200002 121.36065266065002 40.309074029200012 85.925810307250018 86.329079026800017 117.56896250265002 204.54860637155002 200.17144541975003 20.784951395750003 20.769304081650002 111.38282034450002 110.59241365410001 15.035351298550003 14.955349429350003 33.235275174000002 109.63263410155001 83.538459487450012 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=12 3 9 6 5 19 -2 8 -7 11 -11 20 13 -1 -15 -14 17 -9 -18 -5 21 22 23 24 25 27 -24 28 -3 -30
right_child=1 2 -4 4 -6 7 -8 16 -10 10 -12 -13 15 14 -16 -17 18 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0024077433675204554 0.00041320463021379242 0.00024736703531671805 -0.0015163947555069024 0.0015043125325425691 -0.0010075453207560887 0.00049589865825489269 0.0020257241558891822 -0.0014020954999211797 -0.0017313836838293822 0.0014537331774868577 -0.0010342786010285939 -0.0016633414227636334 0.00014197821585729874 0.0010971847954735316 -0.0022556652568506228 -0.0008569031863419228 0.0008222371240280338 0.00063369176740379419 9.0197952393141718e-05 0.00011955520272655544 0.001060830504310012 -0.0026916936050833664 -0.0016553972603118806 0.0017693607662397862 -0.0023213616408637684 0.0016242260404109627 5.8143442321187743e-05 0.00088338844297493997 -0.001196040465957575 0.00020732880936054083
leaf_weight=1.8529234561719921 3.9287880452175141 44.475109393104503 3.3809375967830411 7.4098124951124174 3.2633231170475474 5.8241792868357134 4.1095021218061447 3.134868470951913 3.3208738304674625 6.562349855899809 2.2933516320772469 2.1256814448861396 38.476008840429131 1.9772693744671417 0.74615546196582716 3.1624667253345242 20.748747677076611 7.0002251043915749 7.5644023120403281 1.8611617907881735 3.0384089574217787 1.1689026104868379 2.524471214041113 2.502057932317256 0.6623933706432571 1.6376924812793721 1.9397357404232023 4.4392761364579192 7.0794040935143112 7.0421940186060965
leaf_count=92 40 1627 32 95 25 37 36 29 43 46 34 43 829 56 26 27 112 42 60 7 16 99 37 16 14 14 13 21 404 62
internal_value=0.000193471 0.000257377 8.78325e-05 0.000483396 0.00038257 0.000462346 0.00123759 0.000313527 -0.000312902 0.000149825 0.000809415 7.55437e-05 -2.64457e-05 -0.000868599 0.000178581 6.61126e-05 0.000462525 4.00589e-06 0.000626659 0.00122632 0.000123855 8.51068e-05 0.000129999 0.000198494 0.000138337 0.00016353 -0.000910849 0.00012558 6.81689e-05 -0.000496205
internal_weight=205.253 159.038 90.872 68.1659 60.1276 56.8643 8.03829 47.5933 9.14505 87.491 8.8557 78.6353 46.2148 4.57635 2.72342 41.6385 38.4482 10.1351 28.3131 9.27097 76.5096 73.4712 72.3023 67.8381 65.3361 64.6737 4.46421 63.036 58.5967 14.1216
internal_count=4034 3004 2478 526 450 425 76 323 80 2446 80 2366 1030 174 82 856 243 71 172 102 2323 2307 2208 2158 2142 2128 50 2114 2093 466
is_linear=0
shrinkage=0.00192234


Tree=580
num_leaves=31
num_cat=0
split_feature=17 15 12 6 3 15 18 18 15 0 16 6 0 0 17 8 13 0 9 0 18 13 15 16 9 3 6 2 16 2
split_gain=0.420563 0.215306 0.922087 0.700887 0.717773 0.68112 0.442692 0.797126 0.698114 0.644848 0.459664 0.371867 0.998378 1.00843 0.99451 0.789935 0.713496 1.0889 1.46469 1.0722 0.845116 0.746093 0.70277 0.687664 1.21885 0.66552 0.618679 0.629551 0.812057 0.88437
threshold=159.58247398035004 43.890399822900008 202.12526968910001 16.235379337050002 92.913112988300014 43.030193406950012 13.3584252364 13.276755824150003 45.169600924000008 85.812895065800021 22.644947046300004 16.455384477450004 89.168090812600013 87.278104746850019 197.20536406400001 8.6432548896500023 112.64908412395 92.313586825200005 194.04304600165003 90.407470010750018 13.545319032100002 113.97180552410002 36.548474543700003 22.494947397000004 196.26893085885004 88.931506497100017 16.445384243750002 189.95856246190002 22.644947046300004 222.71270326640004
decision_type=2 2 2 2 2 2 2 2 2 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 11 7 10 -8 -10 -6 16 13 14 -13 -16 17 18 -2 21 -19 -18 -22 24 -23 -21 27 -25 29 -29
right_child=1 2 3 4 6 -7 8 -9 9 -11 -12 12 -14 -15 15 -17 19 20 -20 25 22 23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=-0.051265695228944058 -0.0028741061430471821 -0.041315439329139857 -0.033434181459082189 0.034308291623156621 -0.028150981371530947 0.020153231106219052 0.0079928097447955586 0.028418127340886341 0.0071599280341429327 -0.045625430007021725 0.0076670210337867429 -0.00066767049206577342 -0.049143914931585958 0.027711200370153337 -0.050892993962309077 -0.006142601164012715 -0.017071758560285963 0.041606316854222475 -0.060027126895872994 0.008792479096777054 0.0012533637745759025 0.040286548724717729 -0.050799586200791377 -0.0043579358992368042 -0.015487133152930781 0.050206001617614744 0.022268977705015354 0.019446673981841436 0.03714997297306346 -0.020177601915658497
leaf_weight=0.35056844790415098 2.9485756424110141 1.3909789804019954 1.3211656935745839 1.5205398499965657 1.4278783957852268 4.630351517989765 2.1517997737973928 2.4876270871609449 0.77328767766084672 1.7318253265693782 1.9686592460493555 28.888988551341754 1.0405758408596728 2.5531181506812564 1.7262858653230062 1.9295771690085528 3.0804867131228084 1.190125323832034 1.596579796168953 1.5460784900933497 51.015758073684992 3.2993403729196897 0.60623402161581808 14.325573390815412 1.247180603444576 2.1327715665102005 3.9316115211695424 3.0589893385767928 2.2283485941588879 2.263996459543705
leaf_count=262 175 43 36 13 31 40 16 17 55 31 32 647 22 26 38 28 31 23 38 22 1967 86 67 123 12 27 43 17 34 32
internal_value=0.00131376 0.00143664 -0.00407224 -0.000201255 0.0034389 0.00203843 -0.00101397 0.00774813 -0.0120852 -0.0293314 -0.00739059 0.00139623 -0.00275011 -0.00137463 -0.00365639 -0.0272736 0.00298234 -0.000377476 -0.0229503 0.00817466 0.0015652 0.00546502 0.000642069 0.00775209 0.024987 0.0328015 0.00471593 0.00156139 0.0127909 0.0025935
internal_weight=150.365 150.014 14.7738 13.3828 12.0616 135.241 10.5411 5.88416 4.65691 2.50511 3.39654 130.61 36.1385 35.098 32.5449 3.65586 94.4716 57.3573 4.54516 37.1144 52.8121 33.4355 51.622 30.355 4.54652 3.67885 25.8085 21.8769 7.55133 5.32299
internal_count=4034 3772 274 231 195 3498 182 80 102 86 63 3458 761 739 713 66 2697 2270 213 427 2057 378 2034 347 98 49 249 206 83 49
is_linear=0
shrinkage=0.0480611


Tree=581
num_leaves=31
num_cat=0
split_feature=16 16 2 0 13 10 3 5 17 6 13 18 15 2 17 16 7 12 9 18 5 9 10 7 10 18 17 7 2 15
split_gain=0.824013 2.3782 1.60929 1.14641 1.92272 1.07752 0.986576 1.09973 0.918383 0.86159 1.81425 0.857514 2.44446 4.2791 1.42209 1.23739 1.06699 2.34679 1.21246 1.038 1.28649 1.70982 0.989595 0.848608 1.38406 0.846437 1.26755 1.12112 1.14454 1.31156
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 112.64908412395 65.536543845950021 93.281431752200021 20.374719724350005 162.13109061465002 16.375382608200002 117.38883580790001 13.077716774800001 41.29990759910001 108.63443756215001 187.51563899930002 22.604947139800004 20.873561687950005 135.71835115270002 186.16747084260001 13.258241318650002 23.730745871350006 200.52256857420005 62.020040611300011 19.078733418100004 64.730006406800015 13.314799198000001 188.95754880325003 23.109894804950002 129.61088881085001 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 5 -5 6 25 -8 -1 10 -9 14 13 -13 15 -11 -17 18 -18 22 -21 -22 -14 -10 -25 26 -2 -27 -29 -30
right_child=3 -3 -4 4 -6 -7 7 9 23 11 -12 12 19 -15 -16 16 17 -19 -20 20 21 -23 -24 24 -26 27 -28 28 29 -31
leaf_value=-0.0019749510267358839 7.0455340370689819e-05 -0.0017456611045430007 -0.0019720150583193955 -0.00069708520310635027 0.0013997383839280373 -0.00068038789800631055 0.0011414288127074197 0.0006540980656825914 0.0012169549750314617 0.0012239494068541799 -0.0021927029387034296 0.00019404069474717689 -0.0015193491201098909 -0.002534339149749413 0.00094525745487147015 0.00096592649155528409 -0.00054263222930204429 0.0002535756852081782 -0.002502319912327865 0.0013714778944801176 0.00059389523583729033 -0.0015986595507413992 0.00023537753080059873 -0.0020443428031031311 0.00014685995318210147 -0.00063376457418073929 0.0014048301402109736 0.0014306846979927007 -0.00032325274378453066 0.00054534867271920486
leaf_weight=0.72746513309175398 3.9635352790355665 2.5867597917094818 1.3154724935739057 2.0005781594663841 6.9472850486636162 4.43671029806137 3.3441350655630222 1.4394807964563363 2.5679796614276702 2.4610747039550942 1.7763579207530709 4.7000334672629851 1.9155432712286735 3.6099455365911126 8.7838058951310796 2.1993949562311164 2.2480981796979886 6.4727047329070047 2.2374558802694082 4.4172301422804576 5.2964685818878934 1.6590140336193142 2.8252419655909762 1.0398514472544764 66.652969966948149 3.870689855888485 6.9839578419923782 3.6722232140600672 8.3370693922042829 23.804703682661057
leaf_count=319 23 49 279 24 63 39 32 12 83 47 48 34 26 51 65 17 12 57 42 21 57 41 21 239 1944 30 42 71 76 170
internal_value=0.000184905 2.99305e-05 9.34546e-05 0.000282107 0.000930927 0.000229547 0.000267626 9.37989e-05 0.000131729 2.64797e-05 -0.000918412 8.87133e-05 -0.000160941 -0.000991197 0.000338581 -2.60685e-06 -0.000232028 -0.000472466 -0.00152015 0.000267236 0.00057607 7.09295e-05 -0.000473631 0.000153542 0.0001132 0.000457774 0.00092172 0.000329789 0.000433927 0.000320047
internal_weight=194.293 74.8905 72.3037 119.403 8.94786 110.455 106.018 55.386 70.9883 52.0419 3.21584 48.826 24.4235 8.30998 24.4025 15.6187 13.1577 10.9583 4.48555 16.1135 11.3727 6.95548 4.74079 70.2608 67.6928 50.6322 10.9475 39.6847 35.814 32.1418
internal_count=4034 2913 2864 1121 87 1034 995 583 2585 551 60 491 251 85 240 175 128 111 54 166 119 98 47 2266 2183 412 65 347 317 246
is_linear=0
shrinkage=0.00188464


Tree=582
num_leaves=31
num_cat=0
split_feature=16 16 5 14 2 18 5 17 15 3 6 10 4 7 16 0 6 0 13 2 12 17 15 2 6 6 6 5 15 4
split_gain=0.908543 1.08754 0.926764 0.89591 0.851761 0.938749 1.91025 1.08916 0.921696 0.788203 1.17852 1.48854 0.993588 0.945182 1.4867 1.38287 1.24179 0.78436 0.961347 1.09159 1.30254 1.17629 0.749329 1.55322 1.48271 1.74721 1.25635 1.20126 1.23504 2.21858
threshold=18.594956516900002 15.584963555600002 11.270433591700002 171.16849715720005 72.843776848050013 14.85568425095 13.8160216159 186.93340979500002 24.273602154900001 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 23.051546669900002 22.594947163200004 85.963448721100022 16.575387281250006 93.399723909900004 108.49810477050001 115.07851450450001 151.46967002190004 193.46017548480003 35.098844929350008 104.38256328765002 16.425383776450001 16.565387047600002 16.665389384150004 20.016397659050003 31.385732506450001 216.65973282030004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 17 8 -8 -7 22 11 -11 -12 16 -15 -16 -14 -6 19 -19 -21 -22 24 -24 27 -26 -27 28 -2 -30
right_child=9 3 -4 4 5 6 7 -9 -10 10 12 -13 13 14 15 -17 -18 18 -20 20 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.0019523795283856902 0.00051395109577069109 -0.001876186369331544 0.0002361725924286131 0.002331840387924446 -0.0011062828300009721 -0.0012382640841200377 0.0019539930106196833 -0.0020671803253001389 0.001144154510666729 -0.0022070551497765161 0.00029493922390415902 0.00040959304804636087 -0.0020619967902390959 0.000991671534757261 -9.3674614159622665e-05 -0.002525818253403049 0.00079244509791270021 -0.0020495866116784357 0.0017166668551205609 0.0019036054692722754 -0.002131114051356642 0.0016303689557943374 0.0017936530730426356 0.00044814079536494315 -0.0021816515203443602 0.0010429056594989654 -0.0010226612673467923 0.0017915722276145953 -0.0012603937265721233 0.00047902604834263162
leaf_weight=0.73410665888877957 22.62261587427929 1.4908337433589611 27.492608456290327 0.43779313564300437 1.4837926175387091 0.90924669054220464 0.26769728772342238 3.5468328533461317 1.7648291949299162 1.7872071543097257 42.078252560168039 1.4594555012881754 2.1170604170183638 3.1899983913172036 3.3340955753810704 1.1660245954990385 0.76733820955269028 0.80371033400297198 1.5962084261700509 1.2752066049724819 0.87284042322426081 0.47409867343958467 3.3923688270151606 48.459118245635182 1.9489641189575184 2.1726401671767235 2.1800108179450035 1.9958346746861924 4.7594961207360011 6.2919138697907329
leaf_count=798 211 116 721 1 300 87 2 222 47 49 445 15 70 18 69 12 28 77 17 8 55 11 70 381 41 13 27 16 70 37
internal_value=0.000203117 -4.26485e-05 0.000179254 -0.000462372 -0.000305454 -0.000394307 -0.000911677 -0.00178498 0.000334078 0.000273947 9.32477e-05 -0.00103081 0.000162559 -0.000364211 -1.22307e-05 -0.000723867 -0.00130263 0.000121692 0.000484503 -8.95982e-05 0.000511155 -0.000807139 0.000381607 0.000536171 0.000190659 -0.000668958 8.37331e-06 0.000342523 0.000256639 -0.000270088
internal_weight=192.872 43.1498 28.2267 14.9231 13.4323 12.9945 6.48861 3.81453 2.67408 149.722 55.8994 3.24666 52.6528 10.5745 7.69012 4.50012 2.8844 6.50586 5.02206 3.42586 2.62215 1.34694 93.823 51.8515 41.9715 6.30162 4.35265 35.6699 33.674 11.0514
internal_count=4034 2462 1519 943 827 826 358 224 134 1572 706 64 642 197 99 81 98 468 168 151 74 66 866 451 415 81 40 334 318 107
is_linear=0
shrinkage=0.00192234


Tree=583
num_leaves=31
num_cat=0
split_feature=16 16 16 4 7 17 4 9 19 10 3 6 6 13 17 6 16 0 2 5 2 19 6 3 12 18 0 15 15 18
split_gain=0.216643 0.441292 0.338806 0.205351 0.65237 0.781698 0.827902 1.25523 0.677557 1.5783 0.883372 0.449595 0.904526 1.3831 0.62155 0.565597 0.743019 0.977302 0.704419 0.993125 0.601468 0.564152 0.478119 0.641077 0.511448 0.799493 0.494791 0.429763 0.389089 0.975562
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 240.69197607740003 23.109894804950002 189.31157886915003 285.22127102665007 193.67618212375001 14.351157895250003 61.966271448700006 108.40938565220002 14.935348962050002 14.135330269750002 109.96062599345002 189.72181505755 16.515385879350003 22.654947022900004 86.83719761350001 197.87172150825003 22.728547566650004 282.50503784000006 11.350915826550002 13.65531905435 82.081315180750025 212.86469446750002 17.399600107550004 96.741477366050006 42.246988155050012 35.517387705950007 14.395252042950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -2 5 8 7 27 9 10 -5 12 14 -14 21 16 28 -18 19 -17 -20 -6 24 -24 26 -26 -16 -7 29 -13
right_child=3 -3 -4 4 11 6 -8 -9 -10 -11 -12 15 13 -15 22 18 17 -19 20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.044844679113464805 0.0027426610454995143 -0.044877991543294374 0.036045141937403685 0.026017063526431738 0.0070121142043231104 0.032309844933142255 -0.052898731341266186 -0.035984926460870169 0.018441530484060942 -0.050427275324266815 -0.049396739049476453 -0.046089143804848576 -0.049479572058827352 -0.0019844456174014681 0.041595640415384674 -0.018376371683415788 0.0033944860076647316 0.04496693535672202 -0.047376593007240363 0.023620470932623202 -0.002553257825646001 -0.050097931193859281 0.032487844592376261 -0.0017459149080226771 -0.040070153293514495 0.011171952560846037 0.001169496353437452 -0.0065086294999976615 0.0060365507038459294 0.011149564482510458
leaf_weight=0.13894943829836737 85.780491397817968 0.55821035436747479 0.33389494931179797 1.6167851512436739 0.56612728736218076 0.96877991440123912 1.2414605835074324 2.1826852776866872 2.4828056106198346 1.235726675178739 0.35982997986866383 0.96902814880014121 1.8636620387987921 3.0851446595042944 0.65695371580659223 2.055321041494607 2.1743904035538426 2.1126069203019142 1.2200405522016811 2.2188538727350533 1.0602382738143203 0.77844042297510896 2.2906642399029806 1.8932496998459099 1.3495223690333662 1.0078436741532639 4.5268608144288009 1.2222550065489484 20.762870465521701 1.3507201727479694
leaf_count=455 1647 435 40 62 22 19 50 31 30 77 52 22 140 23 21 18 21 37 44 23 14 65 26 25 174 78 134 21 208 20
internal_value=0.00121755 -0.0186675 0.012275 0.00135512 -0.00052659 -0.0100004 -0.0215255 -0.0126203 0.00136291 -0.0118371 0.0122885 0.0015363 -0.00402066 -0.0198705 0.00198087 0.00448783 0.00723842 0.0238811 -0.0069979 0.00342546 -0.0265355 -0.0260519 0.00519551 0.0169968 -0.00135197 -0.0181626 0.00629277 0.0106552 0.00414747 -0.0127608
internal_weight=150.064 1.03105 0.472844 149.033 63.2529 11.3103 5.61518 4.37372 5.69515 3.21234 1.97662 51.9425 18.0185 4.94881 13.0697 33.9241 27.3696 4.287 6.55445 4.27417 2.28028 1.34457 11.7251 4.18391 7.54118 2.35737 5.18381 2.19103 23.0826 2.31975
internal_count=4034 930 495 3104 1457 342 121 71 221 191 114 1115 708 163 545 407 308 58 99 41 58 87 458 51 407 252 155 40 250 42
is_linear=0
shrinkage=0.0435304


Tree=584
num_leaves=31
num_cat=0
split_feature=9 9 0 16 0 6 18 10 16 10 14 7 6 10 17 18 2 9 17 8 10 0 19 12 18 0 0 3 13 16
split_gain=0.98392 0.818069 1.58838 1.78942 1.2873 1.48433 1.09066 1.23129 1.164 1.49395 1.1186 2.04306 1.0415 0.997462 1.21326 1.99938 1.25016 0.937758 0.836809 0.821454 1.36087 2.01571 1.11555 0.914719 0.938448 2.00406 1.7369 1.46489 1.75004 1.18231
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 21.760508430800005 13.946975448150001 61.950140699950005 22.604947139800004 62.165217350350012 195.25924573520004 23.109894804950002 16.525386113000007 62.041548276350007 195.42788627465004 13.754580103150001 165.44420596670003 187.45330412110005 207.89802496125003 8.9430209551500024 66.964115113200009 91.937202686950016 14.251149826300002 285.40265749175006 14.382403557200002 93.399723909900004 93.953546284800012 84.812788641250009 109.46594969745001 18.764956119400004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 17 5 -5 10 -8 9 18 -4 -12 13 -13 16 -16 -15 -3 -9 20 22 -22 -11 24 25 -23 -26 29 -29 -28
right_child=1 2 6 4 -6 -7 7 8 -10 19 11 12 -14 14 15 -17 -18 -19 -20 -21 21 23 -24 -25 26 -27 27 28 -30 -31
leaf_value=-0.00027138071253222213 0.00069932837709090758 0.00090037737180337276 0.00080221358511934791 -0.0017298798852329554 0.0013189729721855372 0.00048688407682106685 -0.0021402680148954038 -0.0029022351335150419 0.0010870725690851552 0.0020628031101286551 -0.00033631943810752835 0.000985563968512414 -0.00031008338938907101 0.0015773017002936572 -0.0013271799033594686 0.00053773981213219263 0.0001172703029029595 -0.0021946602516602315 -0.00033636033288723602 -0.0013086120746049023 -0.0022957674584636522 -0.002703634909552955 0.00043526518465983771 -0.0013103011833934565 0.0013384513385221268 -4.7132192537006482e-05 5.2204259075379317e-05 -0.0022012828205800316 0.00035700653744524547 0.00081813631539235493
leaf_weight=14.905202448382623 14.505542722879907 0.43680511484853779 22.009594610892236 2.1734675094485283 2.0488829892128706 2.4937854632735252 0.93034916184842487 0.97919067367911228 4.5907550230622283 2.313823200762271 15.057908960618077 16.362842725589871 5.1669793128967276 4.4238386154174822 3.5756193753331882 5.7879690155386925 4.5985873490571976 2.7204364896606421 0.97549403831362724 1.5254200901836146 1.3760517905466247 1.3089172467589367 5.3931306228041649 1.7117119896720385 4.9865467208437613 6.582719765137881 33.82999936240958 2.1793339508585623 1.9459999948740003 10.050285667181013
leaf_count=1526 141 4 194 62 15 28 16 26 51 20 115 80 38 28 23 36 22 153 20 28 27 14 45 138 56 135 825 108 14 46
internal_value=0.000212961 0.000252617 0.000213941 -0.000548989 2.3342e-05 -0.000545429 0.000261718 0.000102414 0.000128577 7.00311e-05 0.000428671 0.000279117 0.000511285 0.000633418 0.000320022 -0.000174406 0.000833147 -0.00176646 -0.00162172 0.000115204 0.000145505 5.1729e-05 0.000923893 0.000103335 0.000143078 -0.000487743 0.00023702 0.00012261 -0.000994488 0.000227632
internal_weight=196.947 182.042 167.536 9.87338 6.71614 4.66725 157.663 80.6797 79.7494 75.1586 76.9833 54.9737 39.9158 34.7489 18.386 9.36359 9.02243 3.15724 1.95468 73.2039 71.6785 63.9716 7.70695 62.5955 60.8838 7.89164 52.9922 48.0056 4.12533 43.8803
internal_count=4034 2508 2367 262 105 90 2105 1569 1553 1502 536 342 227 189 109 59 50 157 46 1456 1428 1363 65 1336 1198 149 1049 993 122 871
is_linear=0
shrinkage=0.00196078


Tree=585
num_leaves=31
num_cat=0
split_feature=9 9 16 9 8 9 19 13 17 9 0 6 19 5 6 19 5 2 15 18 18 13 16 9 4 18 0 7 16 18
split_gain=0.212032 0.815964 0.418275 0.47635 0.575564 0.550047 0.483536 0.465973 0.44571 0.361178 0.644152 1.05247 0.472134 0.40067 0.743356 0.563933 0.61745 0.398153 0.651136 0.38591 0.578704 0.359007 0.352734 0.289353 0.904521 0.657369 0.599079 0.572737 0.891339 0.832218
threshold=179.18874144770004 177.77223095870002 21.094950670800003 66.346857137250012 5.9453602998000008 64.765169068750012 13.451085274650001 104.99773228470001 194.73806315685002 186.68586460755003 85.732241321850012 16.555386813950005 14.551174033150001 29.996566321350006 16.625388449550005 14.451165964200003 24.628131835750001 121.36426933400001 34.139075990150012 12.794482498400003 12.909082926650003 117.49368567500001 22.714946882600003 191.72037998490001 239.70509694970005 13.043896815850003 86.692020874450009 23.032902590750002 22.614947116400003 13.314799198000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 6 7 8 -1 12 11 -11 17 14 -13 16 -16 18 -2 -12 -21 -19 23 24 -22 -25 -26 28 29 -27
right_child=9 -3 -4 4 -6 -7 -8 -9 -10 10 19 13 -14 -15 15 -17 -18 21 -20 20 22 -23 -24 25 26 27 -28 -29 -30 -31
leaf_value=-0.034216269410320528 0.018307604683142235 -0.054022115639496007 0.023569750491273852 -0.032861832329727975 0.042309437130731306 0.03490827786499847 -0.051609443783963732 0.024365424834700718 0.025639399035941514 -0.049958853938152817 0.032332408681195066 0.011763823893664984 0.029760325576242971 0.018545198808653122 -0.049335583910569761 -0.050652296106994565 0.019595149877988226 0.038902549294765727 -0.010714332725236676 -0.024009659362177724 0.0011529141001442691 0.0082835959598154662 0.025504981699343527 0.024377152477975429 -0.05749689441992991 0.013379473105452018 -0.010131314797385691 0.0027976727900488616 -0.031441405905677365 -0.021279411900589316
leaf_weight=0.92281144803746451 2.4717426021816191 0.69353800244061847 1.1812155055813489 1.8634832207662841 0.24605876263012749 0.89653665725563758 0.4321235087700187 1.0541626779595388 0.37269724855286768 1.3220960907274264 0.86957873962819476 1.7578104117419568 1.9687255946919311 1.2847553789615629 0.43677513462898809 1.1725271615432573 0.7595377957331948 1.1418769960728239 4.9603936281055212 1.875865839421748 9.0593935865981603 2.8736041127704084 1.3301572427153576 2.8103334805928162 1.0283403203357004 3.8844880219548923 1.2780048290660486 94.095436504881945 2.7283514998853207 2.3868119347607717
leaf_count=481 28 17 13 590 19 30 23 32 290 112 9 18 37 16 38 59 19 39 39 17 103 29 18 17 16 37 35 1790 30 33
internal_value=0.00124735 -0.00623699 -0.00148159 -0.00659418 -0.0240938 0.00344194 -0.00669926 0.00156009 -0.0169967 0.00165266 0.000897296 -0.0130099 0.00886382 -0.00398268 -0.0109963 -0.0278856 -0.00557153 0.0052701 -0.00106236 0.001669 0.00144768 0.0169907 0.00185033 0.00158202 -0.0054224 0.00233374 -0.0312504 0.00173284 -0.00940045 0.000188549
internal_weight=149.159 7.66263 6.96909 5.78787 2.10954 3.67833 2.78179 2.34967 1.29551 141.497 128.08 6.7335 13.4163 5.41141 4.12665 2.36884 1.19631 11.4476 7.43214 121.347 120.477 4.01548 118.601 117.271 11.3657 105.905 2.30635 103.095 8.99965 6.2713
internal_count=4034 1495 1478 1465 609 856 826 803 771 2539 2367 262 172 150 134 116 57 135 67 2105 2096 68 2079 2061 154 1907 51 1890 100 70
is_linear=0
shrinkage=0.0461948


Tree=586
num_leaves=31
num_cat=0
split_feature=10 18 15 15 6 18 16 16 4 15 15 9 9 19 9 19 16 15 15 2 9 5 3 5 15 16 16 19 6 9
split_gain=0.216734 0.340813 0.240371 0.270476 0.486831 0.234832 0.270565 0.832429 0.23014 0.569685 0.812724 0.4414 0.432585 0.457715 1.00835 0.767126 0.704052 1.29677 1.02421 1.26871 0.676315 0.638554 2.69665 0.995759 1.14547 1.27857 0.915446 0.864593 0.589898 0.569298
threshold=81.479100559500012 17.323446153950005 20.313914079200003 20.123524217100002 13.200308423050002 17.138111898250003 17.684958644900004 14.544965987550002 244.52697497700004 43.890399822900008 42.841315546000011 219.21617201485003 215.54845996915003 14.551174033150001 188.63457064660003 14.451165964200003 22.604947139800004 38.992510055900006 35.83914456115 136.15315758385003 199.17419511990002 21.454033346250004 90.203147192800017 20.374719724350005 31.385732506450001 19.199955102150003 22.554947256700004 14.051133688400002 17.755414852450006 191.03141765810003
decision_type=2 2 2 2 2 2 2 2 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 -3 8 7 -7 9 10 11 12 13 15 -15 16 17 21 -18 -20 -16 23 -23 24 -1 -26 29 -27 -24 -25
right_child=1 2 -4 -5 -6 6 -8 -9 -10 -11 -12 -13 -14 14 20 -17 18 -19 19 -21 -22 22 28 26 25 27 -28 -29 -30 -31
leaf_value=0.0034827950899531698 -0.042843867243361013 -0.04210452384324935 -0.042052477412570857 0.04203098404748197 0.027975070777873493 0.04250150019964781 0.041856047916348928 -0.042205195665059064 -0.0010303715714169749 -0.028248528540384295 0.023337403973450192 -0.017454226750106102 0.019952044959425184 0.017907015850290746 -0.032707180823842372 0.013901675550274726 0.01322968881042416 0.031035793510483162 -0.029912639149346668 0.0047833349735124878 -0.0032039631666112784 -0.14908928155918455 0.0022123344923114232 0.000123564005951677 0.0017622942281514072 -0.050272946263432421 -0.0035041527182664146 -0.0074943022110323344 -0.049514657895025301 0.034250246961892328
leaf_weight=33.266510944951733 0.48163145611761038 0.3313890093586449 0.20368828006030526 0.26684503885917366 0.33581567811779678 0.42360217463283223 0.5090617723762989 0.36205004272051156 56.541940388333387 1.0139629250334099 3.0900648804381481 1.9335916893323872 2.2899464101792537 1.8560581747442473 2.4996564090251923 9.212882948573677 2.648818205110727 2.6594604905694714 4.5727903340011835 2.8966489471495152 2.740882221609354 0.23751251492649261 2.515220326095005 1.0454460865585122 3.7272851180750868 1.9972869870252909 2.5061503276228905 1.3205596581101415 0.43513659039308539 3.8568897899240255
leaf_count=540 371 539 34 4 12 9 17 41 1331 23 22 40 33 35 32 82 16 21 52 19 38 7 321 12 101 37 12 16 128 89
internal_value=0.00100314 -0.013921 -0.00167732 0.0071273 -0.00683225 0.00116849 0.0185606 0.00346634 0.00101305 0.00232119 0.00267622 0.00191814 0.00237336 0.00187015 -0.00807457 0.00283826 0.00123781 0.00311227 -0.00868584 -0.0164575 -0.0172765 0.00165353 -0.016121 0.00284093 0.000300728 -0.0147247 0.0166629 -0.0332463 -0.00541668 0.0269726
internal_weight=147.779 1.61937 1.13774 0.93405 0.667205 146.159 1.29471 0.785652 144.865 88.3228 87.3088 84.2187 82.2851 79.9952 7.0966 72.8986 63.6857 53.5675 10.1183 7.46944 5.24054 50.908 3.18787 47.7201 40.3116 7.04513 7.40849 3.31785 2.95036 4.90234
internal_count=4034 960 589 555 551 3074 67 50 3007 1676 1653 1631 1591 1558 105 1453 1371 1284 87 71 70 1263 456 807 694 154 113 53 449 101
is_linear=0
shrinkage=0.0410197


Tree=587
num_leaves=31
num_cat=0
split_feature=16 19 2 18 0 5 12 13 6 19 8 18 10 4 12 5 9 13 5 10 17 10 16 13 2 16 8 7 0 3
split_gain=0.225689 0.559263 0.702717 0.797626 0.839164 0.73829 0.645421 0.52469 0.497253 0.814019 0.470349 0.431861 0.837469 0.426363 0.629116 0.403925 0.3954 0.51913 0.627629 0.983088 0.546719 0.427708 0.68032 0.833522 0.385536 0.384718 0.368576 0.349731 0.597558 1.39421
threshold=18.594956516900002 12.651020723000002 71.340832650850004 14.85568425095 97.521130223850008 18.613387752550004 69.826413229550027 104.29066779635001 13.65531905435 13.351077205700003 2.7478556007500008 14.738651916450001 71.322105742700003 143.78867033265001 81.514192512750014 13.154029769200003 206.08934059370003 101.01074887720002 16.351273197450002 75.806453904250006 184.67080164680002 75.806453904250006 14.844965286000003 101.19625248820002 152.68195387130001 12.644970430600003 8.7431769115000026 25.297859295400006 94.165934477050016 84.643415779050017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 6 5 -5 11 -3 8 9 -6 -1 12 -4 -12 -15 25 17 24 -19 20 -20 -18 23 -23 -17 -16 -14 28 -2 -30
right_child=27 2 3 4 7 -7 -8 -9 -10 -11 13 -13 26 14 15 16 21 18 19 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.042471525012834688 0.0017937057633935698 -0.0017489373747619566 0.027368920395593084 -0.047680211045261711 -0.043293464958904897 -0.027223249629259434 -0.054369780227367936 -0.045170215318222372 0.029225696477117525 0.0080628197554699337 0.045174622581374828 0.044753916828738513 -0.044598538453372888 -0.054635350712611844 -0.042092815052572237 -0.0016913976750219876 -0.025509568646397817 0.03397161653715168 0.0052625768775752214 -0.049782808722893354 0.044039502617718454 -0.00032571832860621376 0.017103884717593519 -0.048565588427426143 -0.044474744124110205 0.031905034169969544 0.004425351896509935 0.0092273672286179477 0.0047689883209747486 -0.039505248915370418
leaf_weight=0.41019423862417781 99.921440376027022 0.65907392650842567 1.6547353810747143 1.1750028613387256 0.82961105657159473 0.84557481941737922 1.071346800541505 0.53919883607886721 0.74993370729498554 1.5493022875743916 0.40699794888496654 0.73892188788158808 0.53674678714014568 0.33851299733214801 0.13639115311161987 3.2523036858219734 1.6031337569002051 1.8275614706799386 4.0081954528068309 0.50846767611801613 0.75666516440105613 2.3583980153780435 2.1866431685630232 0.85411753493826825 0.41587216276275274 1.2522923194919711 0.53713390976190567 10.092774348799137 3.147797239245846 2.0599341499619186
leaf_count=659 1357 4 32 151 115 283 58 41 15 67 2 9 50 30 271 116 35 19 219 14 8 73 29 27 94 39 2 104 29 82
internal_value=0.000932989 -0.00222358 -0.00987562 -0.00525441 -0.0169083 0.00783136 -0.0343278 -0.007051 -0.000481857 -0.00984693 0.00187692 0.0163796 0.00869569 0.00279081 0.00190612 0.00290508 0.00120689 0.00623936 0.0128419 0.00551903 0.0114204 -0.00653273 -0.000898066 -0.0131513 -0.00654187 0.0246372 -0.0200778 0.00178779 0.00107357 -0.0127438
internal_weight=146.424 31.2023 10.8866 9.15616 4.84305 4.31311 1.73042 3.66805 3.12885 2.37891 20.3157 3.46754 2.72862 19.9056 19.4986 19.16 17.7714 10.7691 7.10089 5.27333 4.76486 7.00229 5.39916 3.21252 3.66818 1.38868 1.07388 115.222 105.129 5.20773
internal_count=4034 2462 827 765 389 376 62 238 197 182 1635 93 84 976 974 944 634 470 260 241 227 164 129 100 210 310 52 1572 1468 111
is_linear=0
shrinkage=0.0418401


Tree=588
num_leaves=31
num_cat=0
split_feature=16 16 6 18 10 8 7 12 18 5 16 19 8 19 12 16 15 8 8 7 0 18 18 0 7 16 6 6 2 17
split_gain=0.999296 0.984941 1.04643 0.95791 0.926461 1.08903 1.07497 0.906798 0.915259 0.842021 0.887643 0.968838 1.18923 0.833325 1.27024 0.754707 1.05001 0.743001 0.675042 0.634002 0.634611 0.627277 0.626795 0.604657 1.47462 1.07256 0.79486 2.14968 1.23343 0.799017
threshold=18.594956516900002 15.584963555600002 11.075258771650001 18.273715221050001 71.015621515800021 8.2435668022500028 22.356277907050004 151.46967002190004 17.551307094650003 13.154029769200003 15.089964713100001 11.850956171350001 8.2435668022500028 12.551012654050002 145.97209859650005 13.904967484100002 18.019770707250004 7.5441126493500006 7.6440346712000009 19.506002767000002 81.446839061900008 16.444362185000006 15.343833331950004 85.732241321850012 22.721067571950005 22.824946625350005 16.525386113000007 16.475384944750001 90.745765132650021 187.51563899930002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 7 19 13 -9 -4 11 15 21 -6 17 16 18 -15 -11 20 -3 -13 -12 24 26 -26 27 28 -2 -28
right_child=23 3 9 -5 5 -7 -8 8 -10 10 22 12 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0013522593318368384 -0.0010622192555614686 -0.0020245705659082381 0.001452601413450454 0.0018331663656648135 0.0013975545002045185 -0.0019548167058477039 0.00079836949346717267 -0.0020804219607101497 0.0006543578876104342 -0.0019884372172203329 0.00022142432719261264 -0.0024051257845794467 0.00016318172850030504 0.00013358251808714646 0.001592504147100948 0.00067538490474663244 -0.0021696016630890101 -0.0021590936733920617 0.00058844749912534021 -0.0020537588135762113 0.0020964558932689888 -0.0006293188587845203 0.0011848924047903062 0.00032331255426703052 -0.0021478576243814983 0.00034859520732652221 0.00010858596635725603 -0.0023628305336090894 0.0012774944493064383 0.001122217470031515
leaf_weight=1.6918400630820567 1.428941561840481 0.23779918000218181 2.0280176197120481 0.66693008458241898 1.2467922242358307 2.785686731338501 3.1810061918804422 1.9596767393522898 0.61915103625506152 0.46868726739194499 7.544680090970358 1.7438608088923495 2.6423313954146579 0.89735039538936767 0.81920674396678794 5.6104562234831974 1.0096251522772943 1.3780052084475753 2.3531291376566514 1.0656659848173147 0.36293426156044006 1.3621165202930567 3.9579011211171746 132.14751340751536 1.975224628375144 0.99494104064069677 10.017074084840713 1.6156531213782725 2.1999037087662145 4.2620202070102087
leaf_count=908 16 108 33 17 13 169 84 187 17 154 43 101 35 45 11 63 81 54 29 236 2 39 33 1115 100 29 217 36 32 27
internal_value=0.000197489 -5.74808e-05 0.000146308 -0.000464686 -0.000569989 -0.000919612 0.000130056 -0.000502896 -0.00142383 0.000234583 0.000142042 -0.000169106 -0.000803755 4.41517e-05 -0.000501131 0.000217273 -0.000453549 -0.00125491 0.000160442 -0.0011457 0.000465155 -0.00162635 0.000552942 0.000272727 -2.44531e-05 -0.0013116 0.000171363 -0.000481457 0.000356178 0.000411134
internal_weight=200.274 45.6329 30.4126 15.2202 14.5533 9.70587 4.84741 6.92018 2.57883 28.7208 26.6928 15.1902 5.74831 4.34135 3.09456 9.4419 3.83144 2.27536 2.82182 1.6664 0.600733 3.10598 11.5026 154.641 22.4938 2.97017 19.5236 5.2445 3.62885 14.2791
internal_count=4034 2462 1519 943 926 496 430 327 204 611 578 502 175 123 110 327 264 99 183 346 110 140 76 1572 457 129 328 84 48 244
is_linear=0
shrinkage=0.00196078


Tree=589
num_leaves=31
num_cat=0
split_feature=15 2 19 8 16 13 0 9 16 3 16 7 18 10 7 18 0 0 6 18 7 18 19 18 6 17 2 10 7 10
split_gain=0.226243 0.253354 0.219303 0.452487 0.241694 0.212137 0.278646 0.809268 0.617833 0.57592 0.394701 0.405865 0.520664 0.456472 0.492432 0.503869 0.391423 0.56056 0.727884 0.4783 0.825521 0.519039 1.5964 0.60297 0.478686 0.435379 0.398037 0.394138 0.425662 1.25671
threshold=50.314162856800003 310.17567643235003 14.651182102100002 8.6432548896500023 22.624947093000003 121.87049551135001 85.705356740550016 187.45330412110005 22.704946905950003 94.972471916200007 22.904946438250004 22.381996090050006 12.971888692100002 61.982402197500001 21.844899366700002 12.601716341300003 85.812895065800021 85.995710218650018 16.505385645700006 13.065205089100003 22.589037079550003 13.192618516750001 14.351157895250003 13.276755824150003 16.455384477450004 189.31157886915003 112.15964652650003 61.901748453550006 23.203497038450006 62.00390986255001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 -4 -5 6 7 10 -9 -10 11 12 13 14 15 -1 26 18 -18 20 -19 22 -21 24 25 -23 -8 -25 29 -29
right_child=1 -3 3 4 -6 -7 16 8 9 -11 -12 -13 -14 -15 -16 -17 17 19 -20 21 -22 23 -24 27 -26 -27 -28 28 -30 -31
leaf_value=0.00038796212240048661 -0.062177783312205873 -0.0004255333102795776 0.022415679815247391 0.011550325184014118 -0.023618773270628762 0.02784490324592568 0.025892919936432845 -0.055567970742392947 0.013932043658928547 -0.038271112241138557 0.052375677965944695 0.021634019103738238 -0.046856374164357256 -0.041143383032574601 0.029771552452743537 -0.060735860164769388 -0.030324363558255341 0.0018958596484676181 0.00037082757438031507 -0.046392880388708584 0.042966451647876561 0.012422587839579563 0.014296603296050443 0.026770298159248869 0.0015557530255571417 0.050385456272745523 0.0011732061880092523 -0.071622357628637001 0.0015275244711115096 -0.0043676422731336925
leaf_weight=3.6799091450811794 0.31055856468446918 0.389688811119413 3.478203115053474 0.92494287528097663 1.1284920000471172 0.75332950265146692 3.3380486145615569 1.2826234799285878 1.1491051944904032 1.0539603553479535 0.38053192943334657 1.6951880516280651 0.7331073179739177 0.66872004194010504 1.3849864721414631 0.38778974287015433 3.365393294952808 3.6493259376438791 4.9883055333048105 2.2510406984947613 1.9551267621500299 1.5950632597086944 2.2588443979620934 1.4874464683234681 2.6031343340873718 1.5489985048770902 3.4412702640984207 0.78081827610731025 83.377164620796066 9.7151477666811825
leaf_count=307 28 22 33 14 27 21 25 116 12 52 5 22 121 88 10 63 38 38 37 21 17 14 20 13 18 40 32 8 2462 310
internal_value=0.00110823 -0.0278126 0.00124784 0.0112075 -0.00777731 0.000852976 0.000706448 -0.00658439 -0.0274263 -0.0110423 0.00155072 -0.000711406 -0.00623765 -0.0013731 0.00350435 -0.00543921 0.00142286 0.000746947 -0.0119951 0.00170398 0.0162234 0.000933527 -0.0159956 0.00168865 0.0177324 0.0311259 0.0133449 0.000721721 0.000308974 -0.00937087
internal_weight=145.756 0.700247 145.056 5.53164 2.05343 139.524 138.771 12.4159 3.48569 2.20307 8.93023 8.5497 6.85451 6.12141 5.45269 4.0677 126.355 119.576 8.3537 111.222 5.60445 105.618 4.50989 101.108 5.7472 3.14406 6.77932 95.3606 93.8731 10.496
internal_count=4034 50 3984 74 41 3910 3889 796 180 64 616 611 589 468 380 370 3093 3036 75 2961 55 2906 41 2865 72 54 57 2793 2780 318
is_linear=0
shrinkage=0.0510028


Tree=590
num_leaves=31
num_cat=0
split_feature=16 16 0 18 10 8 7 12 18 19 12 0 6 6 9 9 5 17 0 19 2 6 19 5 9 15 15 7 9 9
split_gain=1.35233 1.54696 1.03445 0.96954 0.899633 1.04366 0.900233 0.847032 0.919051 0.773877 1.20237 0.698979 1.32525 1.4264 1.73943 0.668175 1.07011 1.02541 0.802511 0.665533 0.611617 0.932036 0.838694 0.575686 0.765031 0.61104 0.608765 0.558556 0.554636 0.89022
threshold=18.594956516900002 15.584963555600002 103.33357670195001 18.273715221050001 71.015621515800021 8.2435668022500028 22.356277907050004 151.46967002190004 17.551307094650003 12.551012654050002 145.97209859650005 85.732241321850012 16.525386113000007 16.475384944750001 186.68586460755003 191.29995577870002 29.996566321350006 187.51563899930002 85.121961326250016 13.351077205700003 41.467794892200004 16.715390552450003 13.851117550450002 18.066672237450003 68.722917647950013 25.621990087700002 19.215947067900004 19.975862989550006 181.33671263215004 186.68586460755003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 23 4 6 7 -3 9 -9 -6 19 12 13 14 -2 17 18 20 27 -11 -14 -22 -23 25 26 -1 -25 -17 -13 -30
right_child=11 3 -4 -5 5 -7 -8 8 -10 10 -12 28 15 -15 -16 16 -18 -19 -20 -21 21 22 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.00023889931877008841 0.00071425331335466988 -0.0011380052228667445 -0.0013790953317929313 0.0017652819021811356 0.0012173871611470607 -0.0019532660546110656 0.00063339729117360851 -0.0020603755853947059 0.00072410703103694643 -0.002100405916115048 0.0014625949969961777 -0.00032513934805533087 0.0019030147839998461 -0.0023057273392411769 -0.0021102042800455597 4.7060304343047746e-05 0.00099696347177690445 0.0015214229401219958 0.00014723966275537488 3.8174193352611331e-05 0.00051966102691094942 0.00025218441576158068 -0.0023522958470840014 -0.0011012491673600166 -0.002072002867406812 0.0012027916217011141 0.0017849594378162126 -0.0021404094378930072 0.0010862906112102232 0.00034918303442718607
leaf_weight=24.531836321228194 2.5648920438252421 1.6170837933896081 1.4920768942974962 0.63073212560266334 1.2360549811273793 2.9626224844250828 3.0784501010784879 2.0274451960576703 0.5587570909410714 1.4192510544089607 0.78879741160199035 4.1759299491532138 0.65047406125813534 1.6792850935307795 1.174791932600783 0.58813604712486212 1.8352767778560517 3.013618465512991 1.8992906010244039 0.86579109076410521 3.4324358402518556 0.83399410487618286 1.0104927755892275 0.54045818575832416 0.88205097708851088 2.6976224770769468 0.53976626769872382 1.6182503325399009 6.3834650032222262 117.57300408673473
leaf_count=360 34 346 890 17 13 169 84 187 17 84 11 54 8 59 69 5 18 17 23 15 49 58 51 78 162 17 12 66 58 1003
internal_value=0.00022227 -6.62252e-05 0.000182124 -0.000568057 -0.000669176 -0.000999013 2.33482e-05 -0.000589058 -0.00145878 -6.71719e-05 -0.00058372 0.000311421 -1.99908e-05 -0.00083393 -0.000173028 0.000276389 -0.000223312 0.00060842 -0.000768787 -0.00129011 0.00014423 -7.25716e-05 -0.00117467 0.000261923 -0.000743693 0.000334392 0.000340931 -0.00155732 0.000363929 0.000387142
internal_weight=194.302 45.8688 30.6838 15.185 14.5543 9.85872 4.69553 6.8961 2.5862 4.30989 3.07384 148.433 20.3009 5.41897 3.73968 14.882 5.94095 8.94102 4.10568 2.28504 5.9274 5.27692 1.84449 29.1917 1.96228 27.2295 1.08022 2.20639 128.132 123.956
internal_count=4034 2462 1519 943 926 496 430 327 204 123 110 1572 457 162 103 295 112 183 94 99 166 158 109 629 252 377 90 71 1115 1061
is_linear=0
shrinkage=0.00192234


Tree=591
num_leaves=31
num_cat=0
split_feature=17 8 16 19 17 10 18 15 18 2 6 8 19 13 7 15 9 9 18 17 7 7 10 16 18 15 5 4 16 16
split_gain=0.40517 0.229998 0.479593 0.318039 0.411663 0.181704 0.311018 0.241859 0.58188 0.598598 1.13487 0.454051 0.381616 0.314273 0.524737 0.363005 0.714511 0.363526 0.3211 0.710942 0.469725 0.281565 0.246538 0.288097 1.10741 0.666946 0.424189 0.645761 0.54378 0.487211
threshold=159.58247398035004 10.341929261000002 23.244945643200005 14.651182102100002 198.72470891995002 81.479100559500012 17.323446153950005 19.763739472850002 15.788786379500001 138.63208387490002 12.625294988000002 7.7439566930000003 11.550931964450003 103.93041440690001 25.818239331450005 23.292710050100002 206.08934059370003 219.21617201485003 14.642476607400001 201.71342726775001 22.356277907050004 26.189412761600007 75.408562100950022 18.594956516900002 14.85568425095 22.233787461850003 16.569990495050003 161.32746469610001 18.404956961200003 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 2 3 5 -5 7 -7 8 11 -10 -11 12 -2 14 18 16 -16 -18 20 -20 -9 -17 23 24 26 -26 -15 -28 29 -29
right_child=1 -3 -4 4 -6 6 -8 13 9 10 -12 -13 -14 22 15 21 17 -19 19 -21 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.053588145697333708 0.015138855327022471 0.0254519510472083 -0.034946890373633757 0.032117051700032768 0.0022898890352474333 -0.052091625978945497 -0.0017857305079074254 -0.052904534365078373 0.045587423933223167 0.04751531637942643 -0.055804784369541748 -0.054978897922988323 -0.035595405887489773 0.028842318695900496 0.0083937239263517042 0.04127618469769561 -0.057170414421263298 -0.0022217637230064233 -0.056012139735319745 -0.0022871537831596327 0.010318305398278485 0.0053212051659647592 0.015884265564969382 0.0017408463084155376 0.026485052852197717 -0.053826323778863337 -0.029610412662119671 0.001410822671397827 -0.041455124645747909 0.038300479033136943
leaf_weight=0.33812218085040413 1.5890218509703116 0.97213489818386634 0.91957773407921095 1.8868607943877567 2.9906298187561333 0.43545640450793044 1.0439382784534244 0.38263581617502307 1.7106162169948222 0.552767325309105 0.51201348041649908 0.3984651721548288 0.48347790171646909 1.1656973401550184 2.153648139443249 0.73727185046300325 0.8719583216588942 0.45975156780332327 1.423202994912572 1.0855985673406392 1.2658676755090708 2.0834220057586208 2.839419280178844 107.79493888275829 0.3072976439834737 1.6293802793661596 1.8024407430202698 3.7429520239602425 0.56760848051635537 1.1765223806141873
leaf_count=262 133 25 25 27 35 346 492 55 23 27 13 15 138 10 25 14 56 15 114 48 42 66 27 1447 8 167 67 142 98 72
internal_value=0.00108447 0.00121197 0.00104834 0.00127967 0.0138285 0.000836827 -0.0165932 0.00102541 0.0115535 0.0272663 -0.00216748 -0.00609511 0.00330344 0.000605343 -0.00770858 0.00138336 -0.00940923 -0.0382003 -0.0214998 -0.0327645 -0.00435641 0.0147191 0.00132412 0.00097432 -0.00697684 -0.0410831 0.000835239 -0.00364349 0.00488634 0.0102332
internal_weight=145.323 144.985 144.012 143.093 4.87749 138.215 1.47939 136.736 5.24636 2.7754 1.06478 2.47096 2.0725 131.49 10.4634 6.30605 3.48536 1.33171 4.15731 2.5088 1.6485 2.82069 121.026 118.187 10.3919 1.93668 8.45522 7.28952 5.48708 4.91947
internal_count=4034 3772 3747 3722 62 3660 838 2822 349 63 40 286 271 2473 435 176 96 71 259 162 97 80 2038 2011 564 175 389 379 312 214
is_linear=0
shrinkage=0.0500028


Tree=592
num_leaves=31
num_cat=0
split_feature=16 16 6 18 4 2 10 8 17 4 18 12 18 19 12 19 5 16 19 8 18 13 10 0 6 10 18 18 18 9
split_gain=0.940569 1.03488 0.914181 0.830635 0.726776 0.852058 0.738942 1.08595 0.911257 0.663362 1.07887 0.639726 1.08362 0.644954 0.931335 0.767635 0.599628 0.745852 1.12863 0.985571 0.625215 0.621199 0.873184 0.589833 0.867879 0.819448 0.672456 0.676913 0.813109 0.702631
threshold=18.594956516900002 15.584963555600002 11.075258771650001 18.273715221050001 290.29001804785008 68.946226135900005 71.015621515800021 8.2435668022500028 171.92791459955001 232.62504358260003 13.919698996450002 151.46967002190004 17.551307094650003 12.551012654050002 145.97209859650005 13.351077205700003 13.154029769200003 15.089964713100001 11.850956171350001 8.2435668022500028 15.343833331950004 101.01074887720002 80.468240302450013 85.995710218650018 16.375382608200002 62.181348099150007 13.065205089100003 13.192618516750001 13.327513832500001 192.98754432855
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 8 11 -7 -10 -11 13 -13 -8 15 -15 -4 18 21 -20 -19 22 -18 24 25 -2 -25 -28 -29 -30
right_child=23 3 16 -5 -6 6 7 -9 9 10 -12 12 -14 14 -16 -17 17 20 19 -21 -22 -23 -24 26 -26 -27 27 28 29 -31
leaf_value=-0.0013574407950102648 -0.0021069193919992118 -0.0021679155207521249 0.0013845727786859752 0.0017613880225660107 -0.0018339476892426968 -0.0019384331242961051 0.0014243858117546635 -0.001884616793603433 0.0014596053873770741 -0.0023069757933931391 0.001077615486490896 -0.0020155640334326708 0.001814945189456455 -0.0020565028290264599 0.0015104753321253158 0.00036778269598549827 -0.0020877943124266189 0.00022815397187236 -0.0015816464386093022 6.4479178288526795e-05 0.0011899049191775527 0.0011692268340264861 0.00023601534626945767 0.00092824467483133442 0.00014923340348392325 0.00013728703876542887 -0.00034173233614140928 0.00079413407018344233 -0.00019868556289307838 0.00034297948821984897
leaf_weight=1.32603368244236 1.2175520811724703 0.90017615677788398 1.5472478485608032 0.57272284338250834 1.4141269001411281 0.51429911090235547 1.1243615597486498 1.8058374926913527 1.9731305674649777 0.54595406743464969 0.86373713321518153 1.2365710094454696 0.33294212631881226 1.0507828663685361 0.73920993146020908 0.83066259091719974 0.63664281005185497 7.2888075158698467 2.7557605101064828 2.4319579729344696 3.5800649058073759 2.1891162752872333 5.8681263593316544 6.7020296826958647 34.921512796310708 1.1000195890665052 5.3323618378490201 12.616721566766499 9.6052807131782156 74.322393631096929
leaf_count=908 38 52 33 17 207 231 13 115 68 20 28 93 4 72 11 12 125 43 140 35 33 61 141 39 536 13 39 98 103 706
internal_value=0.000208524 -4.1704e-05 0.000169373 -0.000461045 -0.000556519 -0.000404941 -0.000260899 -0.000621987 0.000398841 0.000754183 -0.00023319 -0.000192956 -0.00120299 0.000230346 -0.000281943 -0.000986175 0.00024636 0.000175206 -0.000114285 -0.000809957 0.000544942 0.000300828 8.57657e-06 0.000279788 7.51144e-05 -0.00104172 0.000349984 0.000311943 0.000348047 0.000280987
internal_weight=187.346 41.5283 27.6238 13.9045 13.3318 11.9177 11.0175 7.12037 3.89712 3.38282 1.40969 5.31453 1.56951 3.74502 2.62066 1.88145 26.2977 24.7505 13.8816 5.18772 10.8689 8.69389 6.50477 145.818 37.2391 2.31757 108.579 101.877 96.5444 83.9277
internal_count=4034 2462 1519 943 926 719 667 320 347 116 48 205 97 108 95 84 611 578 502 175 76 327 266 1572 587 51 985 946 907 809
is_linear=0
shrinkage=0.00188464


Tree=593
num_leaves=31
num_cat=0
split_feature=16 16 18 10 8 12 18 18 19 16 19 12 19 12 15 6 4 13 6 13 15 2 19 9 13 18 7 9 9 4
split_gain=1.04353 0.943179 1.00547 0.929852 1.2484 0.96798 1.027 0.929097 0.854473 1.0583 0.825529 1.29414 0.807154 0.702008 0.677072 0.952932 0.86127 1.07384 0.969649 1.00538 0.622132 0.620618 1.19984 0.964668 0.796403 0.663222 0.900109 0.963271 0.838426 0.611305
threshold=18.594956516900002 15.584963555600002 18.273715221050001 71.015621515800021 8.2435668022500028 151.46967002190004 17.551307094650003 13.314799198000001 12.851036860900001 15.404963976500001 12.551012654050002 145.97209859650005 13.351077205700003 81.514192512750014 45.169600924000008 16.415383542800004 313.22340827140005 117.51519334005 16.8053926553 117.59584708395001 24.545953118950006 83.586740321150003 12.350996516100002 210.33238511570002 95.862351557400004 15.981927061500002 25.016749795550002 199.38481636575003 222.27227736865004 239.70509694970005
decision_type=2 2 2 2 2 2 2 2 2 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 10 -7 -3 9 13 -5 12 -12 -1 -2 -16 17 -17 19 -19 -10 -15 24 -24 -23 26 27 -26 -28 -9
right_child=14 2 -4 4 -6 6 -8 29 20 -11 11 -13 -14 21 15 16 -18 18 -20 -21 -22 22 23 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0024956088586448643 0.00031593249153296445 -0.0013237453585584311 0.0018675647051635649 0.0014629330664028555 -0.0019977320772311341 -0.0020864913757697784 0.00078703884290564404 0.001377706182931875 -0.0023773807524472947 0.00092662987034081775 -0.0021381788107569014 0.0016559959200280472 0.00025948128417212701 0.00069099032432527372 -0.001138948891553781 0.0013759266206955255 0.00078534054166318049 -0.00040933973622386409 0.00083355189773722796 -0.0025600295193907289 0.00028493485310552782 -0.0020092585461983191 -0.0022538932335535648 0.00010557304277606134 0.00062758116309582623 0.00059171105124281357 -0.0021648599134334082 -0.0024120047086506656 0.0014245679421739299 -0.00023961347199692845
leaf_weight=0.42159811078455334 135.38664394174702 1.2501390871475422 0.68221286078915078 1.2323869657702724 2.8877778819296509 2.0067374743812256 0.62778166914358724 1.961692192591727 0.86851004752679617 6.246807004325091 1.382246403751197 0.83297002513427276 0.8857048195786773 4.6618933799909454 2.9222771400527554 1.0847847558325137 4.3806421980261803 2.0089307804009882 1.0696442704647777 1.430885031877551 0.55190400779247284 0.64384484147012955 1.643899585506005 1.1201694093178955 3.1424598454250359 7.7003112777601928 1.3580384075175969 0.45945523586124171 0.30669466871768225 1.657874214928597
leaf_count=31 1350 314 17 13 169 187 17 15 61 45 84 11 15 107 77 5 48 51 9 32 2 812 88 23 147 85 100 12 6 101
internal_value=0.000195988 -6.72291e-05 -0.000459563 -0.000567377 -0.000913727 -0.000464467 -0.00140176 0.000133585 0.000140317 0.000216362 0.000105376 -0.000434152 -0.00120182 9.59338e-06 0.000275039 -0.000154242 0.000134241 -0.00037561 -0.000796956 -0.00130398 -0.00134293 5.98002e-05 -0.000119898 -0.00129769 0.000119287 0.000224975 -0.000311225 0.000239856 -0.00150358 0.000636923
internal_weight=192.817 44.5331 15.4075 14.7253 9.85561 6.96783 2.63452 4.86971 29.1256 27.7052 4.33331 3.10092 2.26795 21.4584 148.284 12.8972 9.97489 5.59424 4.50946 3.43982 1.42041 21.0368 16.3749 2.76407 13.6108 12.967 5.26665 3.60192 1.66473 3.61957
internal_count=4034 2462 943 926 496 327 204 430 1519 1456 123 110 99 1411 1572 222 145 97 92 83 63 1380 1273 111 1162 350 265 159 106 116
is_linear=0
shrinkage=0.00196078


Tree=594
num_leaves=31
num_cat=0
split_feature=6 6 14 18 2 10 3 18 9 9 16 17 0 13 0 13 15 0 13 9 19 5 4 18 7 9 16 9 15 2
split_gain=0.194 0.853026 0.420395 0.745202 0.457347 0.416222 1.03253 0.884036 0.723217 1.15579 0.540069 1.34503 0.965237 0.814565 0.935025 1.49901 1.41223 1.39303 0.74049 0.650208 0.6138 0.476692 1.00145 0.466533 0.458386 0.544859 0.449675 0.613044 0.516019 0.854508
threshold=13.65531905435 13.78532209185 277.23638966875006 17.399600107550004 174.09315058345001 70.206395618550019 84.643415779050017 14.164583421250002 206.54353961905005 211.30488836970002 19.199955102150003 171.92791459955001 94.047642319350018 109.72404167800001 93.399723909900004 112.64908412395 35.517387705950007 90.407470010750018 113.97180552410002 204.27826083785001 12.751028791950002 19.234448447350001 191.71186625420003 15.343833331950004 23.729953793150003 199.17419511990002 22.494947397000004 212.96061447425004 33.423812040500003 154.94328103605002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 4 -4 -1 10 8 -8 23 -10 11 20 21 -12 15 16 -15 18 -17 -19 -3 -13 -23 24 -7 -26 27 28 -20 -30
right_child=1 5 3 -5 -6 6 7 -9 9 -11 13 12 -14 14 -16 17 -18 19 26 -21 -22 22 -24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0018495428637069426 0.020279721764806854 0.00073600478752973062 -0.03590945133197708 0.0073515012518205981 0.035700524580852051 0.023146553858545853 0.016499361667964705 -0.048265030882169914 -0.048532338682519494 -0.0024699955400394819 -0.029075304185085339 0.046654193836121551 -0.011174247973424064 -0.04378683874904149 0.029262780952838366 -0.01951382591230735 0.016521855017583593 0.0080197293521377545 0.0037430120583130267 0.046732844032301366 -0.061033648962380165 -0.053516113239368883 0.02960071982456778 0.019360670231854817 -0.03054342356087145 0.0013216226859142483 0.00056945548947612734 -0.018733506619420359 0.039236071223006729 -0.00034882776088985228
leaf_weight=13.802923535880836 4.8531106088776133 0.71758079759820137 1.9536872736653088 1.4033675182927252 0.69897958211368028 1.3674364807084254 0.56585995453497107 1.831520133957383 1.4904938142281015 4.4625779225607403 1.7948928623227391 2.3440697423648089 1.3630605572834609 2.779341664165258 2.4626074172556391 3.4537168331444255 1.1162551213055847 1.5860454216599458 4.6669597590807808 2.0272777695208788 0.61084131044481182 0.34402399827376973 2.190605928450168 3.4588093403726816 1.4146240314003078 4.9586239513009787 69.688904607079166 1.2947233840823162 3.0785881150513887 1.7568035647273061
leaf_count=802 43 201 436 439 23 9 9 194 56 81 24 31 13 56 19 34 12 16 161 32 145 62 103 28 28 63 800 20 82 12
internal_value=0.00103833 0.00165673 -0.00338285 -0.0178248 -3.96611e-05 0.000920902 -0.00513861 -0.0329785 -0.00124748 -0.0140028 0.00206795 0.0137128 0.0225196 0.00114686 0.00172449 0.000982916 -0.0265058 0.002206 0.00102076 0.02974 -0.0276672 0.0319334 0.0183193 0.0055326 -0.000646272 -0.00575123 0.00190191 0.0105022 0.0144856 0.024854
internal_weight=145.538 127.679 17.859 3.35705 14.5019 122.826 19.5499 2.39738 17.1526 5.95307 103.276 7.57018 6.24176 95.7061 93.9112 91.4486 3.8956 87.553 83.9397 3.61332 1.32842 4.8787 2.53463 11.1995 7.74068 6.37325 80.486 10.7971 9.50235 4.83539
internal_count=4034 2334 1700 875 825 2291 468 203 265 137 1823 555 209 1268 1244 1225 68 1157 1109 48 346 196 165 128 100 91 1075 275 255 94
is_linear=0
shrinkage=0.045289


Tree=595
num_leaves=31
num_cat=0
split_feature=16 16 2 5 18 10 7 8 4 6 16 9 15 2 2 16 8 19 16 10 19 16 5 3 18 18 15 13 5 10
split_gain=1.00966 1.05932 0.959667 0.945772 0.766963 0.994772 1.09627 0.996063 0.836674 0.774109 0.677366 0.679885 0.66935 1.24455 1.26226 1.47438 0.657945 0.72979 0.597172 0.52717 0.514243 0.667064 1.06657 1.05301 1.00896 1.56612 0.71453 0.598457 0.688738 0.509627
threshold=18.594956516900002 15.584963555600002 68.946226135900005 11.270433591700002 18.273715221050001 71.015621515800021 22.356277907050004 8.2435668022500028 218.36915329220002 11.175261108200003 18.124957616000003 189.78071820640002 46.074827201850006 346.74082678410008 258.06114663960005 22.564947233300003 8.0437227585500022 13.351077205700003 23.064946064100003 77.946466576100008 12.851036860900001 15.089964713100001 14.582249945350002 81.105404879350019 16.444362185000006 14.797467221750003 19.215947067900004 101.01074887720002 13.154029769200003 60.613977009100005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 -1 5 6 -4 8 16 19 -8 -12 29 14 15 -14 17 -7 -17 -10 21 22 27 -24 25 26 -25 28 -5 -2
right_child=12 2 4 20 -6 7 10 -9 9 -11 11 -13 13 -15 -16 18 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.001918422099710701 -0.00021451583407111949 -0.0022405185614594804 -0.00099077432447985427 0.0012856177076154298 0.0017526814897054659 -0.0020181893518050344 0.0016812622068301507 -0.0019044888693190759 0.0010604560123313391 -0.002030454491291969 0.0019966128246067046 -0.0013470063929713031 0.0016722823584050604 -0.0022271959877204935 0.0006801913879819542 -0.0021069342256339095 0.00099635062326393679 0.00061400907185810204 3.8575013299314957e-06 -0.0013815780351791899 -0.00093427683510739117 0.00066552461320316589 -0.0020414369656686551 -0.0012776812584374864 0.0014313608787438817 -0.002375812304830091 0.00083079463463076432 0.0014672262445741058 -4.8642322199945766e-05 0.00033456128841997089
leaf_weight=0.75608469307190063 6.2848145298194131 1.008794872672296 1.5123455434368196 1.7257141462469094 0.59760687919333655 0.74524000988458128 1.8197855371399785 2.1871132305823267 0.6834687047521586 1.6151512339711187 0.32012335956096638 0.66411650922964327 0.63260275358334039 0.9852087270701303 4.3584410142648267 1.8158913823426703 1.7906662197783587 0.75129474606364965 0.6452225800603627 0.5808000577671919 1.3100386160076585 9.7804748537018877 1.3439826054673165 0.8192560655006681 1.1005798485130069 1.2272060517061616 1.8829807517395236 1.6392631009221066 6.7450820787926205 134.4036474833847
leaf_count=798 226 52 338 90 17 60 14 141 34 102 2 67 5 23 51 97 18 7 6 91 35 74 99 153 8 24 52 10 176 1164
internal_value=0.000206009 -4.98519e-05 -0.000468471 0.0001611 -0.000333736 -0.000432145 0.000302508 -0.00081174 -0.000424175 -0.0011659 0.00100004 -0.000259496 0.000279112 -0.000236479 2.67023e-05 -0.000893936 0.000225541 -0.000696765 -0.00155355 -6.14047e-05 0.00021812 0.0002756 4.42466e-05 -0.00055951 -0.00016355 -0.000610262 0.000191553 0.000424892 0.00022318 0.000310033
internal_weight=191.733 42.6072 14.2765 28.3307 13.2677 12.6701 4.31637 8.35373 6.16662 2.87942 2.80403 0.98424 149.126 8.43737 7.45216 3.09372 3.2872 1.49653 2.46111 1.26427 27.5746 26.2645 16.4841 6.37401 5.03002 3.92944 2.70224 10.1101 8.4708 140.688
internal_count=4034 2462 943 1519 891 874 421 453 312 227 83 69 1572 182 159 108 85 67 103 125 721 686 612 336 237 229 205 276 266 1390
is_linear=0
shrinkage=0.00188464


Tree=596
num_leaves=31
num_cat=0
split_feature=13 0 16 0 13 13 0 3 16 4 0 5 3 6 10 5 15 18 15 2 9 0 3 8 5 19 15 0 9 10
split_gain=1.27469 2.83099 1.82603 2.68701 1.66507 1.25321 2.52195 1.92398 1.75758 1.21561 1.17411 1.63709 1.13251 1.12161 1.74547 0.939091 0.920135 0.915076 2.32222 4.3917 1.14307 1.06444 2.81537 0.912618 1.18548 1.65208 0.874024 0.774771 0.832833 0.74531
threshold=112.64908412395 90.407470010750018 19.974953289850003 96.531777631850005 113.82394032690001 109.72404167800001 93.399723909900004 86.896343692350015 19.284954903400003 393.99831167250005 92.313586825200005 20.507253108450005 93.281431752200021 16.375382608200002 62.181348099150007 20.374719724350005 45.169600924000008 13.077716774800001 41.29990759910001 108.63443756215001 191.72037998490001 85.995710218650018 93.72771580185001 8.4434108459500017 24.041678002600005 14.251149826300002 36.742238227650013 85.57631075030001 227.07958281845004 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 -4 -2 8 7 -7 9 26 11 -9 16 14 -14 -15 29 21 19 -19 -20 22 -17 -22 -25 -26 -1 28 -24 -6
right_child=1 -3 3 -5 12 6 -8 10 -10 -11 -12 -13 13 15 -16 17 -18 18 20 -21 23 -23 27 24 25 -27 -28 -29 -30 -31
leaf_value=0.00010093461778378182 -0.0017632667745546824 0.0015052683078994869 -0.0022565853499103626 0.00085543154974121493 0.00063631002610470549 -0.0020993755246842779 0.001803578803788788 -0.0022051443556749856 -0.0019969926065198504 -0.0020035626370809387 0.0017958361992891842 0.00086261194354964336 -0.0022182052488012027 0.0011683981985166883 0.00058791283579728718 -0.0025954058451818076 -0.00050185003012083766 0.0002382479907359492 -0.00087874369256743187 -0.002553873782289114 0.00098786935420155366 0.0015151806511447814 -1.5630485536547435e-05 0.00068003533016292549 0.00058901797181437686 -0.0023332307571027736 -0.0020316916585214504 0.00082210839779203477 0.0020240153192411813 -7.408738928937433e-06
leaf_weight=66.974477116098569 1.4856485679047171 7.1485176328569642 2.9256588788703075 1.5784424468874929 45.053858218714595 1.3799860775470714 4.4720886722207069 1.0137062333524229 1.5914441468194116 1.0525433472721477 1.6313631907105444 1.7569761375052619 1.866860637412173 3.2288814783096305 1.4595804829150436 1.245265407487756 3.3208267055451861 4.7546438202261943 2.7190389008028459 3.7030162522569299 6.7404829902807233 2.5953694432973853 13.505564986902755 3.8846359178423882 1.3579167537391188 1.5097964337328447 0.71776548615889524 8.7631874009966833 0.78266033530235368 7.7969239503145209
leaf_count=1974 45 56 54 7 342 13 22 9 24 388 9 44 51 31 14 14 44 35 34 109 56 12 399 20 7 49 57 49 6 60
internal_value=0.00020603 0.000331234 2.51675e-05 -0.00116599 0.000258742 9.17401e-05 0.000719568 -0.000118856 2.10793e-07 4.64461e-05 0.000502012 -0.000259784 0.000285027 9.68976e-05 -0.000986933 0.000162699 0.000479671 9.97204e-05 -0.000167658 -0.000984226 0.000258342 0.000345001 0.000220003 0.000487484 -1.2022e-05 -0.00094949 7.83216e-05 0.000372095 9.60944e-05 0.000541344
internal_weight=208.017 122.923 85.0945 4.5041 115.774 80.5904 10.2541 5.78203 70.3362 68.7448 4.40205 2.77068 114.289 58.1169 3.32644 54.7905 56.1716 51.5616 24.6695 8.45766 16.2119 26.892 24.2967 13.4928 6.75235 2.86771 67.6922 23.0514 14.2882 52.8508
internal_count=4034 1433 2601 61 1377 2540 97 75 2443 2419 62 53 1332 886 65 821 446 790 310 144 166 480 468 132 76 56 2031 454 405 402
is_linear=0
shrinkage=0.00192234


Tree=597
num_leaves=31
num_cat=0
split_feature=15 2 5 16 3 18 10 9 7 6 7 15 16 19 12 17 17 16 0 0 18 3 17 16 15 9 9 9 6 17
split_gain=0.198456 0.233467 0.214289 0.663957 0.78251 0.650998 0.600982 0.42821 0.339237 0.447987 0.288621 0.278337 0.534183 0.352789 0.341429 0.337939 0.816856 0.701066 0.774697 0.763393 1.61006 0.557843 0.492941 0.458129 0.540869 0.438053 0.553117 1.22384 0.541373 0.410738
threshold=50.314162856800003 310.17567643235003 25.767562150000003 23.344945409400005 101.34142922725002 11.862896247150001 60.613977009100005 64.765169068750012 21.725272673150005 16.495385412050002 19.250086031950001 46.683480308100009 22.584947186600004 14.651182102100002 383.30163750755008 205.83789591070004 205.32027903760002 22.644947046300004 89.813320763900023 91.066142252700018 15.504699510200002 83.326071295150015 204.49254535040004 17.684958644900004 20.729785921300003 219.59809404590001 211.98908248575003 211.36251378275003 13.915325129350002 197.78839148195001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 7 10 -6 9 -7 -1 13 -13 14 15 16 22 18 -17 -20 -21 23 25 24 -22 26 27 -8 -27 -28
right_child=1 -3 3 -5 5 8 11 -9 -10 -11 -12 12 -14 -15 -16 17 -18 -19 19 20 21 -23 -24 -25 -26 28 29 -29 -30 -31
leaf_value=0.0085768403816306581 -0.05593314339413797 -0.000702988807626807 0.039138298605421146 -0.05190344688043709 -0.048689089798861322 0.028800174277651823 0.0015188135448924527 0.02282544901767667 0.049066882108856499 -0.05084459137022055 -0.052527855769870471 0.0064151904738709515 -0.033863137515064298 0.015327877565250796 0.030037394317239289 -0.044407795466748827 0.037504232402336163 0.048080740060816377 0.030294609672225088 -0.058505306471408412 0.0059278001404699868 -0.049865137931728767 -0.019194447549666271 0.012825896688959393 -0.037678968826378327 -0.00050949761021495011 0.0010309647517996281 -0.053470142575458478 -0.055351102379743118 0.022228969231655262
leaf_weight=0.22911963588558037 0.29319085140013967 0.40417767164763063 1.8566578440731962 0.35598207730799902 0.20515202754177231 0.19236910392646656 104.40260070380555 1.9798035922067354 0.11529809981584538 0.84793917589922785 0.68383822931173199 1.4999406840652221 1.42603898573725 3.9612329760566345 0.89634083181044744 1.2476216116920085 1.3896753777880793 0.49076170474290925 1.1949986964464177 1.282847118229254 1.470620458123449 0.48353765783758706 2.5820024458007529 3.8835050383349881 1.1067397564875134 1.0033760842343316 3.4216961091879039 0.90638759892317367 0.66416571353329334 4.9872801525634713
leaf_count=12 28 22 56 12 14 11 2332 174 1 202 71 14 63 46 90 39 17 13 22 39 236 45 51 59 130 44 85 30 25 51
internal_value=0.00115247 -0.0239231 0.00127326 0.01035 0.014614 0.000983577 0.000911194 0.0161107 -0.027618 -0.036117 -0.0371928 0.00116273 -0.0132153 0.00147349 0.00105588 0.000856844 0.00159 -0.0069839 -0.00951661 -0.00489659 -0.0100081 -0.00104912 0.00116693 0.00260432 -0.0127973 0.00162256 0.00197412 0.00104553 -0.0223524 0.0136033
internal_weight=145.465 0.697369 144.768 5.5532 5.19722 3.34056 139.214 2.18496 1.15561 1.04031 0.912958 138.301 2.92598 135.375 131.414 130.518 119.357 11.1606 10.6699 9.42225 8.22725 6.9444 117.968 6.46087 2.57736 115.386 113.718 105.309 1.66754 8.40898
internal_count=4034 50 3984 470 458 402 3514 188 214 213 83 3431 77 3354 3308 3218 2635 583 570 531 509 470 2618 425 366 2567 2498 2362 69 136
is_linear=0
shrinkage=0.0471187


Tree=598
num_leaves=31
num_cat=0
split_feature=9 7 7 13 2 4 9 0 16 17 17 17 4 17 5 3 17 6 15 17 18 3 2 7 0 4 3 12 12 12
split_gain=0.180589 0.483137 0.812532 0.567299 0.703375 0.442107 0.441234 0.460298 1.00632 0.445592 0.435561 0.467912 0.397077 0.428931 0.385304 0.582926 0.48308 0.367619 0.334657 0.311462 0.307808 0.286631 0.36205 0.254152 0.549369 0.521161 0.238331 0.226804 1.2633 0.80649
threshold=181.33671263215004 20.861906850000004 21.844899366700002 117.60660091645001 128.12657635055004 377.6847677435 186.68586460755003 85.732241321850012 22.664946999500003 187.77231677760003 188.64489188380003 192.94032447935004 237.14380148740003 193.46017548480003 29.996566321350006 94.972471916200007 165.41031664360003 17.475408310100004 19.215947067900004 195.00249838555001 13.552878921100001 108.56262776565002 109.60702220095001 18.858409226550005 81.446839061900008 327.38578912530005 84.092281862300013 149.09269374785001 152.73554204000004 145.97209859650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 4 26 17 9 8 -8 -2 -11 -12 -6 -14 15 -10 -17 18 -1 -15 -13 23 -23 -20 25 -25 -4 29 -29 -9
right_child=6 2 3 -5 12 -7 7 27 14 10 11 20 13 19 -16 16 -18 -19 21 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.027028345936608657 0.00035926577337142999 -0.048465884805798394 0.0066814593593777522 0.021029754138771388 0.022102316700052367 -0.047288825792545633 -0.049429488597840916 0.0026207847530154713 0.0037207744302029822 0.045500728959526185 -0.0006751025865020724 0.047794237373704383 -0.050488075870639741 0.045852798297052841 0.020295986037893718 0.017665012458116185 -0.048990753208386216 -0.047126397975016436 0.047394099215079928 -0.04659266624889391 0.012304629300251927 0.032156634873436368 -0.047279282302110565 -0.050256868817419482 0.031886867104013866 0.047409540517361549 -0.050480725739106835 -0.046182108866311161 0.00045056032472386989 0.036136123569058425
leaf_weight=0.37006944660606578 4.9051724758755864 1.1556606070453197 0.18199170941625231 1.2743957731872795 1.0081227340997427 0.29850196469487844 1.206975295801384 49.139580682378437 2.4531209952256181 1.0985956243239341 2.4379283110611141 0.99033455178141627 0.46398111755570415 0.24659921959755593 1.2072743810713289 0.29843997210264195 1.0425738639896733 0.21838191067945434 0.78530324809253294 0.11359739206636732 1.1016323680814819 0.21595054259523738 0.28275631565338699 0.40338024644006498 1.3947636122757101 0.16399154957616702 1.0753884492733048 1.2635013129911374 65.764555549420038 1.5814488136093121
leaf_count=84 43 164 75 9 17 51 134 905 41 12 36 24 337 37 16 3 68 160 17 288 26 3 42 146 45 3 48 26 1145 29
internal_value=0.00102203 -0.0050812 -0.0140241 -0.00490353 -0.0156002 0.00686205 0.00146008 0.000688761 -0.0115705 0.0105368 0.0194064 0.0130779 0.00265829 -0.0211254 -0.00243415 -0.00966677 -0.0341566 0.0110774 0.0145923 0.0166977 0.0291054 0.0193372 -0.0128819 0.0251855 0.0162969 -0.0220276 -0.0422071 0.00133514 -0.000428481 0.00366577
internal_weight=144.144 9.65284 5.51974 4.36408 3.08968 4.1331 134.491 123.957 6.20838 10.5337 5.62849 4.5299 1.8323 0.824178 5.00141 3.79413 1.34101 3.8346 3.61621 0.360197 2.09197 3.24615 0.498707 2.74744 1.96214 0.567372 1.25738 117.749 67.0281 50.721
internal_count=4034 1526 975 811 802 551 2508 2367 262 141 98 86 679 662 128 112 71 500 340 325 50 256 45 211 194 149 123 2105 1171 934
is_linear=0
shrinkage=0.0461948


Tree=599
num_leaves=31
num_cat=0
split_feature=0 17 6 15 6 5 4 13 6 12 16 12 2 12 9 6 6 8 3 15 0 4 15 17 18 16 4 6 2 6
split_gain=0.179682 0.404073 0.19755 0.158235 0.613307 0.445414 0.440284 0.750106 0.626801 0.272428 1.07263 0.279829 0.751785 0.605477 0.680428 0.54935 1.36462 1.12651 0.822512 0.462273 0.395576 0.558049 0.389462 0.306233 0.297 0.28244 0.616886 1.14045 0.383514 0.395396
threshold=103.33357670195001 241.79519611995002 8.2451926476000015 45.169600924000008 16.415383542800004 24.367802910700004 313.22340827140005 117.51519334005 16.505385645700006 368.00406080990007 20.664951676350004 248.60872946435003 227.66379729560001 231.37331977490001 195.10791980860003 15.425360411050002 16.355382140900002 8.3434888241000014 82.796445043450021 43.890399822900008 86.565663342300013 308.60034485820006 42.841315546000011 211.67127343905003 14.320472989450002 22.674946976100003 254.30081718620002 16.545386580300001 72.843776848050013 16.585387514950003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 9 5 -5 7 -6 -9 11 -11 13 24 19 -15 18 -17 -18 23 22 -16 -22 25 -14 -13 -1 27 -27 -29 -30
right_child=1 2 -4 4 6 -7 -8 8 -10 10 -12 12 15 14 20 16 17 -19 -20 -21 21 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.001525192074591359 -0.045736982760525791 -0.024337876372017685 0.035152536963044462 -0.047069657453028345 0.027371166968926157 -0.0058079549764247992 0.013915351255941781 -0.052748502341436153 -0.0071328473409491382 -0.046677533581851137 0.045987255913429288 -0.020576326361429371 0.025298151073298344 -0.015559342850789262 0.00555476191727993 0.035074587707091182 -0.047448842745913454 0.013563139245022251 -0.052044363492109204 -0.023307086786503343 0.048010019593787437 0.0094940343807153552 0.014437184808789834 -0.023739436504671842 -0.067480873926660634 -0.040911341828749538 0.019627391470800486 0.012959706686702059 0.005198192871824602 -0.027177773767478167
leaf_weight=101.91113121355284 0.5229433632994176 0.18845622210210422 0.29170883854385465 1.0456704939715549 0.96640689502237354 1.1022449963675169 3.3220438710122835 0.80558563763042945 2.6513623633945826 0.34646854686252371 0.98359429091215134 0.62356786476448067 0.65815696490062714 1.1570523112932267 1.7263517081737516 2.0296621025772765 1.1649548825953391 1.3286315763834862 0.93506985802378029 1.5770980273373414 1.9095410869922491 1.2947191961284259 4.5022569592110804 0.43308192414406221 0.49805349041707814 2.0561443567275983 1.4977904971456153 2.2584816040471196 1.4930760115385058 1.6058286011684684
leaf_count=2139 864 48 21 35 5 42 48 55 37 69 29 24 61 37 11 35 38 17 88 24 17 72 39 27 27 24 17 34 9 41
internal_value=0.000906725 -0.0181936 0.0118036 0.00104176 -0.00448255 -0.0258954 0.00145556 -0.00790204 -0.0177628 0.00145584 0.021849 0.00124824 -0.00714384 0.00177168 0.0156966 -0.00127671 0.00750218 -0.0149405 -0.0208735 0.00104654 0.0230314 0.0324472 0.00137958 0.00583652 -0.0414042 0.000849105 -0.00688273 -0.0122387 -0.00123424 -0.0115788
internal_weight=142.887 1.00311 0.480165 141.884 9.89331 2.14792 7.7454 4.42335 3.45695 131.991 1.33006 130.661 7.67118 122.989 6.08766 6.54956 4.52325 2.49359 2.02631 116.902 4.93061 3.20426 115.325 1.09124 1.12162 110.822 8.91132 7.41353 5.35739 3.0989
internal_count=4034 933 69 3101 222 77 145 97 92 2879 98 2781 317 2464 137 266 90 55 176 2327 100 89 2303 88 51 2264 125 108 84 50
is_linear=0
shrinkage=0.045289


Tree=600
num_leaves=31
num_cat=0
split_feature=10 18 18 16 16 17 15 17 8 13 17 10 17 9 12 15 2 17 9 5 18 9 0 18 15 10 2 18 9 10
split_gain=0.174943 0.295677 0.223322 0.248587 0.714631 0.215352 0.452313 0.214926 0.446993 0.25249 0.198611 0.609514 0.335579 0.7764 0.600518 0.751673 0.403878 0.582579 0.271998 0.523661 0.567962 0.504748 0.492774 0.252789 0.8331 0.646957 1.08041 0.305299 0.286653 0.911263
threshold=81.479100559500012 17.323446153950005 17.138111898250003 17.684958644900004 14.544965987550002 221.27458857605004 29.593577021650002 190.11254901275001 7.1444245619500011 95.862351557400004 212.37354083175003 67.074341896550024 208.33805927010005 221.38017838285003 316.01707535830008 32.167495462450006 346.74082678410008 207.10399803250002 219.59809404590001 26.429668882900003 14.674589207750001 215.54845996915003 95.050437202000012 15.788786379500001 20.520114807950005 75.634392583900009 90.745765132650021 16.374766214750004 202.37225149245003 75.408562100950022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 10 -7 9 -9 -3 12 -12 16 14 15 -14 18 -18 21 20 -20 23 -23 25 27 28 -27 -25 29 -1
right_child=1 7 3 -5 -6 6 -8 8 -10 -11 11 -13 13 -15 -16 -17 17 -19 19 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.0023022434197766768 -0.051949676372143122 -0.052477420401296979 0.051700681924588987 0.050951997999832389 -0.051337925260325747 -0.054857742758151161 0.011956528940699969 0.03036715456286115 -0.051413238058826659 0.05071777811954091 0.046781050984265916 -0.0015954354015035436 -0.011705054244223476 0.024869168975446204 0.018428251599017193 -0.068687599636411606 -0.051948366905986559 0.039660386447694276 -0.059492513439150713 0.013355547062378908 -0.0057585787478840831 0.042291022007231421 0.0029827681582745252 0.047891981317725631 -0.0057074053551322401 -0.0022337528475075211 -0.054237204025951044 0.011026646709753863 -0.0028284469327760531 0.039281933139080794
leaf_weight=84.148538669899608 0.41595699244226025 0.074877589016068447 0.36077645928162272 0.47095763776451349 0.31544084090273827 0.51600512629374751 0.49765073589514941 0.28016380428925913 0.4140933260168822 0.28459190763533115 0.95510179549455587 2.0464212536026025 1.2540126115927708 0.97917679173406202 0.59108995390124608 1.0749760052422059 0.75178386188599589 0.22566870413720608 0.85133578593377013 1.1921715736389158 1.1646563972171859 1.5024716766201884 1.6991501089651135 1.4840211771079332 2.9778465567651438 3.5466455309942821 1.3905016329517819 0.90368663246044878 27.539595519119757 1.6997715023499029
leaf_count=1652 371 229 9 17 41 31 19 226 127 7 26 62 42 9 18 32 81 8 20 23 38 37 23 23 56 42 181 32 540 12
internal_value=0.000909099 -0.0162528 0.00108908 0.0230606 0.00363539 0.000907739 -0.0220555 -0.00216149 -0.0184112 0.0292222 0.00107644 0.0137982 0.000793539 -0.013662 -0.0265825 -0.0380061 0.00122356 -0.0307983 0.00146414 -0.0129148 -0.0284499 0.00182768 0.0214295 0.0013203 0.0119357 0.000838936 -0.01688 0.0339394 0.00161046 0.00303443
internal_weight=141.609 1.46968 140.139 1.14717 0.676217 138.992 1.01366 1.05373 0.694257 0.359469 137.979 3.00152 134.977 3.89926 2.92008 2.32899 131.078 0.977453 130.1 3.20816 2.01599 126.892 3.20162 123.691 5.36555 118.325 4.93715 2.38771 113.388 85.8483
internal_count=4034 960 3074 67 50 3007 50 589 353 236 2957 88 2869 101 92 74 2768 89 2679 81 58 2598 60 2538 111 2427 223 55 2204 1664
is_linear=0
shrinkage=0.0500028


Tree=601
num_leaves=31
num_cat=0
split_feature=6 3 9 2 17 7 18 6 7 18 8 5 3 10 16 12 0 3 10 0 9 5 6 10 5 16 0 9 16 10
split_gain=0.162605 0.581812 1.12085 0.580564 0.518498 0.457601 1.06117 0.966741 0.73152 0.699015 0.414828 0.363728 1.35556 0.655517 1.52016 0.558659 0.508679 0.947162 0.856109 1.18308 0.502553 0.455621 0.506756 0.707865 0.47646 0.387028 0.347342 0.704012 0.858787 0.871804
threshold=14.825346391850003 83.538459487450012 201.61239113610003 327.65694121785003 189.50863627480001 23.822419043000004 13.712081531300003 14.745344522600002 24.876210878000006 14.080666281050002 8.7431769115000026 18.280220412300004 86.272621406050021 68.910558799650019 19.199955102150003 145.97209859650005 90.297243227400017 89.695028606150018 66.590419433100024 91.937202686950016 205.67007911670001 20.444185446200006 16.495385412050002 63.530954080650012 20.748863230450002 22.624947093000003 86.329079026800017 194.56033515110002 22.494947397000004 62.111448187750007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 -4 6 -3 8 9 -7 -6 12 -2 16 15 -15 17 -13 20 -20 -18 22 23 -19 25 -23 -26 28 -28 -30
right_child=11 2 3 -5 10 7 -8 -9 -10 -11 -12 13 -14 14 -16 -17 18 21 19 -21 -22 24 -24 -25 26 -27 27 -29 29 -31
leaf_value=0.001528577006229738 0.03367639851142256 -0.00056334566858310959 -0.0023683217770872067 0.017177701216636403 -0.05418337476914481 0.002224618219611711 -0.063801606895683025 0.034902643735611007 0.027166691262753305 -0.049222496652983672 0.0067747384843154564 -0.035815699429263673 -0.016385059557933172 -0.016228137040308892 -0.052732191674114227 0.028149304004900167 0.012279778320561515 0.043687638729435901 -0.032782805879887453 0.021406724570302689 0.046648248020996742 -0.037809696582431294 0.00123577547275639 0.0026633969822232885 -0.0017025213378219744 -0.0016780274420697475 0.038452931567093611 0.0003262177343589652 0.019540570588410574 -0.014127161001290942
leaf_weight=33.628378050692845 2.8433996848762026 2.5541100509253725 0.65016456507146347 0.44126323983073223 2.2028613680231506 1.176452259183862 0.69165284288828832 1.7433199116494504 0.89481344867454016 1.003954503132263 0.25553879141807545 1.4105270691215981 1.8192595409927887 1.175410108597134 1.4995012320578096 1.1522085536271331 1.7385725267231458 1.8851620834320777 1.4795051137916746 1.8718777205795047 1.752145057544112 1.1791735114529722 3.9730507014319301 1.5905729644000528 37.766938014264269 1.2554964916780589 2.4184045507572609 21.681423701345921 4.2348435409367085 2.5140397474169731
leaf_count=1641 41 149 32 21 207 9 125 12 21 75 4 18 26 26 26 23 18 34 38 17 31 32 38 21 1022 8 78 186 38 17
internal_value=0.000745913 -0.00148965 -0.0102288 -0.0314345 -0.0383351 -0.000894287 -0.014039 0.00796001 -0.00731358 -0.0214639 -0.0478471 0.00180787 0.0141436 0.00117287 -0.0171703 0.00573941 0.0019821 0.000967318 0.0138338 -0.00251584 0.0295308 0.00162826 0.0122845 0.024914 0.000511084 -0.0191775 0.00120969 0.004775 0.0152968 0.00699894
internal_weight=140.484 45.2425 11.6141 3.54983 3.10856 8.0643 3.24576 4.81854 3.07522 2.18041 2.4584 95.2415 4.66266 90.5789 3.82712 2.32762 86.7517 79.9096 6.8421 3.35138 3.49072 78.4991 7.44879 3.47574 71.0503 2.43467 68.6156 30.8487 9.16729 6.74888
internal_count=4034 2296 655 264 243 391 274 117 105 84 211 1738 67 1671 75 49 1596 1492 104 55 49 1474 93 55 1381 40 1341 319 133 55
is_linear=0
shrinkage=0.045289


Tree=602
num_leaves=31
num_cat=0
split_feature=16 15 15 5 8 19 3 17 18 15 0 18 3 7 13 16 9 17 0 5 13 0 17 16 9 2 13 5 9 17
split_gain=0.656374 1.06816 0.766871 0.913336 0.775039 0.824184 0.695979 0.592847 0.923124 0.711306 0.628039 0.599437 0.722787 1.81226 1.42784 1.2284 1.09146 0.942903 0.689418 0.687196 0.600983 0.637605 0.573457 0.562499 0.544438 0.561871 0.568173 0.988255 0.506842 0.447172
threshold=18.684956306450005 34.040719645900005 46.683480308100009 25.322158499750007 8.3434888241000014 14.551174033150001 103.00289635185001 206.50651863080003 16.587089536200001 26.135540888150004 103.33357670195001 15.625782642300001 85.63276837105002 25.138824731100005 107.54907905045002 18.404956961200003 198.74336288960004 173.77968723070003 97.674372337300014 13.154029769200003 108.32604345015001 92.501778894350011 200.79056394860001 18.734956189500004 206.75106037490002 72.043920985000014 103.93041440690001 13.716117217950002 213.86028282195005 208.52245219595002
decision_type=2 2 2 2 2 2 2 2 2 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 23 -4 -5 -6 7 10 -9 28 11 12 13 15 -14 24 -17 20 -13 -20 -16 -22 -21 -2 25 -1 27 -27 -10 -30
right_child=2 -3 3 4 5 -7 -8 8 9 -11 -12 18 14 -15 17 16 -18 -19 19 22 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.000183706130237739 0.0012232509800842964 -0.0023628290874550184 -0.0015973064646203163 0.00087983817729222146 -0.0019428316401797498 0.00059117736517646689 -0.0020043129951853454 -0.002063924424023859 0.00032398929934537634 0.0013806113308330167 -0.0019808009241744657 0.0019657669745137374 -0.0012102867200564915 -0.0019067417986991029 0.0015629621448157794 0.0011051631262635688 -0.0023336034461837888 0.0020186519580235123 0.0017763093482248147 0.00037728593569273894 -0.002853331889108501 0.00052274994750094856 -0.0011434294598430881 0.00026264201535696038 -0.00061454405383503784 0.00055459647646958631 0.0010083421494564693 -0.0021357571376795291 0.00096314086670876782 -0.0017969288717195385
leaf_weight=4.7639761830214544 2.386032103560864 0.74020254463539359 1.8179744359804306 2.1691005127504468 1.106759819347644 0.89055399526841927 0.64736934677057334 1.2284258202926128 1.2906374677404535 0.93097513818065625 0.53333477850173849 1.1769944862462569 1.1866571639257006 2.0674043038161463 0.57214318681508325 0.47416111920028825 1.4104567030444739 2.3533628971199505 1.1819240629847616 7.3477364083373669 0.39750177756650373 0.46862982213497162 1.0955210668034849 131.86538871080847 2.6252670008689156 2.4077903598881663 5.8602125151082873 0.67129432796355093 0.27190358494408418 1.3275470887674599
leaf_count=36 29 90 57 26 36 17 279 104 193 36 653 16 217 93 7 10 96 25 28 127 53 4 27 1353 34 102 41 112 6 127
internal_value=0.000184099 -2.77365e-05 0.000249101 -0.000437668 6.83285e-05 -0.000812978 1.31335e-05 4.44955e-05 -0.000585314 -0.000109959 0.0001314 0.000162639 -2.68328e-06 -0.000167018 0.000666782 3.04612e-05 -0.00146843 0.00125424 0.000549214 0.000375994 3.48324e-06 -0.00102667 0.000179972 0.000279715 0.000203461 0.000360174 0.000650021 -3.19477e-05 -0.000590111 -0.00132772
internal_weight=183.267 43.0314 140.236 5.98439 4.16641 1.99731 42.2912 41.6439 5.04949 3.82106 36.5944 36.061 25.2589 20.2806 4.97829 18.2132 1.88462 3.79164 10.8022 9.62518 1.43827 0.866132 8.44326 134.251 16.3285 13.7033 8.9393 3.07908 2.89009 1.59945
internal_count=4034 2516 1518 136 79 53 2426 2147 466 362 1681 1028 830 524 306 431 106 89 198 182 64 57 154 1382 325 291 255 214 326 133
is_linear=0
shrinkage=0.00196078


Tree=603
num_leaves=31
num_cat=0
split_feature=16 15 16 15 4 2 7 17 19 18 0 18 12 15 7 0 16 16 3 6 16 0 2 15 2 2 5 17 2 13
split_gain=0.168708 0.607798 0.423674 0.370162 0.809187 0.439932 0.363257 0.986641 0.656038 0.62555 0.853718 0.683312 1.10617 1.47766 1.15545 0.479879 0.783289 0.899245 0.447826 0.79724 1.02169 0.731658 0.525912 0.955102 0.409217 0.380439 0.372334 0.366574 0.541778 1.01748
threshold=18.684956306450005 34.040719645900005 18.734956189500004 27.063546193350003 170.06818406760001 155.70727190035004 24.385896469550001 200.93854407600003 14.051133688400002 14.382403557200002 93.55565448145002 13.946975448150001 103.54784004735002 30.501457990950005 24.002506000500002 90.407470010750018 20.784951395750003 19.334954786500003 92.598563387050021 16.355382140900002 22.614947116400003 87.638358136350021 131.42729508740004 32.393814985100008 119.01310915410001 94.469527609150006 20.204934414350003 205.83789591070004 310.17567643235003 108.65403534205002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 -4 -6 9 8 -8 11 -11 15 -13 -14 -15 16 17 -5 21 20 -20 -18 23 -23 -9 -19 -21 -26 29 -29
right_child=2 -3 3 6 5 -7 7 24 -10 10 -12 12 13 14 -16 -17 18 25 19 26 -22 22 -24 -25 27 -27 -28 28 -30 -31
leaf_value=-0.0015025848371323131 0.026276845316364147 -0.057836736743428256 0.038410131397587248 0.016282113477387838 -0.026105609084839398 0.017700928134482083 -0.04592491087317193 -0.016584591360052893 -0.0097718692959840141 0.039225701386304164 -0.0079633794585774569 -0.052328430783633341 0.039031344971364908 -0.045124000600369696 0.0018250407171132811 0.025787606158218387 0.030203802533639593 -0.018096286324236238 0.0042378088469707427 0.024012760528941541 -0.057750515204407035 -0.00532849263675364 -0.0051375816863671086 0.043286654859678468 0.018888319289354819 -0.073381940788433714 0.0013690060279044666 0.011392284811490546 0.024454722229057126 -0.046579110205930745
leaf_weight=31.199627238132965 1.6644499753601838 0.46715159340237633 1.9779541329480697 0.69729019564692762 1.1314528503571639 1.0737703740305731 1.9784008337883268 2.1085091126151365 3.0904551586136222 2.4083593274117443 1.4921856999862937 1.38320541474968 1.4830528292804954 2.0526472399942577 3.2612567123724148 2.0772457430139175 3.4689756557345381 0.47531150467693783 1.3149130099700408 1.8042780850082625 1.2430321882275164 2.0204880274832235 5.9535531178116798 1.8700040467083452 3.7396448395447806 0.80694530910113826 53.22012774781615 1.6825359670910986 1.2830016389489172 1.2819503350183366
leaf_count=2426 29 90 22 32 34 48 65 21 41 29 31 19 15 38 58 29 35 11 26 29 37 23 40 23 45 42 601 14 47 34
internal_value=0.000812999 -0.00233363 0.00173524 0.00135126 0.0156443 -0.00477527 0.00076621 -0.00623557 -0.0238826 0.00198619 0.0211731 0.00108595 -0.0123674 -0.00423516 -0.0163104 0.00255422 0.00189197 -0.0285233 0.00274123 0.000867818 -0.0258854 0.0108442 0.00402205 0.0180389 0.00262471 -0.0528885 0.00211151 0.00769574 -0.00215862 -0.0136766
internal_weight=139.712 31.6668 108.045 106.381 4.18318 2.20522 102.197 15.1645 5.06886 87.0329 3.90055 83.1323 8.18016 6.79696 5.3139 74.9522 72.8749 1.97955 70.8954 57.5824 2.55795 13.313 9.84405 3.89049 10.0956 1.28226 55.0244 7.98713 4.24749 2.96449
internal_count=4034 2516 1518 1489 104 82 1385 267 106 1118 60 1058 130 111 96 928 899 85 814 693 63 121 86 46 161 53 630 140 95 48
is_linear=0
shrinkage=0.0490223


Tree=604
num_leaves=31
num_cat=0
split_feature=10 18 18 16 16 6 10 17 15 13 8 19 3 17 9 14 16 17 17 16 3 4 3 9 17 2 15 18 5 15
split_gain=0.155847 0.270229 0.205883 0.227278 0.65041 0.200421 0.232812 0.19402 0.423288 0.180995 0.269586 0.179643 0.329321 0.632688 0.467416 0.21993 0.469271 0.741667 0.364294 0.32171 1.21517 0.365776 0.402079 0.681709 1.23601 1.02553 0.567436 0.603579 0.781419 0.434144
threshold=81.479100559500012 17.323446153950005 17.138111898250003 17.684958644900004 14.544965987550002 8.2451926476000015 82.457699319000014 221.27458857605004 29.593577021650002 95.862351557400004 7.1444245619500011 14.651182102100002 92.864720741950009 198.49975298390004 195.30595290385003 241.71484286130001 22.674946976100003 195.76335783930003 215.47685507205003 22.674946976100003 93.819123378250012 232.62504358260003 93.846007959550022 187.45330412110005 188.83172615260003 91.751571794600025 39.540459766400012 12.867440043550003 21.788492303450003 23.214132849600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 4 -4 -3 -7 11 -9 10 -8 15 -13 14 -14 19 18 -18 -17 21 -21 22 26 24 25 -24 27 -1 -29 -27
right_child=1 5 3 -5 -6 6 9 8 -10 -11 -12 12 13 -15 -16 16 17 -19 -20 20 -22 -23 23 -25 -26 29 -28 28 -30 -31
leaf_value=0.029764342129736564 -0.054950004400620069 -0.05381824729306961 0.054690173805733509 0.053981094691579995 -0.054355952884519082 -0.055631232664444696 0.04717648315711568 -0.057919543972769792 0.013034210270942613 0.045798283645692904 -0.054292690537661101 0.031662372412607442 0.04895461218342289 -0.024212205878410189 -0.001041630680723529 -0.0040932064865323633 -0.002605207791999342 0.043799108955477534 0.031088155740398148 -0.051783716789118292 0.0021290395172164009 0.018963045908894971 -0.065265771878180598 -0.057473333640366504 0.053767844726241451 -0.054303494735002261 0.025508188018111756 0.0024887503067684814 -0.034328791975123868 0.019677379295561487
leaf_weight=2.1926152082160106 0.38145338512640481 0.17504484413530008 0.32992703975469229 0.43086634390056133 0.28884977824054658 0.1320957625284791 0.1320766494536656 0.48285091330762853 0.46447029942646623 0.37772594345733523 0.16687708137760637 1.4955741725862015 0.92941177263856012 1.5096851808484641 1.2146202055737374 48.149348359178475 2.5278203554917118 1.5734512505587188 0.84324968820146651 1.4425226375460614 6.3997416099300608 4.0810692831437327 0.93697064684238274 0.8010641170258167 0.81352677755057801 0.27488653035834421 3.1721973624080411 53.872780780868197 1.6735921084182326 1.1912857919596715
leaf_count=22 371 425 9 17 41 7 12 31 19 11 134 14 12 20 28 1151 49 53 39 17 80 78 65 59 6 158 24 868 23 191
internal_value=0.000802449 -0.017037 0.000980108 0.0243909 0.0037866 -0.00233717 0.00880499 0.000799482 -0.023131 0.0213837 -0.00946399 0.000967288 0.0106878 0.00210224 0.0206311 0.000582101 -0.0020443 0.0151978 -0.00348767 0.00239657 -0.00778779 0.00355391 0.00258538 -0.0136734 -0.00276573 -0.0219038 0.00365782 0.00245736 0.00137945 0.00580701
internal_weight=138.458 1.36527 137.092 1.04964 0.618777 0.98382 0.808775 136.043 0.947321 0.67668 0.298954 135.095 5.14929 3.65372 2.14403 129.946 53.0939 4.10127 48.9926 76.8523 7.84226 69.01 64.9289 4.01773 3.21667 2.40314 60.9112 57.739 55.5464 1.46617
internal_count=4034 960 3074 67 50 589 164 3007 50 157 146 2957 74 60 40 2883 1292 102 1190 1591 97 1494 1416 479 420 414 937 913 891 349
is_linear=0
shrinkage=0.0530633


Tree=605
num_leaves=31
num_cat=0
split_feature=0 17 6 6 9 13 7 5 18 5 9 18 3 5 6 7 15 6 10 5 2 5 10 5 6 10 3 4 5 18
split_gain=0.147106 0.328229 0.150331 0.139407 0.490571 0.401359 0.582568 0.306846 0.332832 0.25374 0.334094 0.169281 0.149123 0.683486 0.477035 0.642615 0.511189 0.351173 0.212111 0.408708 0.510885 0.381559 0.423167 0.378423 0.561832 0.296188 0.866767 0.497161 0.489358 0.32018
threshold=103.33357670195001 241.79519611995002 8.2451926476000015 9.4752213870500004 52.553122989000009 105.33378955095002 22.356277907050004 13.154029769200003 16.408483343700002 9.1983704482500013 29.501628670900001 17.831113090000006 81.105404879350019 15.237417718750002 12.350288562550002 25.848736900700004 23.292710050100002 12.05528166975 75.634392583900009 16.569990495050003 86.324034997400005 16.903404623850005 75.408562100950022 16.618759852450005 14.135330269750002 70.206395618550019 84.812788641250009 137.02556730370003 17.679107616400003 15.042884401850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 6 -1 8 -5 10 -8 -10 14 -14 17 -16 -17 -9 19 20 -15 23 25 -21 -25 28 -27 -28 -23 -30
right_child=1 2 -4 7 -6 -7 9 12 11 -11 -12 -13 13 18 15 16 -18 -19 -20 21 -22 22 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.054732100234314185 -0.050422921836785595 -0.025551095945027694 0.037365524464516756 0.048242830425298075 -0.04761834045115889 0.049991499780530094 0.048077454941165831 -0.0019117845314100953 -0.042560317412197131 0.045566896208339605 -0.053006123934314316 0.021144345533379721 0.03793341417805348 0.037297764193266997 -0.052711059382062379 -0.02885783391016335 0.023654812463488939 0.033789411843599036 -0.014652628410862616 -0.0017347174310699117 0.0019268719165443447 0.022520617380713693 0.030507549295464263 -0.0030443074391434516 -0.060323776019583095 -0.00093216881321582512 0.051223091564293097 -0.046774382582073643 0.00081588673345690766 0.025654141340091207
leaf_weight=0.45376666556694478 0.4328223153070202 0.15693258359533502 0.24041828059125692 0.69873351394198724 0.66313465131679539 0.36055364459753025 0.13386570755392313 6.5656184260587889 0.19268377113621682 0.38169118133373559 0.20999453606782481 0.22734620980918407 1.2592495372518886 1.734347573481499 1.0787785147986144 0.98729789617937036 0.87361333693843335 0.76963163656182576 2.1524186936294418 2.4981348589062682 2.4822469972787076 2.7586131431162348 1.2171246521174897 0.83979243977228157 0.87347310781478882 9.9742260217244603 0.14065314829349418 1.6230245404367449 94.132717383337877 1.3157330697767964
leaf_count=49 864 48 21 13 49 5 26 198 26 9 90 19 16 12 82 34 23 16 36 10 38 19 7 11 31 197 2 210 1839 34
internal_value=0.000687333 -0.0202977 0.0125168 0.000814869 -0.0116618 0.00382267 -0.0102926 0.00101939 0.0270971 0.0175004 -0.013654 -0.00807941 0.000800481 0.0012839 -0.00498653 -0.0220056 -0.00420553 0.00183407 0.000904813 0.00118482 0.0164754 0.000625989 0.00118569 -0.0141476 -0.0322471 0.000861089 -0.0066459 -0.0389591 0.00175834 0.00115828
internal_weight=137.429 0.830173 0.397351 136.598 2.20301 1.53987 1.17932 134.395 1.11876 0.725551 0.34386 0.42003 133.277 123.002 10.2749 2.93969 1.86091 7.33525 121.743 119.59 4.21659 115.373 111.162 4.2114 1.71327 109.945 11.7379 1.76368 98.2071 95.4485
internal_count=4034 933 69 3101 228 179 174 2873 58 125 116 45 2815 2462 353 139 57 214 2446 2410 50 2360 2308 52 42 2301 409 212 1892 1873
is_linear=0
shrinkage=0.0500028


Tree=606
num_leaves=31
num_cat=0
split_feature=9 7 7 13 2 8 9 9 0 6 9 8 10 5 3 14 17 5 3 19 17 19 9 3 17 19 17 0 18 7
split_gain=0.135464 0.409856 0.679604 0.473864 0.5817 0.383591 0.451277 0.34575 0.374678 0.868975 0.362013 0.456499 0.766109 0.613235 0.456748 0.341282 0.402131 0.306094 0.593975 0.434697 0.290137 0.462058 0.237714 0.738782 0.652768 0.385092 0.407151 0.367525 0.482564 0.361283
threshold=181.33671263215004 20.861906850000004 21.844899366700002 117.60660091645001 128.12657635055004 5.9453602998000008 72.978943918850021 186.68586460755003 85.732241321850012 16.555386813950005 186.14781787895004 8.3434888241000014 61.998532946250002 21.454033346250004 93.281431752200021 234.57881148155005 190.25644477395002 29.996566321350006 94.421337999450017 14.451165964200003 179.56144807225004 13.851117550450002 191.72037998490001 93.579850604650019 196.70243143610003 14.351157895250003 186.81084395895002 85.812895065800021 12.885811969150001 22.649177329550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 4 -4 6 20 10 9 -9 11 12 -2 14 -14 -6 -17 18 -11 -20 21 -1 23 24 25 26 -10 -24 -29 -30
right_child=7 2 3 -5 15 -7 -8 8 22 17 -12 -13 13 -15 -16 16 -18 -19 19 -21 -22 -23 27 -25 -26 -27 -28 28 29 -31
leaf_value=0.010797502639123477 -0.032494447066575595 -0.053628906043760152 -0.047359980874344461 0.021460998659379338 0.044435096079480998 0.053116083753056237 -0.052730810307571277 -0.055310918827412729 0.0075020918190060104 0.010365111118599694 0.032682808678154686 0.028405257963699786 0.014145758968505713 0.028513759145445298 -0.030728752914432889 -0.056621660128522718 0.0081797792335589654 0.020295107693766117 -0.0055795404477263838 -0.056656546370540427 0.052240767790960652 -0.054799624336760298 0.0158692755426375 -0.03996170515358044 -0.03074835526717596 0.026469969530654402 -0.021909983606195404 -0.034881355324990225 0.020002039976691002 0.00088039069107316255
leaf_weight=2.1732683807886133 1.5513718156143985 1.006713666485666 1.0798720255243104 1.2032912776339797 0.38878081904840645 0.43851962126791466 0.37084807777500817 1.0544902436486143 4.4504548170589242 1.8285106691182593 1.6464171911175078 1.8914094688370822 1.2088858118077044 2.3550423886626959 1.2471299543976782 0.3722653056056513 0.85310134258998005 1.14688403904438 0.881640103732934 0.92309521487914026 0.3555352419571135 0.33547364818514314 4.7569710440002373 1.5193185601383437 1.6492084996280016 1.7881559841334818 1.7845295155420897 1.0007208138704289 2.7538400627672663 92.412336435465477
leaf_count=152 19 164 123 9 14 12 335 112 51 25 33 14 37 27 11 293 372 16 51 58 14 38 31 21 53 13 25 9 23 1879
internal_value=0.000646642 -0.00568215 -0.0155245 -0.00568173 -0.0178051 0.00745657 0.00126745 0.00107125 0.000287462 -0.0125654 0.0104092 0.00596619 -0.000704448 0.00954654 -0.00864088 0.00196724 -0.0115068 -0.00313583 -0.0105321 -0.0317047 0.00825879 0.00202573 0.000956341 -0.00623713 -0.000939721 0.00518764 -0.000916007 0.00175404 0.00105582 0.00143372
internal_weight=136.428 8.57767 4.90402 3.89731 2.69402 3.67364 3.23513 127.85 117.95 5.83462 9.90026 8.25384 6.36243 4.81106 2.45602 1.61415 1.22537 4.78013 3.63325 1.80474 2.86428 2.50874 112.116 11.1917 9.67235 8.02314 6.23498 100.924 96.1669 95.1662
internal_count=4034 1526 975 811 802 551 539 2508 2367 262 141 108 94 75 48 679 665 150 134 109 204 190 2105 163 142 89 76 1942 1911 1902
is_linear=0
shrinkage=0.0520229


Tree=607
num_leaves=31
num_cat=0
split_feature=15 5 16 3 18 10 9 6 7 7 5 0 19 17 15 18 8 10 18 12 13 7 13 17 17 9 15 17 9 18
split_gain=0.196298 0.202628 0.584747 0.593033 0.498289 0.428519 0.31302 0.278103 0.356134 0.251549 0.229021 0.661781 0.217138 0.311535 0.247687 1.46843 0.507462 0.954145 0.416088 0.395253 0.535471 0.290698 0.2881 0.251214 0.580204 0.409484 0.482405 0.400885 0.794316 0.323125
threshold=50.314162856800003 25.767562150000003 23.344945409400005 101.34142922725002 11.862896247150001 60.613977009100005 64.765169068750012 16.495385412050002 21.725272673150005 19.250086031950001 29.026000224750003 76.451683855550016 14.651182102100002 198.72470891995002 45.169600924000008 13.3584252364 8.4434108459500017 62.020040611300011 13.276755824150003 368.00406080990007 113.18408729185002 23.203497038450006 117.53132408880002 205.83789591070004 205.32027903760002 202.16842692300003 38.213426205600008 204.49254535040004 202.86075815500001 17.957852018100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 6 9 -5 -6 -9 -1 11 -8 14 -14 19 18 17 -17 21 23 -21 22 -16 24 27 29 -27 -7 -29 -25
right_child=-2 2 -4 4 7 12 10 8 -10 -11 -12 -13 13 -15 15 16 -18 -19 -20 20 -22 -23 -24 25 -26 26 -28 28 -30 -31
leaf_value=0.0096410684135358436 -0.02672134321497115 0.039037955965511975 -0.053874194592767148 -0.050260000696530534 0.029832503315437915 0.0012030734297055318 -0.05232952891143567 -0.052526485202593926 0.050601294412066448 -0.053868237893260444 0.035126282856725852 0.052015224544287898 0.029207969036891216 0.0013710738050152164 0.0065988300626919263 -0.054719099307233642 -0.061806770393985543 0.030700216167668069 0.024899311440437024 -0.050435326233333619 0.049630961640707134 0.013771125302502777 -0.034125352304019974 -0.046286021466157352 0.03495881821350149 -0.00013906203780713916 -0.047141132502277187 0.017974124850007173 -0.039817066841274118 0.0257177404866566
leaf_weight=0.20622658624779333 0.6312942391668902 1.6039985927909572 0.31498563569039095 0.15604180726222727 0.16597832684783487 103.86148716182061 0.30669925282199972 0.6722092539885125 0.091416925191879272 0.54851770616460271 1.1325410316858322 0.27890004217624664 1.522220829501747 2.6449393357615918 0.7080502598691959 0.72273469413630687 1.216351813112851 0.5560378001537174 1.9162498669466002 0.15456093248940206 0.76256652548909187 1.2310281088575719 1.0172454222920349 0.95248897810051747 1.2042126228407131 7.4584173561306653 0.56448188261128951 0.89860557791689588 1.5704054244561119 0.17772473245713627
leaf_count=12 50 56 12 14 11 2477 71 202 1 71 101 2 22 30 13 39 37 12 10 98 29 6 37 124 17 316 20 23 28 93
internal_value=0.00055085 0.000678744 0.0106532 0.0152644 0.001664 0.000316087 0.0162188 -0.02768 -0.0401806 -0.0365149 0.0222564 -0.00263385 0.000531343 0.0115396 0.000164277 -0.00855509 -0.0391386 -0.0175769 0.00710598 0.000710526 0.0327671 -0.00442743 -0.0174124 0.000458572 0.00112218 -0.0073378 -0.00344607 0.000738976 -0.0187838 -0.0349635
internal_weight=135.249 134.617 4.72277 4.40779 2.80379 129.895 1.87418 0.929605 0.763626 0.754744 1.71814 0.585599 129.14 4.16716 124.973 7.3677 2.49512 1.27877 4.87257 117.605 0.917127 2.95632 1.7253 116.688 107.535 9.15311 8.0229 106.33 2.46901 1.13021
internal_count=4034 3984 470 458 402 3514 188 214 203 83 174 73 3431 52 3379 154 88 51 66 3225 127 56 50 3098 2545 553 336 2528 51 217
is_linear=0
shrinkage=0.0490223


Tree=608
num_leaves=31
num_cat=0
split_feature=16 16 2 6 10 5 8 3 7 16 19 8 17 10 2 0 6 6 13 2 0 10 15 10 16 13 16 19 0 13
split_gain=0.999784 1.10246 0.814022 0.787395 0.759775 1.15386 1.13282 0.782683 1.10009 0.610436 0.756376 1.01368 0.605571 0.586576 0.583421 0.540116 0.532479 0.911107 0.593995 0.581021 0.525921 1.11596 1.68043 1.31191 1.06513 1.54848 2.59158 2.26697 1.83869 1.32011
threshold=18.594956516900002 15.584963555600002 68.946226135900005 11.075258771650001 71.015621515800021 19.234448447350001 8.2435668022500028 77.69375151185001 25.138824731100005 15.404963976500001 12.451004585100002 8.2435668022500028 162.13109061465002 78.728807892050014 140.91298750955002 96.039789794050009 12.350288562550002 13.200308423050002 98.255079293500017 73.245799595050016 96.682331287150021 70.206395618550019 27.437241680050004 71.787208999250012 19.199955102150003 112.64908412395 19.974953289850003 13.751109481500002 90.407470010750018 113.97180552410002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 -1 5 14 7 13 15 10 12 -12 -5 -6 -4 -9 18 -18 19 -14 21 24 -23 -24 -2 26 27 -26 29 -27
right_child=20 2 4 9 6 -7 -8 8 -10 -11 11 -13 16 -15 -16 -17 17 -19 -20 -21 -22 22 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0013348064539343853 0.00095812714990979164 -0.0022263565765107624 0.001775800765382741 -0.0021201276018292044 0.0018724950236814078 -0.0012413616131657079 -0.0019223156683870056 -0.0019696111950996222 -0.0018437094348418227 0.00072621760405638871 -0.0022953984309902883 2.3189796530263789e-05 0.00066614227633921756 -0.00061324069830917733 -1.2876744144233086e-06 0.00039003003238969274 -0.0020163087985783242 0.0001562633474154913 0.00089050838468554474 -0.0020269121100710903 0.00076413932836841161 0.00070630292458860589 -0.0021397370957599478 0.0001604502310255953 -0.0011334240549153065 -0.00081857029701960446 -0.0022037733089790186 0.0010709520643953688 0.0014039712053072148 0.00029699499450847402
leaf_weight=1.2393912638544886 8.266837698814923 0.95507468649884586 1.55018435511738 0.39670696448593545 0.91440263911499442 1.234518491575727 2.1352424691431224 0.41826524915086372 1.8420308977365492 6.8144977670162907 1.1035484690437436 1.8905377694754859 0.63365942239761153 0.56917610712116584 1.2199454231886191 2.5075527295703068 0.79632972149556724 6.8424287503003143 6.2296034019673243 0.55564579799829517 7.8202086472883812 2.5009182989597312 2.5277997730299835 1.4372998843900857 3.095797529909758 4.0861563533544532 2.4495537215843797 3.8905444145202637 5.3913954310119143 96.370898638400831
leaf_count=908 113 52 12 61 23 368 141 97 112 41 59 19 2 55 41 42 71 184 43 131 37 17 95 12 36 34 54 25 56 1093
internal_value=0.000202438 -6.57456e-05 -0.000516318 0.000161159 -0.000384515 0.000304337 -0.000713442 -0.000300539 -0.000679965 0.000234551 5.29388e-05 -0.000831386 0.000224265 0.000918841 0.000993184 5.27035e-05 0.00028603 -7.02242e-05 0.000652842 -0.000592058 0.00027997 0.000250848 -0.000527652 -0.00130595 0.000291591 0.000243795 -0.000502393 9.41459e-05 0.000310314 0.000251619
internal_weight=177.686 39.8487 13.3464 26.5023 12.3913 4.00465 8.38667 6.25143 4.76785 25.263 18.4485 2.99409 15.4544 1.48358 2.77013 2.92582 15.0577 7.63876 7.41891 1.18931 137.837 130.017 6.46602 3.9651 123.551 115.284 9.4359 6.98634 105.848 100.457
internal_count=4034 2462 943 1519 891 421 470 329 251 611 570 78 492 78 53 139 431 255 176 133 1572 1535 124 107 1411 1298 115 61 1183 1127
is_linear=0
shrinkage=0.00192234


Tree=609
num_leaves=31
num_cat=0
split_feature=16 15 16 7 18 18 17 18 0 18 18 8 2 15 0 3 16 3 18 10 9 2 19 9 7 13 16 8 6 18
split_gain=0.142813 0.545183 0.356429 0.320278 1.27368 0.833876 0.735719 0.704921 0.696197 0.481401 0.91387 0.708065 0.532215 0.399607 0.392929 0.653843 0.36944 0.611321 2.05959 0.592628 1.18702 0.723317 0.52899 0.652095 0.712445 0.693878 0.618662 0.924507 2.36006 0.627861
threshold=18.684956306450005 34.040719645900005 18.754956142750004 25.297859295400006 14.493864790000002 14.382403557200002 202.58869561095003 14.224291663350002 90.767723400200012 14.118140587000001 13.946975448150001 8.4434108459500017 137.73157856955004 31.385732506450001 90.407470010750018 89.695028606150018 22.574947209950004 93.181958801350021 13.531614672700002 64.407391431150018 193.42660545270004 114.12323913765002 14.451165964200003 192.31210988165003 22.381996090050006 117.72489307420001 22.624947093000003 8.543332867800002 16.465384711100004 13.531614672700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -2 4 5 7 -6 9 -9 10 14 -12 -11 -5 15 -4 17 19 -19 21 -21 -17 26 24 25 -24 27 28 -18 -28
right_child=2 -3 3 13 6 -7 -8 8 -10 12 11 -13 -14 -15 -16 16 22 18 -20 20 -22 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.001670447553015887 0.021944940791751123 -0.060842556318825167 -0.03050692685265545 0.027063208537006174 -0.057686117130158629 0.027635946707766902 -0.012995317628947952 0.0010109528350563 -0.056306112398239738 -0.0029680651262374066 -0.04161368135319795 -0.0016193909024309911 0.040613652499850598 0.0029231698909526001 0.022625927049826872 0.052976403618894288 -0.006341093396868649 0.0078602725848739251 -0.068768469978343599 0.030020070706706585 -0.025019931800065016 0.015222211557529307 -0.021260790308727785 -0.00085826027669958069 0.033758384406033917 0.028465379171574899 -0.002687557842582644 0.0029937764236515935 -0.073181698351815039 0.022356610992595387
leaf_weight=30.199057787306177 2.2674359513912341 0.42736614800378347 1.6981022544205178 2.7535109641030413 1.3808874806272786 3.2211061837151638 3.5854151137173176 1.1419647755101316 1.1521832225844262 1.3438862264156335 2.3639681694330639 2.4290129654109478 1.7404956757090984 5.6928218110697344 2.4383338666521004 1.7049236092716471 4.8373860737956402 6.1066865400352972 1.1239801305346189 1.8819965235888947 2.4292808454483747 7.0621379241347313 1.7389213684946327 11.530727493387529 3.9800054345832905 1.348316667601466 16.861790153547194 5.1930938864970813 2.029440084239468 3.2277981590013942
leaf_count=2426 39 90 18 20 73 47 67 33 24 15 38 31 29 59 37 72 41 188 17 26 25 48 28 187 55 20 176 32 39 34
internal_value=0.000627109 -0.00249614 0.00154452 0.00109101 0.000215081 0.00165233 -0.0254217 0.000671879 -0.0277752 0.0014575 0.000679819 -0.0213452 0.0216248 0.0107928 0.00208374 0.00139528 0.00215768 0.00808731 -0.00405138 0.0147985 -0.000993388 0.0225642 -0.00021534 0.00676803 0.0192109 0.000456558 -0.00425511 -0.0135693 -0.0260953 0.00133629
internal_weight=134.892 30.6264 104.266 101.998 93.5518 88.5855 4.9663 85.3644 2.29415 83.0703 79.9859 4.79298 3.08438 8.44633 75.1929 72.7546 71.0565 20.309 7.23067 13.0783 4.31128 8.76706 50.7475 18.598 7.06724 3.08724 32.1495 12.0599 6.86683 20.0896
internal_count=4034 2516 1518 1479 1400 1260 140 1213 57 1156 1112 69 44 79 1043 1006 988 376 205 171 51 120 612 290 103 48 322 112 80 210
is_linear=0
shrinkage=0.0520229


Tree=610
num_leaves=31
num_cat=0
split_feature=9 7 7 13 3 7 16 13 9 9 9 8 9 19 2 15 15 7 4 18 17 9 4 19 9 17 15 6 15 8
split_gain=0.146153 0.32871 0.612219 0.426089 0.514035 0.534974 0.362025 0.432356 0.294252 0.290764 0.404882 0.283156 0.27136 0.464847 0.572033 0.877899 0.524887 0.300397 0.840035 1.19932 0.79701 1.27281 0.761645 0.662475 1.49387 1.14519 0.679429 1.02151 0.639038 0.505428
threshold=181.33671263215004 20.861906850000004 21.844899366700002 117.60660091645001 93.620177476600006 22.721067571950005 21.094950670800003 116.60649449195002 66.346857137250012 63.789425898000005 54.542104986550008 5.9453602998000008 187.11236276785004 14.451165964200003 121.36426933400001 36.124429763000009 37.274314847650004 23.109894804950002 168.01744813895002 13.455547561900003 183.58889821140002 199.68228938305 147.84286409485003 14.251149826300002 195.10791980860003 189.43751236195004 40.974857724300008 16.525386113000007 38.213426205600008 8.9430209551500024
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 4 5 -4 7 8 9 10 -1 -10 13 14 15 -2 -15 18 22 20 21 -20 -14 -22 26 -26 28 -28 -25 -19
right_child=12 2 3 -5 -6 -7 -8 -9 11 -11 -12 -13 17 16 -16 -17 -18 29 19 -21 23 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.028863519494034189 0.01163908623273772 -0.050292361781450245 0.033764267449388381 0.019344634411735711 -0.053871194341929093 -0.022768858353104146 0.045753030054485937 -0.050598347346455456 -0.02329658372580742 0.041106292537628916 -0.052984083827227663 0.050815712221487543 -0.0098468224927556261 0.050539288006507171 0.019643294721056595 -0.030579779209335786 0.0080018981773513458 0.0021373202207801765 -0.066920726995804661 -0.053040374751366394 0.028240634559341674 0.0066760667672281278 0.023504598985210103 -0.00061796292445432592 -0.008605670545508922 -0.061832073894208035 -0.042453919241709298 0.0095446289534869277 0.03991322012787378 -0.025117736679590479
leaf_weight=0.37463047446726638 2.6140107954852265 0.95451454572594219 0.63922593132520056 1.1854198346845803 0.68789566740451835 1.2121346272692788 0.48748232796788205 0.37920933737768781 0.93261868148329063 0.81643441971391439 0.25327835003554355 0.14956473186612129 2.8810881796816856 1.2189793400466444 2.9268547287028923 2.3283342681825161 1.7908370317891238 87.686167341911641 1.2851848351419968 1.5069791555724794 1.6124844733567432 1.0823369438585357 4.2192329991958104 1.7752568349242195 2.5011647189530768 1.6959878790075888 1.3902473990492579 2.9468118224758655 2.1511420938186347 1.7348488731659006
leaf_count=44 26 164 80 9 23 699 8 188 257 19 27 8 51 28 54 18 30 1908 20 31 18 33 54 20 36 37 40 21 28 55
internal_value=0.000550097 -0.00597134 -0.0145638 -0.00540777 -0.0169631 -0.00324946 0.00587757 -0.000812163 0.0066603 0.0214312 -0.00415119 -0.0130538 0.000970077 0.00851679 0.00212446 -0.00825018 0.0252296 0.000252845 -0.00458701 -0.0103466 -0.00643322 -0.0332752 0.00997164 -0.00191758 -0.00582025 -0.0301134 0.00651867 -0.00712354 0.0215877 0.00160855
internal_weight=133.42 8.07241 4.67919 3.72468 2.53926 1.85136 3.39322 2.90574 2.52653 1.44434 0.627909 1.08218 125.348 10.879 7.8692 4.94235 3.00982 114.469 25.0479 17.9476 16.4406 2.36752 7.10032 14.0731 12.4606 4.19715 8.26346 4.33706 3.9264 89.421
internal_count=4034 1526 975 811 802 779 551 543 355 90 71 265 2508 156 98 44 58 2352 389 284 253 53 105 200 182 73 109 61 48 1963
is_linear=0
shrinkage=0.0500028


Tree=611
num_leaves=31
num_cat=0
split_feature=15 2 5 16 3 18 10 15 19 2 7 6 6 16 3 7 18 18 0 16 6 9 12 5 15 15 9 9 10 8
split_gain=0.168434 0.207423 0.184116 0.505974 0.520174 0.444654 0.394073 0.255274 0.44911 0.385523 0.234076 0.31629 0.207449 0.206551 0.92027 0.313894 0.256122 1.42096 0.648678 0.737266 0.796518 0.552413 0.920197 1.2891 0.892 0.73424 0.944635 0.596846 0.592825 0.516925
threshold=50.314162856800003 310.17567643235003 25.767562150000003 23.344945409400005 101.34142922725002 11.862896247150001 60.613977009100005 35.098844929350008 13.851117550450002 319.18044405035005 21.725272673150005 16.495385412050002 19.835463452400003 22.704946905950003 93.980430866100008 22.575645983950004 13.4793103924 13.531614672700002 86.103248543850015 22.614947116400003 14.955349429350003 196.26893085885004 153.50554934640004 20.204934414350003 31.385732506450001 31.025894238900005 193.67618212375001 197.55459634620004 62.020040611300011 7.6440346712000009
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 7 12 8 9 -6 11 -7 -1 14 16 -15 -8 -18 -19 21 -21 22 23 24 25 26 -20 -23 -24 -30
right_child=1 -3 3 -5 5 10 13 -9 -10 -11 -12 -13 -14 15 -16 -17 17 18 19 20 -22 27 28 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.049950623586991566 -0.054843223056446073 -0.00069473924367258839 0.035618540512054785 -0.05034467221905814 0.030427162541750114 0.025764256938962445 0.0034667619708588135 0.048622890377188907 -0.048796589424722703 -0.047136295681351838 0.047532838574581647 -0.049218807921359818 0.0084232344499648934 0.0011256884099360609 -0.033377991748606402 0.024330784691077877 -0.03932481410587594 -0.035054010728083153 0.00057042663404877449 -0.0064674815896336949 0.024426287974865887 0.022799213587278957 0.049543364767655321 0.042030511379558981 -0.05132911750799677 0.049833132846629859 -0.043702418559117599 -7.0117243007458753e-05 -0.0057133240993791764 -0.045802761313126571
leaf_weight=0.50286256485742242 0.26154790099826541 0.35704964694741648 1.5044054757381662 0.2779059768654405 0.9055994867012489 0.14980377683968971 41.387648072766751 0.37371394783258427 0.26190257119014848 0.16107047721743584 0.082726791501045227 0.60430733490284183 0.17517179995775223 3.5680961944162837 1.7328208874241671 1.9097502790391443 2.0142658573458894 1.1108814808540035 5.8463221901274647 2.708626282401382 5.1996158845722675 2.5574283138848832 0.19057150185108129 1.2296715504489828 0.92752203065901984 0.51643890142440785 1.2479629935987757 50.970646335979836 0.96512756545553235 2.3762991778203286
leaf_count=79 28 22 56 12 130 11 438 3 35 20 1 202 4 37 225 30 22 24 280 25 57 30 1 62 39 3 39 1316 754 49
internal_value=0.000459202 -0.0235891 0.000572365 0.00994943 0.0140934 0.00133991 0.000253636 0.0148939 0.00540626 0.0187148 -0.0262314 -0.0343235 -0.0348696 0.000441955 4.46945e-05 0.00921572 0.000530363 -0.0010305 -1.35165e-05 0.000507326 0.013845 -0.00107101 -0.00949683 -0.00219018 -0.00855881 -0.00334637 -0.00721766 0.00102252 -0.0297038 -0.0342234
internal_weight=132.078 0.618598 131.459 4.32144 4.04353 2.53912 127.138 1.70229 1.32857 1.06667 0.836838 0.754111 0.678034 126.46 120.982 5.47785 119.249 77.8614 75.8471 74.7362 7.90824 66.828 13.2999 9.76792 8.53825 7.61072 7.09429 53.5281 3.532 3.34143
internal_count=4034 50 3984 470 458 402 3514 188 185 150 214 213 83 3431 3364 67 3139 2701 2679 2655 82 2573 1227 423 361 322 319 1346 804 803
is_linear=0
shrinkage=0.0461948


Tree=612
num_leaves=31
num_cat=0
split_feature=6 6 2 18 5 3 9 15 6 6 15 16 16 15 14 13 0 6 9 0 3 10 16 7 3 6 9 2 6 10
split_gain=0.139197 0.634316 0.383113 0.626226 0.322912 0.294915 0.492053 0.324677 0.491793 0.388927 0.590068 0.443332 0.766747 0.787783 0.746632 0.689203 0.699878 1.12373 0.91373 0.665366 0.88647 0.60441 0.563474 0.766992 0.526803 0.454311 0.396921 0.38078 0.662083 0.428035
threshold=13.65531905435 13.78532209185 189.28685862455004 17.399600107550004 16.903404623850005 81.715684874950014 216.65333892300001 20.903251014350001 14.595341017800001 14.745344522600002 35.83914456115 19.199955102150003 18.684956306450005 29.329759478700002 137.67556691715004 109.72404167800001 93.399723909900004 15.255356438950001 197.02865361825005 90.297243227400017 89.695028606150018 66.590419433100024 18.594956516900002 24.024273989350004 85.694602908050015 15.760368238450001 205.67007911670001 194.17955033580003 14.545339849550002 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 2 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 -2 6 -3 8 -7 10 27 12 13 14 -11 -13 17 18 -17 20 -19 26 23 -16 -15 -22 -21 28 -9 -30
right_child=1 5 3 -5 -6 7 -8 9 -10 11 -12 15 -14 24 22 16 -18 19 -20 21 25 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0010717709084259947 0.037266532052839078 -0.065577573974614889 -0.054096070136870372 0.011098016079001211 0.0057117682978166202 0.055291799840592779 0.01278489050188188 -0.0035075347243180245 -0.017974033915828049 -0.10091469499404396 -0.046605456139246049 -0.036088049447874172 0.042708699679735528 -0.070017509108074499 -0.039018564377818692 -0.074285937745286759 0.038426605116219981 -0.050005569136895231 -0.0099298048932117446 0.018700476154075506 0.02867248756099286 -0.0097758773506183977 0.059865757526539158 0.040866023629698649 0.0018390142551817875 0.00077874785483000473 0.060110055990263027 0.030842901552164428 0.0452512021023889 -0.063376529370574128
leaf_weight=14.03478263212037 2.4349362086504689 0.60082869685720541 1.2577367559874795 0.84579413761048261 2.0505230419803411 0.87754671709262655 0.5072155628586188 14.306960685760716 0.49008006663734704 0.16800096776569207 1.2401406603457861 1.7117238565115247 2.4219251876638737 0.70999101351480909 0.74593081251077842 1.1732564540579908 1.7221898194402445 1.1616726927459229 2.1355116115882993 1.7359804622828954 2.0641596745699635 1.2955177249386904 1.0546838975278658 0.92296944186091423 0.69103479592013173 68.940077513037977 1.4649640498682854 0.9734966638498016 0.14220746420323926 1.0002047717862295
leaf_count=976 26 29 365 359 17 18 16 172 147 3 69 29 61 39 236 29 14 13 32 19 33 24 18 17 38 1024 30 12 54 115
internal_value=0.000528149 0.00124468 -0.0045664 -0.0278826 0.0228413 0.000366099 -0.0297066 0.000671384 0.0290375 0.000311453 -0.00763791 0.00186949 0.0163518 0.00148107 0.0189511 0.000703588 0.00147448 0.000678716 -0.0327499 0.0021215 0.000759104 0.0239873 0.0263448 0.00516085 -0.0345754 0.00158964 0.0376522 -0.00469535 -0.00693469 -0.0498546
internal_weight=130.882 114.744 16.1383 2.10353 4.48546 110.258 1.10804 109.15 1.36763 107.783 17.663 90.1196 6.71454 4.29261 2.89159 83.4051 81.6933 79.9711 3.30877 76.6624 72.1659 4.49646 2.72358 1.6689 1.40103 71.0042 3.20094 16.4229 15.4494 1.14241
internal_count=4034 2334 1700 724 43 2291 45 2246 165 2081 422 1659 412 351 274 1247 1218 1204 61 1143 1070 73 271 253 77 1057 49 353 341 169
is_linear=0
shrinkage=0.0585862


Tree=613
num_leaves=31
num_cat=0
split_feature=16 16 17 17 5 2 14 10 18 8 10 8 9 7 4 17 9 17 8 18 16 17 15 0 15 3 19 10 9 6
split_gain=0.750533 0.987149 1.01476 1.1233 0.915632 0.826936 0.863191 0.93802 1.03069 0.752526 1.40153 0.855379 0.723405 0.525416 1.16418 1.18382 1.11088 1.23753 1.00782 0.79545 0.98789 0.862966 1.47098 1.0212 1.20577 1.51635 0.787956 1.67752 0.763265 0.681587
threshold=18.594956516900002 15.584963555600002 236.15709471040003 205.10400128480003 11.270433591700002 68.946226135900005 234.57881148155005 70.389210771400016 13.919698996450002 8.2435668022500028 71.015621515800021 8.0437227585500022 188.63457064660003 23.109894804950002 239.70509694970005 189.50863627480001 195.30595290385003 192.94032447935004 8.9430209551500024 13.927976454650002 22.454947490600002 195.53954078470002 30.108785229950005 87.818484831100008 43.030193406950012 92.781378539900018 14.351157895250003 61.966271448700006 226.28914430085004 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 4 3 5 -1 -3 9 8 -8 11 -11 12 -7 14 -2 26 17 -17 19 20 -15 22 -21 24 25 -23 27 -16 -20 -22
right_child=13 2 -4 -5 -6 6 7 -9 -10 10 -12 -13 -14 18 15 16 -18 -19 28 21 29 23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019589180498163997 0.00025293494036431453 -0.0022239845869200187 0.0010078839275219011 -0.0020037052416091647 0.00021452299922303513 0.00028947756768226204 -0.0022880998846912396 -0.0020601806664050492 0.0015690835489904512 0.0017324485709377926 -0.002139314702015629 0.0013206818712779053 -0.0020777027939862303 0.0013479772910719484 0.00054038727316109609 -0.0015899197611964472 -0.0024476616841737986 0.00073081681310046805 -0.0018893393556159517 0.00038259327701557625 0.00055886758911022978 -0.0025646373908392263 -0.0017625167021812021 0.00041493061357131391 0.00068672997222850838 0.00032085255569749599 0.00064034241181337638 -0.0023095764834759002 0.00032610627690049418 -0.00015636865687507706
leaf_weight=0.73575533778057689 38.723378712602425 0.84805073187453572 1.5261862035840739 1.9228253488836333 27.064297120901756 2.0838171954819686 0.3947455113520848 1.6642738837908835 0.72837700907257386 0.48997533496003587 1.1717016305774448 2.4219014924019575 0.61871311906725157 5.1107534989714614 1.8338562612771041 1.8389579252689148 1.6286200001195537 1.5774843930848872 1.2980656675063067 2.5983377732336512 31.383209148189053 1.6089236270636313 2.1661415202543139 28.828860242618248 1.7347779823467133 1.1569526586681602 4.0054523225408047 1.3072869268362408 1.0311649702489374 5.8397686284733927
leaf_count=798 461 47 38 160 721 295 50 194 14 22 81 20 22 101 68 30 31 19 32 28 204 42 36 342 29 8 44 31 14 52
internal_value=0.000173264 -5.19915e-05 -0.000470864 -0.000653688 0.000157001 -0.000404603 -0.000243437 -0.00114409 0.000213394 0.000126508 -0.000997656 0.000491035 -0.000252461 0.000243485 8.98323e-05 -0.000428217 -0.00114117 -0.000518359 0.000338018 0.000374119 0.000555469 0.000172585 -0.000592668 0.000281978 -0.000569644 -0.00135765 7.50811e-05 -0.000645716 -0.000908548 0.000446657
internal_weight=175.343 41.6706 13.8706 12.3444 27.8001 10.4216 9.57351 2.7874 1.12312 6.78611 1.66168 5.12443 2.70253 133.672 50.915 12.1917 5.04506 3.41644 82.757 80.4277 42.3337 38.094 4.76448 33.3295 4.50065 2.76588 7.1466 3.14114 2.32923 37.223
internal_count=4034 2462 943 905 1519 745 698 258 64 440 103 337 317 1572 684 223 80 49 888 842 357 485 64 421 79 50 143 99 46 256
is_linear=0
shrinkage=0.00192234


Tree=614
num_leaves=31
num_cat=0
split_feature=0 17 9 18 16 17 16 16 14 14 15 8 10 18 13 15 18 12 15 15 13 5 9 3 17 19 2 15 4 12
split_gain=0.141462 0.284948 0.162404 0.130141 0.225148 0.557174 0.153602 0.611661 0.632256 0.812669 0.628489 0.62692 0.537393 0.648812 0.401743 0.330469 0.532942 0.326494 0.309229 0.46134 0.291582 0.249369 0.324728 1.03103 0.340266 0.258008 0.344496 0.241748 0.801353 0.284675
threshold=103.33357670195001 241.79519611995002 218.72979271345005 17.138111898250003 17.684958644900004 211.67127343905003 18.554956610400005 15.584963555600002 171.16849715720005 234.57881148155005 27.980927088250002 8.1436447804000007 70.389210771400016 13.919698996450002 101.53768667075001 28.504445985850001 14.053554955550002 124.92778561480002 24.545953118950006 22.993338193550006 103.23410375110002 13.154029769200003 206.75106037490002 81.93344998355002 193.10154186985002 12.651020723000002 49.864842700850012 27.689912074550005 165.86037890555002 93.660658182900008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 7 18 -9 10 11 14 13 -11 -10 -12 -17 -16 19 21 -20 -1 24 -24 25 26 -23 28 -8 -29
right_child=1 2 -4 4 -6 -7 27 8 9 12 15 -13 -14 -15 17 16 -18 -19 20 -21 -22 22 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.033000455854493377 -0.057887035950286388 0.035373558023551792 -0.046056365993684546 0.037227362668566341 0.058406194662701902 -0.051020676183991302 0.037773628173384838 -0.065693336652269091 0.042000312400060816 -0.067019656824699847 0.061914539313724065 -0.061696699600180947 -0.060186716307746933 0.047841670450742807 0.0068373359493852483 0.052402716369092293 -0.058851209245366867 -0.044221262684399444 -0.0027146902456652577 -0.030588080137598589 0.030313926446476028 0.0610300805003351 -0.049352003215935754 0.027055244474779503 0.029194370144062263 -0.027797138415651249 0.00093691382080519686 -0.011191368163131411 -0.0047252225311104346 0.0016241890676694023
leaf_weight=0.80476148717389762 0.39779957869313776 0.27325460017164005 0.11472588614560664 0.64125742181204148 0.34587599989026774 0.37351366406073794 2.4755879897566038 0.80036353693139872 0.61454853051691394 0.2708911670779347 0.72444418544182532 0.64865088451188047 1.4603431467639891 0.40450842784048291 1.1281102261091289 0.32418001699261367 0.25283809017855674 0.65194081751542388 1.471905323211103 1.6090631265888067 2.199476835783571 0.33047603070735743 1.4561158791184419 0.97125357198819973 1.5695667710378982 0.97199981951416692 6.6013202014246417 6.1024806344648814 3.581109772916534 90.821995728329057
leaf_count=64 864 26 43 21 15 43 34 107 28 50 7 32 268 15 104 8 73 144 40 38 15 2 42 14 31 27 323 112 119 1325
internal_value=0.000568525 -0.0237284 0.0112947 0.00071583 0.0183859 0.00474531 0.00052836 -0.00348467 -0.0175307 -0.0115824 0.00267842 -0.0116076 -0.0405929 0.00177277 0.0019606 0.0360838 0.00365341 -0.0118628 0.00220123 -0.00161289 0.0170723 0.00205662 -3.58958e-05 -0.0187795 0.00476679 -8.41326e-05 0.00380188 0.00151297 0.0126456 0.000817306
internal_weight=130.394 0.78578 0.38798 129.609 1.36065 1.01477 128.248 25.2668 7.28082 6.48046 4.34471 3.04325 2.13574 0.6754 2.3946 1.30146 0.577018 1.78005 17.9859 14.3146 3.67138 12.7055 11.9007 2.42737 9.47336 7.9038 6.9318 102.981 6.0567 96.9245
internal_count=4034 933 69 3101 79 64 3022 1432 836 729 396 308 333 65 276 88 81 248 596 541 55 503 439 56 383 352 325 1590 153 1437
is_linear=0
shrinkage=0.0574375


Tree=615
num_leaves=31
num_cat=0
split_feature=16 16 5 3 18 12 10 10 5 9 9 3 19 16 5 7 17 6 6 15 10 18 14 15 5 19 8 18 0 16
split_gain=0.848211 1.03334 0.783562 0.776656 1.43718 1.07578 0.70568 0.694059 1.00253 0.919109 0.663657 1.00824 0.580026 0.86126 0.81561 1.02874 0.921723 0.77758 0.736907 0.926681 0.847512 0.815991 0.677303 0.674269 0.485736 0.475044 0.461809 0.459443 1.14106 1.93434
threshold=18.594956516900002 15.584963555600002 11.270433591700002 77.69375151185001 15.289002683150001 96.375827709250018 78.728807892050014 71.015621515800021 19.234448447350001 206.22988073345002 205.88909726980003 82.59481068365001 12.851036860900001 15.404963976500001 15.237417718750002 24.607636026300003 192.20712075930001 14.185331438000002 12.350288562550002 13.019805569300003 81.479100559500012 19.424700258350004 157.58516208295003 19.215947067900004 10.962350746950003 11.450923895500003 8.0437227585500022 15.042884401850001 94.165934477050016 19.644954061550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 6 5 -5 -3 8 26 10 11 -9 13 14 17 22 -17 18 20 -20 25 -22 -16 -24 -8 -4 -7 28 -2 -30
right_child=27 3 12 4 -6 7 24 9 -10 -11 -12 -13 -14 -15 15 16 -18 -19 19 -21 21 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0019927890141343894 0.00025511185712109158 0.0016059230611910078 0.00011959535790960966 -0.0022431292034994334 -0.0019474315840371803 0.00028768903798844013 0.0013842900665522056 0.00045791305965587389 -0.0010323852013290537 -0.0021892773544341989 0.0023162547675289981 -0.0020763833988250288 -0.0010630810772324431 0.00090864495157354545 -0.0028916335867859534 -0.0022880812899340745 -0.00021153215854098284 0.0020983377401629379 0.0014001707628786583 -0.0016376228327625612 -0.0020484082596479523 0.0019504824145819008 -0.0013198656755666149 0.00076510232344368322 -0.0018395860774742404 0.0011301055104555012 0.0020406950033521444 0.00061530959253642777 -0.0018501078973336474 0.00091178625760965576
leaf_weight=0.64056664424060983 115.39338374459476 1.1520496327429999 2.9766526266757918 0.98610401779296619 2.7563501599070142 1.0060222853790044 0.26776466156297818 1.756485124933534 1.018801861835527 1.0493838656693695 0.39286261796951283 0.91948978985601559 1.3240946495643573 6.1160706467926493 0.25699973222799499 1.6622442545485685 1.6254405507352201 0.94326203316450197 0.52457073796540576 1.4623292480828238 0.84303292719414435 0.25568665712489747 0.72675984466695798 3.3230779032310238 0.54621386551298201 4.481293476652354 1.3572633380535988 12.406178832985459 2.5496989048551759 1.5785281583666799
leaf_count=798 1374 28 24 88 171 36 21 28 326 33 1 159 35 38 3 55 26 6 11 56 175 16 184 61 40 31 12 119 73 6
internal_value=0.000180051 -6.86486e-05 0.000150111 -0.000518498 -0.000717323 -0.000317789 0.000618485 -6.4655e-05 0.000593535 -0.000605193 -6.35178e-05 -0.000412895 0.000201868 0.00026834 6.3105e-05 -0.000435454 -0.00126143 0.000392727 0.000240138 -0.000835601 0.00048993 -0.00111781 0.000195067 0.000390946 -0.000779067 0.000726786 0.00129446 0.000256155 0.000218875 -0.00079403
internal_weight=172.299 40.3709 27.1621 13.2088 11.2428 8.48641 1.96603 7.50031 3.38209 4.11822 3.06884 2.67597 26.5215 25.1974 19.0813 7.59452 3.28768 11.4868 10.5436 1.9869 8.55667 1.09872 4.30684 4.04984 0.813979 7.45795 2.36329 131.928 119.522 4.12823
internal_count=4034 2462 1519 943 854 683 89 595 374 221 188 187 721 686 648 329 81 319 313 67 246 191 248 245 61 55 48 1572 1453 79
is_linear=0
shrinkage=0.00196078


Tree=616
num_leaves=31
num_cat=0
split_feature=10 16 8 13 18 16 16 8 17 16 10 14 3 16 18 17 7 8 9 9 9 9 9 13 15 15 5 13 2 17
split_gain=0.147205 0.275811 0.335625 0.263917 0.192977 0.183714 0.53976 0.153351 0.143104 0.682621 0.565482 0.613589 0.442821 0.452591 0.372987 0.364383 0.377315 0.313568 0.53073 0.566001 0.61137 0.667531 0.583089 0.581634 0.322868 0.363585 0.275463 0.246659 0.227404 0.426968
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 17.138111898250003 17.684958644900004 14.544965987550002 6.6448144527000013 200.79056394860001 22.644947046300004 61.966271448700006 162.62753922915002 81.105404879350019 15.629963450350003 15.343833331950004 200.26331585350002 24.054467534550003 7.943800736700001 200.17144541975003 202.37225149245003 205.22231928645002 207.04102956050002 214.31567825310003 112.64908412395 30.404760455250003 33.235275174000002 16.569990495050003 108.17011287860002 108.24034454255001 194.56273294745003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 7 -2 8 6 -6 -3 15 10 -10 -12 14 -14 -13 28 -17 27 -19 -20 -21 -22 23 -23 -24 -26 -16 -15 29 -1
right_child=1 2 -4 -5 5 -7 -8 -9 9 -11 11 12 13 17 26 16 -18 18 19 20 21 22 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0015005242932278056 -0.056962159476708636 -0.055589876363530591 -0.056994359076153044 0.052179268271153226 0.056699894137850738 0.056025944488425822 -0.056380200138982359 0.042717015709255693 -0.060808307486072813 0.029313007997510791 -0.062578880272554566 0.0077892751148952062 0.033192362902046219 -0.0010617232337822916 -0.058248882836569336 0.057786081337468806 0.00051213252928148311 -0.035827953567823721 0.030433968288933046 -0.031571781825837371 0.029677762360350159 -0.049743713085235772 -0.023842620975382804 -0.0034485520609241968 0.033717841397212012 0.0002544076428171031 0.0110711185759106 0.034390086786738466 -0.001045218567856796 0.015670064345298794
leaf_weight=33.190048291373387 0.091913801900317393 0.064573974937957246 0.61895798472505703 0.2545081926509738 0.28227245138259505 0.37137795612215996 0.23639561026357114 0.19263718714137212 0.55577325110789999 1.822098753415047 0.53957151621580379 0.5672558945298104 1.1385639975678739 1.2436360855863342 1.016910341902985 0.70829416438937076 0.69414355000481009 1.5779427906381922 1.4642442096956063 2.3060318334028116 1.8765335356874846 1.5407223402871735 1.0310352914966641 1.7858132533729074 1.4115320877172051 3.3104665952268988 0.21096318739000697 1.1524296160787342 60.681734295591923 8.0543491405551304
leaf_count=635 424 244 250 8 9 17 41 34 20 39 15 11 29 36 100 8 36 32 34 32 30 40 23 39 11 54 11 15 1594 163
internal_value=0.000586228 -0.01848 -0.034968 0.0232215 0.000767249 0.0263847 0.00516089 0.0180366 0.000588952 -0.00319975 -0.00580613 -0.00442752 -0.00297718 -0.000601282 -0.0292345 0.00148917 0.0294381 -0.00265879 -0.00539932 -0.00213886 -0.00573516 -0.000297091 -0.00649219 -0.0248907 0.00414624 0.0102575 -0.0463389 0.0159894 0.00110461 0.0042676
internal_weight=129.993 1.22259 0.876169 0.346422 128.77 0.890046 0.518668 0.257211 127.88 24.5515 22.7294 22.1737 21.6341 19.839 1.79513 103.329 1.40244 18.7004 16.3043 14.7264 13.2621 10.9561 9.07957 3.32654 5.75303 4.722 1.22787 2.39607 101.926 41.2444
internal_count=4034 960 528 432 3074 67 50 278 3007 571 532 512 497 375 122 2436 44 346 295 263 229 197 167 79 88 65 111 51 2392 798
is_linear=0
shrinkage=0.0552071


Tree=617
num_leaves=31
num_cat=0
split_feature=15 6 8 8 2 17 19 17 13 5 5 5 3 13 13 7 9 18 12 7 4 12 16 2 5 17 2 17 7 2
split_gain=0.150543 0.204288 0.167858 0.517791 0.793448 0.318507 0.235871 0.236469 0.401048 0.224108 0.430051 0.164271 0.464381 0.349441 0.484295 0.260162 0.493536 0.488955 0.439187 0.294136 0.471705 0.476695 0.456856 0.258131 0.822444 0.701826 0.654161 0.477406 0.954844 0.459166
threshold=50.314162856800003 17.985420226450003 9.5425530862500008 8.9430209551500024 73.245799595050016 205.45998821870003 14.651182102100002 162.13109061465002 120.87576600310001 24.367802910700004 30.284449345300001 25.767562150000003 103.00289635185001 116.35915634395 116.60649449195002 22.061824394000002 186.16747084260001 12.844794714750002 162.55248274650003 22.381996090050006 158.55438663830003 109.22180275385001 22.714946882600003 108.24034454255001 21.042547594650003 187.77231677760003 109.11323887240002 183.35201426355002 23.165384528550003 115.72920527990001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 6 -5 -6 7 8 -1 -4 -11 15 -13 -14 -15 16 18 -17 -9 20 -19 -22 23 24 -21 -26 -25 28 -28 -30
right_child=1 -3 9 4 5 -7 -8 11 -10 10 -12 12 13 14 -16 17 -18 19 -20 22 21 -23 -24 26 25 -27 27 -29 29 -31
leaf_value=-0.054145186158645137 -0.054137695484466231 0.005894292914238459 0.039240419824036248 0.011858677219978462 -0.060168884142252743 -0.015031203750697707 0.014407927427818662 0.00050173008362942558 0.054176965807558916 -0.019341346361768583 0.034935368321455024 0.04584868619943834 -0.055527238485575163 0.034024122706785176 -0.052596537680077472 0.034223403528787139 -0.064844861580423963 0.0088889703000123981 -0.057942824192742069 0.0014121318177991917 -0.059346083076285076 -0.0071657916899212932 0.031616885106634164 -0.04705384147399265 -0.0040165855514356103 0.041766285631465346 -0.068728344986808729 0.00017724083985934548 0.046514170553300233 -0.01504887808416569
leaf_weight=0.4653007152032832 0.31813485642487549 0.29629909992218018 0.6943135700130364 1.1913069952279323 1.107245640538167 0.68472305499017228 3.3960258669685564 3.0302624142932473 0.11545411497354507 0.92290768396924228 0.69078836590051651 0.80867821885931235 0.28487897572995258 0.64855665026698261 0.23907975693873595 1.1769898747988907 0.43823260813951481 1.3237530477344983 0.39311969449772721 33.61651672546941 0.88938972554751661 1.0140679539836126 1.3011880423873652 0.8342608229668248 1.3709791647270311 2.6728358175605536 0.82569647665331958 66.387357425397568 0.41513083278186957 1.5600718317095923
leaf_count=344 45 5 32 22 48 19 44 142 1 40 12 41 104 31 141 20 8 11 91 662 22 39 30 17 13 71 26 1775 16 162
internal_value=0.000500817 -0.0251884 0.000623654 0.000369369 -0.0210462 -0.0429215 0.000887912 0.000504692 -0.0326107 0.0145267 0.00389334 0.000665992 0.015521 -0.00539587 0.0106933 0.000414984 -0.0128638 0.000867215 -0.00620968 0.00051734 -0.0149608 -0.031547 0.000975675 0.000605421 0.00407853 0.0262445 -0.00126253 -0.000710382 -0.021749 -0.00211009
internal_weight=129.114 0.614434 128.499 126.191 2.98328 1.79197 123.208 119.812 0.580755 2.30801 1.6137 119.231 1.98119 1.17252 0.887636 117.25 3.86161 113.388 3.42338 112.211 3.22721 1.90346 108.984 107.683 37.6603 4.04381 70.0225 69.1883 2.8009 1.9752
internal_count=4034 50 3984 3900 89 67 3811 3767 345 84 52 3422 317 276 172 3105 241 2864 233 2844 72 61 2772 2742 746 84 1996 1979 204 178
is_linear=0
shrinkage=0.0520229


Tree=618
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 5 5 17 17 17 15 0 17 15 2 2 10 16 0 13 15 7 0 5 4 10 13 18 18
split_gain=0.723143 0.88617 1.10654 0.863274 1.05775 0.857429 0.780146 1.25323 0.831246 0.700547 0.663754 0.656078 0.556008 0.470108 0.435105 0.77562 0.544271 0.407947 0.407068 0.398628 1.34989 1.71508 1.03842 0.511788 1.55457 0.506395 0.699297 0.925312 0.65007 0.612084
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 200.37850214585004 13.716117217950002 17.438757606550002 174.23065882520004 162.13109061465002 200.68028944555002 23.292710050100002 103.33357670195001 184.16216363550004 46.683480308100009 258.06114663960005 315.94243452415003 70.504814471000017 18.734956189500004 96.682331287150021 109.49014582065001 27.689912074550005 25.454404031550002 93.399723909900004 18.160071980500003 401.56478351400006 62.55235532115001 117.34313201970001 14.493864790000002 14.395252042950002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 11 -8 -9 -1 -7 13 -11 -6 18 -16 -17 -10 -2 20 21 -20 -23 24 -22 28 27 -27 29 -26
right_child=14 2 5 -5 6 10 7 8 17 12 -12 -13 -14 -15 15 16 -18 -19 19 -21 23 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0020943395324781186 0.0011356317916020127 0.0010809762461276274 -0.0022302195313215717 0.0010940320292372517 0.0014503170797298486 0.0020966329006139334 -0.0021738000593244395 -0.0029736765395499973 0.0016285546312852597 0.00024659012816840778 -0.0012280197907010119 0.00087460411614396008 -0.0012611850951959702 -0.0017136704707768472 -0.0015493891821152029 0.00066633483775977993 -0.00098349418215044762 -0.00034440873248013296 0.00047682074146735554 0.00072041161001487174 -0.0015895960823737697 -0.002158499017913628 3.0735768204898256e-05 0.00097987404354426405 0.00028132253130021517 -0.0021640908909609314 0.001998210825933888 0.0015968902232739246 -0.00083470077687261047 0.0012960427901227963
leaf_weight=0.52519298722472996 2.1512818895280352 0.82177119603147675 1.9916251278118582 2.8649495946883681 0.22708152921404623 0.36647987365722645 2.3829664366785437 0.31529722164850671 0.70552386379131327 26.04328382082895 0.62394263164605945 1.6965225637250112 0.9755245982996702 0.88101888957316987 1.3813133160583664 2.5771928267786284 1.0955790312727911 0.93944413121789694 3.1986850183457127 7.257411944679915 1.6915238094516087 2.6325439841020857 1.2186121279373763 4.1137528643012038 92.465226252912544 0.45746915368363195 1.5439100340008733 0.55861700640525669 1.9590773759409774 2.3434052653610697
leaf_count=296 29 27 183 39 3 2 128 82 74 691 60 75 753 91 67 28 41 12 27 35 22 102 12 29 987 32 35 18 36 18
internal_value=0.000193331 -3.17712e-05 -0.000933611 5.95687e-05 -2.58601e-05 -0.00148878 -0.000697958 -0.00121851 -5.7217e-05 0.000148554 2.18075e-06 0.000108161 0.000192151 -0.00106528 0.000266847 -0.000296872 0.000174195 0.000501792 0.000290278 0.000275052 0.000246241 -0.000584366 -0.00146576 0.000301938 0.000274331 0.000306073 0.00116684 -9.6404e-05 0.000283302 0.000306404
internal_weight=168.006 41.3606 3.80382 37.5568 34.6919 2.98205 7.14785 4.34323 1.96027 27.544 0.990423 2.80462 27.0188 1.1081 126.646 5.05409 3.67277 1.64497 121.592 119.44 112.183 7.04984 3.85116 105.133 101.019 99.3277 2.56 1.01609 96.7677 94.8086
internal_count=4034 2516 272 2244 2205 245 465 296 168 1740 62 169 1444 94 1518 136 69 86 1382 1353 1318 141 114 1177 1148 1126 85 50 1041 1005
is_linear=0
shrinkage=0.00196078


Tree=619
num_leaves=31
num_cat=0
split_feature=16 16 6 2 10 8 5 3 7 8 8 19 2 0 0 18 18 18 7 9 15 10 19 15 0 7 7 9 7 6
split_gain=0.470603 0.686884 0.653484 0.613154 0.616844 0.930443 0.659243 0.513048 0.887625 0.410998 0.715912 0.763154 0.812369 0.453317 0.81307 0.715416 0.997218 0.83471 1.22457 0.687966 1.22707 1.20043 0.980206 0.84838 1.08357 0.793845 0.974324 0.790218 0.684781 0.631952
threshold=18.594956516900002 15.584963555600002 11.075258771650001 68.946226135900005 71.015621515800021 8.2435668022500028 19.234448447350001 77.69375151185001 25.138824731100005 8.8430989333000021 9.5425530862500008 14.451165964200003 73.245799595050016 85.995710218650018 85.925810307250018 13.091807150500001 13.192618516750001 13.327513832500001 22.938075114600004 192.57902085675002 45.169600924000008 62.041548276350007 14.451165964200003 41.800301886400014 86.382848189450016 23.445318439400001 23.356162058950002 197.90890142995002 23.478650568600006 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 -1 -3 6 7 -5 -6 -9 13 11 -11 -13 14 29 -15 -17 -18 -19 21 23 -20 -22 24 -21 26 27 -26 -23 -2
right_child=9 3 -4 4 5 -7 -8 8 -10 10 -12 12 -14 15 -16 16 17 18 19 20 22 28 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0014298404980623203 -0.00092626223513880715 -0.0022458155890484129 0.00024085850905122434 0.0010136054013262896 0.00094007875759475495 -0.0019581005258306554 -0.0010127918260316256 0.00011413339590962442 -0.0018791154382113832 7.709360030736621e-05 0.00055753309694017716 0.00024464476686288539 -0.0020220215216371924 0.00094686950546739735 -0.0010176262043375816 -0.0007280759626727846 0.00085509587333966485 -0.0011067811984241634 0.0011609358669636756 -0.00098229861462820287 -0.0019656534024018982 -0.0016236938369542501 0.00017834011700860455 0.0010563781634218763 -0.00026325712588407972 0.00030956686893957041 0.0020100396374888906 0.0014292110145152906 -7.4077519117855814e-05 0.00024689375974147913
leaf_weight=0.93845625575522973 1.8999721390937399 0.67455171002074976 22.032046706221081 2.1253590690612314 1.1149488353112245 1.5825144646223632 0.86986878316383798 2.4937221336658699 1.3102553753997197 3.4532707718899456 3.6027088798582554 0.89190665818750892 1.9091506865806875 7.0207465291023246 2.443840126739814 3.5076375789940348 10.519328000023959 2.4228393444791427 1.5428173840045918 2.2508559972047797 1.4943385114893311 2.1958989202976227 1.8163480507209895 7.4399194894358507 2.4531064536422482 42.657660253811628 2.4815331287682056 1.8685106188058851 2.1896520131267607 24.915912902826676
leaf_count=908 47 52 611 53 78 141 368 139 112 44 53 13 49 44 28 27 91 25 9 16 30 23 23 67 37 410 59 13 48 416
internal_value=0.000193495 -1.52365e-05 0.000172602 -0.000439448 -0.000311141 -0.000650331 0.000425103 -0.000229596 -0.000572428 0.000246311 -0.000138712 -0.000539773 -0.00130027 0.000277645 6.50996e-05 0.000345345 0.000295568 0.000339714 0.000263155 0.000311687 0.000372273 -0.00032666 -0.00078939 0.000437291 0.000348221 0.00040877 0.0010308 0.000468505 -0.000849989 0.000163773
internal_weight=164.12 33.1417 22.9705 10.1712 9.49667 6.50144 2.99523 4.91893 3.80398 130.978 9.85704 6.25433 2.80106 121.121 29.2597 91.8612 84.8404 81.3328 70.8135 68.3906 62.4623 5.92837 3.31069 59.1516 51.7117 49.4608 6.80315 4.32162 4.38555 26.8159
internal_count=4034 2462 1519 943 891 470 421 329 251 1572 159 106 62 1413 491 922 878 851 760 735 655 80 53 602 535 519 109 50 71 463
is_linear=0
shrinkage=0.00196078


Tree=620
num_leaves=31
num_cat=0
split_feature=16 16 6 17 18 2 12 14 10 18 12 17 18 8 19 16 5 15 2 2 7 6 19 2 7 17 8 9 18 18
split_gain=0.764285 1.02677 0.886592 0.734015 1.07467 1.32185 1.09754 0.75342 0.727459 1.00538 0.634012 0.764437 0.955475 0.83778 0.610262 0.879698 0.631496 0.462037 0.906041 0.670745 0.49032 0.432214 0.975074 0.610744 0.77554 0.610049 0.493197 0.652095 0.606435 0.696174
threshold=18.594956516900002 15.584963555600002 11.075258771650001 236.15709471040003 15.289002683150001 72.843776848050013 96.375827709250018 234.57881148155005 70.389210771400016 13.919698996450002 139.45036571045003 186.93340979500002 15.279937110450001 5.9453602998000008 12.851036860900001 15.454963859600001 13.154029769200003 46.683480308100009 258.06114663960005 315.94243452415003 24.054467534550003 14.185331438000002 12.451004585100002 137.73157856955004 19.078733418100004 187.61467154115005 7.7439566930000003 214.88418602500002 16.209181968050004 14.773181214800003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -3 10 9 -9 11 13 -13 -8 15 16 -4 -2 -19 -20 -21 22 26 25 -25 -23 -18 28 29 -28
right_child=17 3 14 -5 5 -7 7 8 -10 -11 -12 12 -14 -15 -16 -17 21 18 19 20 -22 23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0013183735512982515 0.00028026344262661683 -0.0022301192076870377 0.0013860542384347991 0.0010192769688444096 0.0012973941281227898 -0.002000256252741923 -0.0019408906379900894 -0.0022397047802895065 -0.0020338470222034475 0.0016812049740834618 0.0012919441458992902 -0.0020699231946476461 0.00079664566625436473 0.0013829099262562803 -0.0010882858072829658 0.0011086946879981354 0.00054795344041272268 -0.0015740922652546414 0.00071706346250098607 0.00033409051117715968 -0.0020184665278078205 0.00040875103517707534 -0.0016744341835434539 0.0010469726043637482 -0.002172709335397636 0.0020355551707341621 0.00020905656687491875 0.00046899143785869346 -8.9133178016507461e-05 -0.002147333295589483
leaf_weight=1.3527218293165812 127.71168798545841 0.88826946701737863 1.3684612131473937 1.060966569231822 0.50732786860316936 2.8981192548817489 0.33010536734946105 0.37358914229844264 1.0921679482125908 0.6141104624257423 1.7526193887169936 1.0853435646276919 0.66670230776071537 1.4635108867660163 1.1596127988887008 4.0861754175275555 4.4528833907243115 1.421877787739503 2.6702820389036792 0.57775140769081168 0.6910557933151722 3.0191659714328116 1.2917322395369399 0.47784917242825009 0.59861034191271756 1.1234035789966581 0.64253436960279975 2.923857934307307 2.8593546936754137 1.450989481876604
leaf_count=908 1436 88 30 38 9 211 182 50 162 11 68 97 2 25 31 23 198 67 28 14 27 73 26 7 56 7 6 44 53 57
internal_value=0.000189152 -4.09104e-05 0.000168396 -0.000481578 -0.000618005 -0.00150899 -0.000250954 -1.26789e-05 -0.000973902 0.000198154 0.000364654 -9.37052e-05 -0.000979114 0.000771182 0.000247406 0.00031116 0.0001499 0.000257511 -0.000284512 0.000180983 -0.00094723 6.01127e-05 -0.00011658 0.000521271 -0.000743466 0.000849916 4.66309e-05 -0.000236777 -0.000653417 -0.00142412
internal_weight=172.613 39.5402 26.8074 12.7328 11.6719 3.40545 8.26642 7.37815 2.07987 0.9877 5.29828 3.54566 1.75205 1.79362 25.4546 24.295 20.2088 133.073 5.36097 3.93909 1.26881 18.8404 13.6214 5.21903 1.07646 4.14257 12.3296 7.87674 4.95288 2.09352
internal_count=4034 2462 1519 943 905 220 685 597 223 61 374 306 99 207 611 580 557 1572 136 69 41 527 384 143 63 80 358 160 116 63
is_linear=0
shrinkage=0.00188464


Tree=621
num_leaves=31
num_cat=0
split_feature=9 9 0 16 0 5 19 10 0 15 10 17 16 9 0 18 7 9 15 0 15 9 15 18 19 2 12 13 3 14
split_gain=0.759945 0.752378 1.28548 1.92664 1.11884 1.05049 0.857733 0.711622 1.7961 1.3634 0.832994 1.91648 1.47092 0.83806 1.1791 0.915645 0.858698 1.18767 0.908088 0.741099 1.48328 0.725667 0.717628 1.3047 1.50645 0.707315 0.857237 1.24638 0.828982 0.815099
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 66.590419433100024 90.407470010750018 38.62622401090001 64.407391431150018 191.24148878695004 22.454947490600002 191.72037998490001 86.256490657300006 13.043896815850003 23.109894804950002 196.14870163055002 37.050691080100002 91.937202686950016 32.167495462450006 210.14471305145003 45.169600924000008 13.376114027300002 14.451165964200003 56.478612905150008 132.14048730010003 117.74908919740001 93.894400205900013 240.28931515145004
decision_type=2 2 2 2 2 2 2 2 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 -3 5 6 -5 8 10 19 12 -12 21 14 -14 -15 17 -17 -18 20 -9 -4 -20 -24 -25 -1 28 29 -27 -28
right_child=1 2 7 4 -6 -7 -8 9 -10 -11 11 -13 13 15 -16 16 18 -19 22 -21 -22 -23 23 24 -26 26 27 -29 -30 -31
leaf_value=0.0011984043131836478 0.00067658655582198703 -0.0017829958372094731 0.0018563587117808632 3.8783045733736832e-06 0.0012818673847123758 0.00078426296537967353 -0.0021894697684949191 -0.0021918665549016908 0.0015924932102164375 -0.00203865315584437 0.00058136389772136165 -0.0013563265539045287 -0.0012255852389496922 0.0011342677746553013 0.00036098704739558659 0.00026456812789540398 -7.9289574419467903e-05 -0.0011608619387435931 0.00071600752956885432 0.00017459784681066106 0.00094648085822250704 0.00031353710079893101 0.00089632458049755323 -0.002249200533097248 0.00019946348278087757 -0.0021598777681057237 0.00074175366827501654 -0.0022829816315588841 -0.00019260890450420649 -0.00052951895906539858
leaf_weight=1.1460662448371284 13.699684282561064 2.9119960426323797 3.4741100035607806 1.2085048235021534 2.032130504027009 1.5881519094109533 1.4486593334004281 1.3896444039419287 4.1918728277087203 1.0919390542694589 4.1293655708432189 3.4723354764282703 3.0988372992724171 5.1910628662444642 3.9214283674955368 6.1507127918302995 10.868275385349987 3.3292102087289095 25.345255523920059 55.01956518447696 0.92826415598392475 1.6672440338879821 3.4787151291966429 1.4835251700133087 2.4813817609101534 1.6842120215369498 4.2442324414587329 0.84127184556564305 1.4934307505463946 3.322996479109861
leaf_count=17 141 157 79 19 15 14 57 39 50 46 29 41 28 28 24 47 80 28 157 1330 11 17 14 28 29 106 210 50 269 874
internal_value=0.000210158 0.000245363 0.000205953 -0.000490643 0.000108857 -0.000452635 -0.00119191 0.000251445 0.000366644 8.92167e-05 0.000300842 -0.000303742 0.000366041 0.000288151 -0.000339347 0.000363675 0.000288394 -0.000236022 0.000402269 0.00012974 -0.000935037 0.00135605 0.000561887 3.71133e-05 -0.000716738 -0.000242213 -0.000384715 -6.3272e-05 -0.0012353 0.0001835
internal_weight=176.334 163.602 149.902 9.18944 6.27745 4.24532 2.65716 140.713 82.2833 58.4294 78.0915 7.6017 70.4898 65.3484 7.02027 58.3281 53.1371 9.47992 43.6572 57.3375 2.31791 5.14135 32.7889 7.44362 3.96491 12.7322 11.5861 8.4085 3.17764 7.56723
internal_count=4034 2508 2367 262 105 90 76 2105 679 1426 629 70 559 463 52 411 383 75 308 1380 50 96 228 71 57 1526 1509 1134 375 1084
is_linear=0
shrinkage=0.00192234


Tree=622
num_leaves=31
num_cat=0
split_feature=9 9 10 4 6 15 7 7 3 3 19 19 5 0 0 17 16 12 6 6 13 9 7 18 15 2 0 19 16 18
split_gain=0.596953 0.925879 0.653688 0.502914 0.479333 0.476739 0.506191 1.29646 0.47607 0.451592 1.31628 1.17835 0.823614 0.683097 0.849578 0.603088 0.586467 0.560527 0.539142 0.631847 0.923421 0.459813 0.851599 1.40826 1.51902 1.01372 1.30498 1.20566 1.0321 1.45939
threshold=179.18874144770004 177.77223095870002 72.378669787950017 377.6847677435 17.475408310100004 19.215947067900004 20.861906850000004 22.356277907050004 108.56262776565002 81.105404879350019 11.850956171350001 13.351077205700003 15.237417718750002 102.03236296680001 102.11570516885001 162.57770630285003 14.274966618900002 241.11057232950003 13.315311110100001 12.05528166975 98.050756475600011 186.68586460755003 23.109894804950002 13.314799198000001 31.504255087500002 108.63443756215001 85.732241321850012 14.351157895250003 22.704946905950003 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 3 4 5 -1 8 -8 -7 10 15 13 -11 17 -15 -2 -16 -12 19 20 -17 -14 23 25 -25 26 -23 -28 29 -27
right_child=9 -3 -4 -5 -6 6 7 -9 -10 12 11 -13 21 14 16 18 -18 -19 -20 -21 -22 22 -24 24 -26 28 27 -29 -30 -31
leaf_value=-0.0012591062667229342 -0.0020509385404415682 -0.0022493735406254808 -0.0019106165452020994 -0.0019429834938007957 -0.0019206614886104316 0.0010940882424487122 -0.001788599403587252 0.00094093207277732964 -0.00074885742277865661 0.001449283847846811 -0.0020492091397742501 0.00029006565409953988 0.00052725609932036306 0.0022117043878995294 0.0004062503905875278 -0.0019643502549672558 -0.0019625147507792268 0.00018730447584687648 -0.0012052687867647762 0.0016942504044307406 0.00058886430552064072 -0.00047632118495173224 0.00025598841472095117 0.00067316872724472378 -0.0013541151765815087 -0.0009181298620699798 0.00017311790518561787 0.0014862327848578008 0.00089818111030372846 0.00062887014604140294
leaf_weight=0.67447601927778666 0.34293045511731435 0.795437014508935 0.67141080565852451 0.43574789476406284 0.38093069146270853 3.3948298017494385 1.101548652892234 1.4082284439355133 0.58341589696647123 1.9017428271472443 2.7741629905067371 2.9628438525833189 13.875035244971512 0.38105040788650502 0.65464549022726692 0.5524475253550899 0.85755511606112123 0.46470056776888657 0.61128902249038208 1.5859832883579654 5.6365741053596139 3.7954214063938734 97.638416513858829 1.7530450267950062 5.2272196756966878 8.0802197567536478 5.0195535756647569 4.9158607684075832 2.2455924954265347 2.9591751197003751
leaf_count=126 101 17 744 73 161 202 108 19 45 18 117 83 134 1 60 248 80 22 14 29 27 88 1207 25 61 104 32 35 28 25
internal_value=0.000157158 -0.000303557 -0.000124635 2.56467e-05 0.000139365 0.000248926 0.000405696 -0.000257067 0.000823817 0.000183656 -0.000108873 -0.000656288 0.000217042 -0.00120263 -0.000303311 0.000398768 -0.000937055 -0.00172832 0.000498941 0.000632929 0.000360958 0.000200937 0.000166541 -9.03551e-05 -0.000844977 0.000104622 0.000463719 0.000822823 -0.000266527 -0.000503447
internal_weight=173.681 9.44603 8.65059 7.97918 7.54343 7.1625 6.48802 2.50978 3.97825 164.235 16.8242 8.09496 147.411 5.13211 1.89325 8.72922 1.5122 3.23886 8.38629 7.775 6.18902 145.51 131.635 33.9961 6.98026 27.0158 13.7308 9.93541 13.285 11.0394
internal_count=4034 1495 1478 734 661 500 374 127 247 2539 782 363 1757 280 141 419 140 139 318 304 275 1739 1605 398 86 312 155 67 157 129
is_linear=0
shrinkage=0.00188464


Tree=623
num_leaves=31
num_cat=0
split_feature=15 2 10 2 2 15 5 0 5 6 10 10 10 0 2 7 15 16 6 0 3 16 18 6 5 6 6 9 3 17
split_gain=0.151722 0.453674 0.2396 0.592701 0.205882 0.205283 0.61434 1.18024 0.785204 0.536436 0.670844 0.961983 0.525938 0.519479 0.714548 1.1094 0.76268 0.518643 0.498541 0.558524 0.488514 0.887517 0.445864 1.62205 0.996377 0.530047 1.12941 0.4337 0.425923 0.395455
threshold=46.683480308100009 258.06114663960005 61.982402197500001 284.79578090205001 184.38272419390003 37.408632939650005 20.911722254300006 90.767723400200012 20.971847224900007 15.365359009150003 62.837331883000012 64.407391431150018 66.590419433100024 86.329079026800017 229.44804549725004 23.864758692950002 42.246988155050012 22.514947350300002 16.605387982250004 85.963448721100022 92.781378539900018 22.574947209950004 13.545319032100002 16.355382140900002 20.374719724350005 16.165377701450002 15.075352233200002 197.55459634620004 92.703413254150021 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=5 4 -3 -4 -2 6 18 8 -8 10 -7 -12 -9 -11 15 16 29 -17 19 -1 21 -10 -21 24 25 26 -24 -28 -16 -15
right_child=1 2 3 -5 -6 9 7 12 20 13 11 -13 -14 14 28 17 -18 -19 -20 22 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.034698979903953729 -0.0081368780238446833 0.015512532876987221 0.016544774416043483 -0.059322422617882738 -0.063126183475956443 -0.070556513381746705 -0.072347684703401777 -0.21028576036819577 0.0023429555180934335 -0.00014691625017773346 0.057163397393038447 -0.039307224668270309 -0.064320859981911449 0.015023978960207129 0.053999925716850423 0.003646815386309643 -0.0098349703672355321 -0.033759332892839861 0.027194148950754289 0.013290619177599362 0.00030730150953480514 -0.060195965527264549 0.00072022724828129715 -0.053764214486071694 0.040938486633924465 0.030011412193710656 -0.067079210523801475 -0.017030166590292467 0.011475436973412582 0.037932001046726643
leaf_weight=1.3704545714899712 0.33239964551466927 1.6133552865358072 0.74291980080306508 0.582579001380509 0.61601020643865922 0.6631778478622431 0.58614543918519935 0.11760961930122071 1.588804415892809 24.309782630123664 0.53792812116444089 0.8389615476335166 0.23404778705298668 7.0772516075521761 1.8534082323312753 2.2492064815014592 2.8928723968565455 2.4618546981364489 2.3643503507046253 8.9281627157470194 9.827402641578372 1.3152042049914596 45.707702583176342 1.7410351415164758 1.9541694745712437 1.7923881541937579 1.0357602671720081 1.1682882672175763 1.2509673982858656 3.6075632236897945
leaf_count=20 26 18 6 45 41 7 10 3 37 316 18 67 53 53 44 14 21 31 35 123 729 11 2095 51 45 24 29 31 6 25
internal_value=0.000969424 -0.00998965 0.000938689 -0.0168001 -0.0438535 0.00130361 -0.000445023 -0.0113115 -0.00862274 0.00422387 -0.0240281 -0.00161774 -0.113138 0.00548497 0.0118847 0.00764465 0.0158141 -0.0159005 0.00180341 0.000860949 -0.00568888 -0.0259805 0.00164284 -0.000304624 0.00149712 -5.35588e-05 -0.0011783 -0.04055 0.0368639 0.0227585
internal_weight=131.362 3.88726 2.93885 1.3255 0.94841 127.474 79.7315 13.6692 13.3176 47.743 2.04007 1.37689 0.351657 45.7029 21.3931 18.2887 13.5777 4.71106 66.0623 63.698 12.7314 2.90401 62.3275 53.3993 51.6583 49.7041 47.9118 2.20405 3.10438 10.6848
internal_count=4034 136 69 51 67 3898 3296 843 787 602 92 85 56 510 194 144 99 45 2453 2418 777 48 2398 2275 2224 2179 2155 60 50 78
is_linear=0
shrinkage=0.0563112


Tree=624
num_leaves=31
num_cat=0
split_feature=17 8 13 17 5 16 8 6 18 15 8 6 0 12 6 2 3 17 6 9 12 2 8 18 0 18 18 6 6 7
split_gain=0.325159 0.171924 0.241504 0.3484 0.366877 0.204161 0.294471 0.388465 0.404854 0.717843 0.56293 0.31978 0.241027 0.692432 0.728578 0.632567 0.618843 0.507555 0.458117 0.391818 0.377491 0.404806 0.375901 0.34582 0.573234 0.557179 0.542725 0.514862 0.674258 0.49371
threshold=159.58247398035004 10.341929261000002 119.06105676505001 163.10708527260002 32.00428233840001 22.744946812400002 9.5425530862500008 16.705390318750002 12.551858988050002 34.139075990150012 5.9453602998000008 16.625388449550005 85.995710218650018 99.140885195450011 16.565387047600002 78.595990734650016 93.663192806700025 193.10154186985002 16.575387281250006 203.72699028675004 116.40752902905001 112.15964652650003 8.3434888241000014 13.065205089100003 86.756543869550015 13.192618516750001 13.327513832500001 16.395383075500003 16.455384477450004 22.996658327800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 -4 -5 6 7 11 10 -10 -9 12 13 18 15 -15 -17 20 -2 -19 -18 -22 -23 24 -14 -25 27 -27 -29 -28
right_child=1 -3 3 4 -6 -7 -8 8 9 -11 -12 -13 23 14 -16 16 17 19 -20 -21 21 22 -24 25 -26 26 29 28 -30 -31
leaf_value=-0.052993767585604028 -0.048012747743490507 0.024229094288153587 0.030674268155799943 -0.052333283677118071 0.011049886239261314 0.011914921539102188 0.030122349938804562 -0.050901303901864432 -0.058656936597383143 0.0094482433812724496 0.051397166949856403 0.023910430524854618 0.031533629622947937 0.039662120303520162 -0.046086962291900326 -0.033686509141491516 -0.023964944583139098 -0.044252568554073259 -0.0053575927648771924 0.01926563258779837 0.027221073367319413 0.013383307257748396 -0.0068814472522051228 -0.017917934478261999 -0.0030521825990233284 -0.0053779066610468362 -0.01777465601167165 0.042363977930856202 0.0084531387688972989 0.0011845090646748439
leaf_weight=0.28049388932595221 1.4049369600834354 0.78513320643105444 0.26827457640319963 0.74891227815533035 0.32847418030723929 4.1319602117873719 0.83990078995702688 0.20772193005905082 1.0256159776936327 0.62139700725674618 0.38151467964053154 1.4782619184552448 2.447719268500804 1.0159988962113864 0.84773858907283361 1.3285471342969675 1.0201395034091536 0.9477603526029259 1.1406482477905227 0.32645219075493515 2.1680112979374817 4.5507719747074571 4.6041134635361232 3.8007294000126413 2.3471350314757728 2.5860074164811504 3.5911421807522848 2.3428185172379017 3.9171500708907843 78.565540082451662
leaf_count=262 36 25 10 103 5 46 35 131 67 10 11 59 14 8 79 19 23 59 15 20 17 125 65 37 35 35 219 38 25 2401
internal_value=0.00078508 0.000901321 0.000759325 -0.0203129 -0.033009 0.000981482 0.000615703 0.000413673 -0.0202361 -0.0329617 0.0153342 0.00079711 0.000509876 -0.00459595 -0.000915507 0.00148357 -0.00111177 0.00206634 -0.0288995 -0.0279793 0.00516805 0.00779279 0.00319189 0.0015021 0.0146035 0.000839475 0.00162288 0.0133909 0.0211444 0.000355787
internal_weight=130.051 129.771 128.985 1.34566 1.07739 127.64 123.508 122.668 2.23625 1.64701 0.589237 120.432 118.953 19.3551 16.8095 15.9618 14.9458 13.6172 2.54559 1.27421 12.343 11.3229 9.15489 99.5982 4.79485 94.8034 91.0027 8.84598 6.25997 82.1567
internal_count=4034 3772 3747 118 108 3629 3583 3548 219 77 142 3329 3270 466 415 336 328 309 51 79 230 207 190 2804 49 2755 2718 98 63 2620
is_linear=0
shrinkage=0.0500028


Tree=625
num_leaves=31
num_cat=0
split_feature=17 7 7 5 4 4 16 10 8 13 3 3 5 7 19 3 16 8 14 7 6 2 17 16 8 14 0 0 3 8
split_gain=0.291723 0.150011 0.732955 0.385119 0.374446 0.354349 0.297455 0.297196 0.693395 0.634278 0.254893 0.241919 0.372523 0.267408 0.213946 0.199082 0.499299 0.212928 0.701735 0.539138 0.340936 0.234705 0.426696 0.416857 0.322228 0.302763 0.303445 0.338699 0.625941 0.370579
threshold=159.58247398035004 20.873561687950005 21.725272673150005 27.084128732200003 377.6847677435 186.12253940095005 18.964955651700002 61.622148808000013 8.4434108459500017 117.80016990185001 108.40938565220002 103.00289635185001 26.429668882900003 20.682518714850001 13.851117550450002 94.130984521400009 22.704946905950003 8.8430989333000021 168.39662374755002 23.356162058950002 16.625388449550005 60.327272492300004 183.19621122360005 22.714946882600003 8.7431769115000026 156.61564208075004 85.667718326750006 85.812895065800021 93.72771580185001 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 4 5 7 6 -3 11 8 -4 15 -8 12 13 -2 -12 17 -17 20 -19 -20 21 22 -9 24 25 -23 -27 29 -29 -28
right_child=1 2 3 -5 -6 -7 10 9 -10 -11 14 -13 -14 -15 -16 16 -18 18 19 -21 -22 23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0559280336975412 -0.054356053771692787 -0.016365986966552001 0.014967188542399139 0.03632150373244411 -0.054069965152515928 -0.062916809894615247 0.03668246192741572 0.0074647789387912236 -0.059938200636420233 0.046294367527001931 0.016921339884157408 -0.053921846586391757 0.045379973254672877 0.026274701640104332 -0.053848557102953096 -0.056796365658782412 0.0064874529609649659 0.025209232950543295 -0.054625966958424192 -0.00805014263005931 0.029679254769778583 0.028581119350676649 -0.026281142404764542 0.038924191294669147 0.014676197783139921 -0.029618157009761188 0.031183015818129486 0.00043240406860098877 -0.041883548236487662 0.0029896702336815882
leaf_weight=0.25513370579210359 0.31007872863483477 1.7335312109280487 0.67759730634497717 0.86899397816887258 0.2303856384314712 0.62695265240745346 1.7521733432076874 1.9266305881246797 0.71530905173858628 0.8700832761824121 0.40810095009510394 0.23983880922969547 0.38454076458583586 0.18485923130356241 0.17054616438690573 0.58165772230859036 0.88542512059211731 1.1398309431970108 1.0413882288848983 2.1333648122381419 1.1965615736553434 1.089586667716502 2.3320961278077448 0.83983406145125528 4.9081528685055664 0.93571855015761585 2.0776752154342821 93.938146341920401 0.99469149205833574 3.5655383024131879
leaf_count=262 78 41 11 36 48 92 43 21 45 11 22 228 25 16 47 42 10 16 26 39 19 11 57 15 44 62 22 2586 16 43
internal_value=0.000756711 0.00086903 0.000558339 0.0011217 0.0114276 -0.02873 0.0158012 0.000870666 -0.0234995 0.00115247 0.0265984 -0.00668232 0.00620017 -0.0242405 -0.00393686 0.00082403 -0.0186028 0.00106532 -0.0105054 -0.023328 0.00150399 0.0012046 -0.0110146 0.00168489 0.00139398 0.0007586 0.000459964 0.000739798 -1.09759e-05 0.0133697
internal_weight=129.014 128.759 125.079 122.718 3.68052 2.36048 3.45014 121.849 1.39291 120.456 2.33082 1.11932 0.879479 0.494938 0.578647 119.586 1.46708 118.119 4.31458 3.17475 113.805 112.608 4.25873 108.349 107.51 102.601 101.512 100.576 94.9328 5.64321
internal_count=4034 3772 3265 3132 507 133 459 3096 56 3040 112 347 119 94 69 3029 52 2977 81 65 2896 2877 78 2799 2784 2740 2729 2667 2602 65
is_linear=0
shrinkage=0.0530633


Tree=626
num_leaves=31
num_cat=0
split_feature=16 16 0 2 10 8 3 7 7 3 6 10 18 15 2 13 5 7 18 5 3 8 8 8 7 9 9 17 7 18
split_gain=0.643448 0.941252 0.652916 0.620878 0.652973 0.912263 0.637067 0.890354 0.636995 0.525726 0.720402 1.14276 0.63932 1.26341 3.7895 0.937602 0.831485 0.9933 0.817075 0.907633 1.10503 1.06938 0.665629 0.609804 1.48898 1.06623 0.919738 0.92034 0.703334 0.569898
threshold=18.594956516900002 15.584963555600002 103.33357670195001 68.946226135900005 71.015621515800021 8.2435668022500028 77.69375151185001 25.138824731100005 22.356277907050004 93.281431752200021 16.375382608200002 62.181348099150007 13.077716774800001 41.29990759910001 108.63443756215001 117.61735474900001 23.389417063900002 19.174878202900004 13.204532713600001 24.458659404000002 93.499196860750018 8.3434888241000014 8.543332867800002 8.3434888241000014 22.356277907050004 186.16747084260001 198.96357396150003 186.57794620975002 21.725272673150005 13.4793103924
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 8 6 -6 -8 -5 29 11 -11 15 14 -14 16 -12 -18 -15 20 -20 -21 -22 24 -17 -25 27 -27 -28 -2
right_child=9 3 -4 4 5 -7 7 -9 -10 10 12 -13 13 18 -16 23 17 -19 19 21 22 -23 -24 25 -26 26 28 -29 -30 -31
leaf_value=0.00024082285445624387 0.00063327572064262694 -0.0022109857552567364 -0.0013552191756916944 -0.0010731756403771701 0.00092695313351978388 -0.0019092847620302532 2.9764546850642865e-05 -0.001844209585247175 0.00096231490213338788 -0.0021319338789312641 0.0011133075284436016 0.00056253581158945002 0.00038843569199713989 -0.00061547951024461841 -0.0024215649076980809 -0.001527779193358282 0.00073516746828861926 -0.0021506469086033857 0.0016544898294715501 0.00049753170807999617 -0.00025338278978221231 -0.0021824004505256222 0.0011535055183570038 0.0013824975870740991 0.0015208415849911304 -0.001880552037474906 -0.00049699050604470971 0.00013772247713673605 0.0011330776801446968 0.00026257845508168931
leaf_weight=23.535311062179975 20.847511757165194 0.73809905495727335 0.98688674637651175 0.78715424396068412 1.2055241052585186 1.7300113801611585 2.5210319673133199 1.4910177447600288 2.0419677275494905 1.3070432718013756 7.8066853582859057 1.0480682617053387 4.4920584410429027 3.0895220012462223 2.9304457125253975 2.2111382147413674 1.2288536436390129 0.68726737285032857 3.3395588248968107 1.3764098276151338 3.4836218249984086 0.91667744616279367 1.9318807004019616 2.4273300915956479 0.80849812552332867 1.6100102044874804 1.5685179159045217 1.7343054079683495 2.5988538875244558 57.860721623641439
leaf_count=629 160 52 890 338 78 141 139 112 83 49 43 15 55 38 57 103 64 32 14 19 38 33 24 16 5 26 28 15 32 706
internal_value=0.000200566 -2.97287e-05 0.000176591 -0.000510898 -0.000382549 -0.000699571 -0.000298462 -0.00066667 0.000395975 0.000264959 0.00010313 -0.000932845 0.000158278 -7.87408e-05 -0.000720968 0.000383579 0.000834799 -0.000299906 0.000258439 0.000502823 0.000784804 -0.00057379 0.000248499 4.5032e-05 -0.000711521 0.000274885 -8.30293e-05 -0.000833909 0.000519552 0.000360765
internal_weight=160.342 35.037 24.5222 10.5148 9.77671 6.94759 5.21757 4.01205 2.82912 125.305 46.5967 2.35511 44.2416 21.5602 7.4225 22.6815 9.72281 1.91612 14.1377 11.0481 8.75506 2.29309 5.4155 12.9587 3.01964 9.93902 7.51169 3.34432 4.16737 78.7082
internal_count=4034 2462 1519 943 891 470 329 251 421 1572 706 64 642 278 112 364 139 96 166 128 76 52 62 225 108 117 101 41 60 866
is_linear=0
shrinkage=0.00192234


Tree=627
num_leaves=31
num_cat=0
split_feature=13 9 7 3 2 6 15 19 16 9 7 4 18 8 10 16 0 0 15 10 5 15 6 16 16 6 6 2 0 17
split_gain=0.594962 0.409037 1.00538 0.868229 0.805404 0.597897 0.503644 0.733948 0.737123 0.479315 0.735816 1.29358 1.73975 1.07263 1.03473 1.72727 1.59337 0.979266 1.03759 0.793934 0.763896 0.988926 1.25274 0.748826 1.18181 1.37861 1.10819 1.01889 0.822602 0.731756
threshold=98.050756475600011 179.18874144770004 20.861906850000004 84.092281862300013 319.18044405035005 17.475408310100004 25.621990087700002 13.551093343600002 18.704956259700005 187.11236276785004 23.109894804950002 168.01744813895002 13.455547561900003 8.9430209551500024 66.590419433100024 22.454947490600002 91.937202686950016 85.791387400750025 35.098844929350008 64.665483411650015 21.850554661550003 44.891409666300007 16.405383309150004 22.714946882600003 22.614947116400003 16.525386113000007 15.785368822600002 151.26092141510003 86.162394622750014 206.35686538205002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -2 -3 11 17 23 14 15 -12 29 18 -11 -19 -17 -22 -23 24 26 -26 -13 -28 -29 -16
right_child=1 9 3 -5 -6 -7 -8 -9 -10 10 13 12 -14 -15 16 20 -18 19 -20 -21 21 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.0006928089963019389 -0.0002568008304844225 0.00052566344757112849 0.00031403241450490718 -0.0016845891550216594 -0.0019977241758699503 -0.001973330481567183 0.0013659115244667669 -0.0020336701788594845 0.0020103763451982323 -0.0022239885404739708 0.0013870686105074703 -0.0012504440231296476 -0.0021638046358046802 -0.00097656135263244194 -0.0024981674179635404 4.770867960273706e-05 0.00016955245390287742 0.0015047739035109892 0.00050905637233114543 0.00023019133035673381 0.00082375421289291673 -0.0013556908921938098 0.00040132087579003347 0.00058983044975684847 -0.0016970836059715287 -3.8989897582410235e-05 0.0011223890539783293 -0.0012291022179952067 0.00063664788966091878 -0.00028197480940643618
leaf_weight=2.8304729548217429 1.4151106349891041 16.831416776403785 1.2231634253694212 2.3394972977403086 0.5146351373696233 0.33280914639180981 2.2320297070546076 0.47612143449077837 0.84721284545958031 0.87854571518255609 6.7519335355609646 1.7721362262964335 1.7582134786644008 2.5475157629698506 1.2126850327476852 18.760893765836954 53.665821743183187 3.573261521756649 1.2348126051947472 3.6514153126627207 17.454516350291673 1.8753459478029961 7.4840619980823249 3.8739820471964768 3.942549090657848 3.4963582828640938 3.8687230463838205 1.7721401026210517 1.7216202244162557 1.0083791520446537
leaf_count=1186 177 155 45 211 41 160 67 51 12 33 116 12 31 54 25 140 923 21 19 32 137 46 82 52 74 24 49 32 10 17
internal_value=0.000181224 0.000195905 -0.00019418 -0.000998405 0.000298295 0.000521102 0.000688123 0.000135676 0.00059223 0.000218899 0.000182616 -7.6409e-05 -0.000328853 0.000256384 0.000285409 0.000479674 0.000103519 0.000523899 -0.0006271 0.000860589 0.000345244 0.00055342 4.92682e-05 -0.000171071 -0.000348929 -0.000917764 0.00011431 0.000442804 -0.000309717 -0.001492
internal_weight=171.347 168.517 9.38058 3.56266 5.81792 5.30328 4.97047 2.73844 2.26232 159.136 142.305 31.5438 22.2057 110.761 108.214 52.3268 55.8869 9.33804 2.11336 7.22468 45.5748 26.8139 9.35941 20.4475 16.5735 7.43891 9.13462 7.36248 3.49376 2.22106
internal_count=4034 2848 764 256 508 467 307 240 189 2084 1929 389 284 1540 1486 521 965 105 52 53 405 265 128 253 201 98 103 91 42 42
is_linear=0
shrinkage=0.00192234


Tree=628
num_leaves=31
num_cat=0
split_feature=16 16 10 8 7 3 7 0 7 19 0 19 16 5 18 9 15 6 19 8 10 17 7 3 6 10 4 7 16 0
split_gain=0.819834 1.19445 0.944973 1.23929 1.00869 0.831508 0.96412 0.801215 0.657151 0.825702 0.993331 0.581294 0.796951 0.709273 1.91541 0.828481 0.566302 0.535408 0.583136 0.734084 0.503629 0.475956 0.850914 0.430801 1.13548 1.06611 0.594482 1.15442 1.24234 1.43057
threshold=18.594956516900002 15.584963555600002 71.015621515800021 8.2435668022500028 22.356277907050004 77.69375151185001 25.138824731100005 103.33357670195001 25.115444054700003 12.451004585100002 99.994511703900017 12.851036860900001 15.454963859600001 15.237417718750002 14.773181214800003 219.59809404590001 19.215947067900004 14.005327232250002 11.950964240300001 7.943800736700001 78.728807892050014 168.81379805985003 25.016749795550002 93.281431752200021 16.375382608200002 62.181348099150007 284.07887079910006 23.051546669900002 22.594947163200004 85.963448721100022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 4 5 -3 20 8 11 9 -7 -11 12 13 17 16 -16 -15 18 21 -20 -4 22 -1 -2 25 -25 -26 -28 -29 -30
right_child=23 2 3 -5 -6 6 -8 -9 -10 10 -12 -13 -14 14 15 -17 -18 -19 19 -21 -22 -23 -24 24 26 -27 27 28 29 -31
leaf_value=0.00053118032217668672 0.00035330546438246189 -0.0012678225278449661 0.001721388855953618 -0.001961579000202435 0.00088196976609594799 0.0016480542678514551 -0.0018716867437285811 -0.0013320352641310268 0.0021108569237656225 -0.0021013275948427081 0.00058894214348004985 -0.0010401527517430145 0.0010835495754083697 -0.0013090807614821287 -0.0019146487681023961 0.00041946999328801196 0.00064206507773723542 0.0018361149082098212 0.000897203758894842 -0.0021164160851892279 -0.00057930028937615795 0.00077083938485366353 -0.0020751047931974877 -0.0021739515334427244 0.00031201128919210207 0.00028524302923530235 -0.0013915499523849129 0.0010935690113591892 0.00013136631405850235 -0.002488355978201481
leaf_weight=1.5333367744460793 84.758576592197642 1.1306055707464104 0.93043949414277249 2.6703507611528039 2.813811984815402 0.5389156180899598 1.8709490095498038 1.2239174210735644 0.42072617076337326 1.2597246436635035 0.84899400605354447 1.2118035331004637 4.2252543733920893 0.61550223717494912 2.5729582640342419 0.71897543850354839 5.1420586483582156 0.99072111025452692 0.50574717254494383 0.72959544719196856 0.56518132204655558 6.9538726764003513 0.66310688899829973 1.4902419882710085 35.100523772300221 1.1573804114013908 2.3728595383581688 3.0110829067416489 3.0223303437232971 1.0337684005498884
leaf_count=16 866 346 24 169 84 14 117 890 2 120 11 37 26 162 79 16 71 7 30 19 56 86 80 49 445 15 98 18 69 12
internal_value=0.000198167 -4.24094e-05 -0.000520183 -0.000860657 0.000265765 -0.0004038 -0.000784049 0.000187769 -0.000120856 -0.00047549 -0.00101819 0.000259691 0.000323589 0.000166385 -0.000235254 -0.00140487 0.000433481 0.000485874 0.00035707 -0.000882645 0.00085198 0.000524439 -0.000255658 0.000271347 0.000124135 -0.00109894 0.000196838 -0.000231405 0.000158122 -0.000536316
internal_weight=172.083 40.1365 13.0497 9.10528 3.94442 6.43493 4.93931 27.0868 3.06836 2.64763 2.10872 25.8629 24.6511 20.4259 9.04949 3.29193 5.75756 11.3764 10.3857 1.23534 1.49562 9.15032 2.19644 131.947 47.1882 2.64762 44.5406 9.44004 7.06718 4.0561
internal_count=4034 2462 943 513 430 344 264 1519 147 145 131 629 592 566 328 95 233 238 231 49 80 182 96 1572 706 64 642 197 99 81
is_linear=0
shrinkage=0.00192234


Tree=629
num_leaves=31
num_cat=0
split_feature=10 16 8 13 18 16 16 8 15 13 5 15 12 16 6 10 10 0 2 7 15 16 3 15 5 3 5 15 2 17
split_gain=0.149922 0.279751 0.328248 0.259609 0.181285 0.183712 0.529535 0.148968 0.145167 0.403289 0.281859 0.169105 0.522046 0.517744 0.470964 0.608686 0.860144 0.459267 0.63904 0.918597 0.661908 0.416072 0.413434 0.376105 0.362351 0.992035 0.750676 0.353661 1.58398 0.585974
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 17.138111898250003 17.684958644900004 14.544965987550002 6.6448144527000013 46.683480308100009 117.56896250265002 25.322158499750007 37.408632939650005 259.15561776220005 22.634947069650003 15.365359009150003 62.837331883000012 64.407391431150018 86.329079026800017 229.44804549725004 23.864758692950002 42.246988155050012 22.514947350300002 92.703413254150021 28.343014915050002 20.911722254300006 88.931506497100017 20.971847224900007 41.29990759910001 169.97615743665003 192.77618096940003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 7 -2 8 6 -6 -3 11 -10 -11 12 24 23 15 -13 -17 27 19 20 -19 -21 -20 -14 -1 -26 -27 28 -16 -29
right_child=1 2 -4 -5 5 -7 -8 -9 9 10 -12 14 13 -15 17 16 -18 18 22 21 -22 -23 -24 -25 25 26 -28 29 -30 -31
leaf_value=0.0020610566537533652 -0.054616003429914475 -0.053417454715198993 -0.054696779315536417 0.049499242443392676 0.054427689069827923 0.053824161733108007 -0.054151733520394464 0.038601147507489317 -0.044774063438054609 -0.025864525564973446 0.0098200195139446292 -0.065143415718562497 -0.010007145826242965 0.054045114398209408 0.0013791730094058572 0.05379254170065937 -0.034556909889728496 0.020217402281668143 0.050142940373015178 0.0033773231759990875 -0.0083683540475798651 -0.028042771132429766 0.010053471846779308 -0.062426711941564399 -0.097131075928225841 -0.066755286258076779 -0.0025128411878897476 -0.0025102320133063511 -0.062883640009458633 0.019228187114183812
leaf_weight=62.777814721978757 0.090969993222641987 0.06582053435704438 0.61573957838663773 0.2606451353058219 0.27540869908989307 0.36672626342624426 0.23386190441669896 0.20023647099151276 0.72827960012727944 0.88525390272843685 2.1057929931703256 0.62059145420789619 0.69738427568063233 0.18889146111905564 6.3474175226874676 0.49615669809281804 0.82821831056207884 10.453285521827643 1.7322559384629124 2.2541241087019435 2.9173314273357382 2.5060173124074936 1.244849160313606 0.86149065311110462 0.34054594073677336 0.53551807999610801 11.737077049547223 11.174371219938623 1.3014231694396583 5.0782112794840932
leaf_count=1280 424 244 250 8 9 17 41 34 63 34 39 7 158 5 93 18 67 78 44 14 21 31 6 75 38 9 704 111 36 76
internal_value=0.000954536 -0.0174575 -0.0334154 0.0225625 0.00113101 0.0251879 0.00456699 0.0158364 0.000966125 -0.00936346 -0.000741461 0.00127572 -0.000252548 -0.0289227 0.00378644 -0.0217786 -0.00145815 0.00489117 0.010595 0.00685367 0.0139803 -0.0131641 0.0333799 -0.0389761 0.000412105 -0.00779502 -0.00531608 -0.000145996 -0.00955492 0.00428206
internal_weight=129.922 1.23341 0.881797 0.351615 128.688 0.875997 0.509271 0.266057 127.812 3.71933 2.99105 124.093 77.1387 1.74777 46.9543 1.94497 1.32438 45.0093 21.1079 18.1308 13.3706 4.76014 2.97711 1.55887 75.391 12.6131 12.2726 23.9014 7.64884 16.2526
internal_count=4034 960 528 432 3074 67 50 278 3007 136 73 2871 2269 238 602 92 85 510 194 144 99 45 50 233 2031 751 713 316 129 187
is_linear=0
shrinkage=0.0530633


Tree=630
num_leaves=31
num_cat=0
split_feature=16 16 5 18 10 8 18 12 18 7 19 12 10 19 16 12 5 6 19 5 13 19 13 17 14 4 0 5 6 0
split_gain=0.720815 0.928781 0.822375 0.767546 0.973304 0.845391 0.83337 0.697193 0.771233 0.692138 0.637253 1.14954 0.606058 0.570828 0.663106 0.772497 0.690914 0.54057 1.2088 0.659257 0.787755 0.525432 0.477032 0.643271 0.453985 0.64937 0.587992 0.449092 1.02553 0.635799
threshold=18.594956516900002 15.584963555600002 11.270433591700002 18.273715221050001 71.015621515800021 8.2435668022500028 13.919698996450002 151.46967002190004 17.551307094650003 24.803880018200001 12.551012654050002 145.97209859650005 69.999384342500022 12.851036860900001 15.404963976500001 81.514192512750014 13.154029769200003 14.185331438000002 12.451004585100002 15.789380854850002 103.93041440690001 13.351077205700003 98.255079293500017 241.79519611995002 227.56668127245004 164.18548070700004 81.446839061900008 14.582249945350002 13.65531905435 100.91127592640002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 7 24 10 -9 -8 -6 21 -11 14 15 -4 22 18 27 -19 -21 -12 23 -17 25 -3 -27 29 -29 -18
right_child=-2 3 13 -5 5 -7 9 8 -10 12 11 -13 -14 -15 -16 16 17 19 -20 20 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0019128663229202251 0.00026045874668419129 -0.0023595216961802357 -0.002411969256515975 0.0016992769957399532 0.0012233701567855736 -0.0018691798222759506 0.0018403455359958928 -0.0020023595384647576 0.00073342909281291335 0.0019338960343932014 -0.0020411177485618057 0.0015197274986358793 -0.0020100459499199841 -0.0010704129812365883 0.00083818837407968424 -0.0019428367902490228 0.0017958493962689139 0.0020150203734211739 -0.002203178239248775 -0.0021661076800078998 0.00064165356980501963 -4.2831960500199718e-05 0.0017642128409976739 0.0020692073502433551 -0.0021099266871914073 -0.0019199123392707866 0.0013985498210169771 -0.0020096615692790348 4.7042119044265996e-05 0.00010953332426105342
leaf_weight=0.65841660064689023 132.91798462315637 0.33816443379327887 0.42117557991879095 0.56395480269566256 1.0249170204624518 2.3659757215064019 1.3546296487620564 1.6502319914579859 0.47030585724860419 0.21623899042606343 1.2067345219838901 0.71710427291691292 0.38442090312310029 1.1653800899512123 5.801811857149004 0.33620308923491693 0.90058600902557362 0.97241589426994268 0.93091882148291993 0.42013120150659267 2.2865940518895513 0.76280516898259509 1.4851483521051703 0.24566617608070374 0.54360990623536043 0.24623456140398026 0.82531447138171643 1.1164714922633718 3.7650465571787208 6.719314284826396
leaf_count=798 1572 50 29 17 13 169 19 187 17 3 84 11 64 35 38 75 7 6 23 31 97 15 16 1 73 151 70 168 44 151
internal_value=0.000193774 -2.83927e-05 0.000167778 -0.000449903 -0.000550017 -0.000918991 0.000223885 -0.000533517 -0.0013956 0.00109368 -4.09811e-05 -0.000523313 -0.000590217 0.000219344 0.000278516 0.000112844 0.000168291 4.39647e-05 -0.000131346 0.000684016 0.00020584 -0.00126718 0.00119751 -0.000248945 -0.000646789 -8.25783e-05 0.00063599 2.29327e-05 -0.000423355 0.000308837
internal_weight=172.814 39.8959 27.2253 12.6706 12.1067 8.19807 3.90861 5.8321 2.12054 1.95529 3.71156 2.68664 0.60066 26.5669 25.4015 19.5997 19.1785 17.1115 13.4323 3.67914 2.70673 1.96954 2.06702 0.581869 1.95332 1.40971 1.07155 12.5014 4.88152 7.6199
internal_count=4034 2462 1519 943 926 496 430 327 204 86 123 110 67 721 686 648 619 527 393 134 128 99 92 76 344 271 221 370 212 158
is_linear=0
shrinkage=0.00188464


Tree=631
num_leaves=31
num_cat=0
split_feature=3 17 6 15 2 5 2 10 19 17 18 19 9 2 9 19 9 9 5 2 16 2 17 7 6 9 18 9 16 12
split_gain=0.139809 0.266476 0.126026 0.125344 0.389027 0.200702 0.197996 0.170646 0.161381 0.27587 0.315167 0.181763 0.422913 0.474902 0.904911 0.303802 0.897385 0.953943 0.803995 1.22579 0.471372 0.425783 0.824114 0.427574 0.360325 0.539341 1.16038 0.627645 0.503509 0.481697
threshold=76.172084209950015 241.79519611995002 8.2451926476000015 46.683480308100009 258.06114663960005 25.322158499750007 184.38272419390003 61.982402197500001 14.651182102100002 200.26331585350002 13.455547561900003 14.551174033150001 186.68586460755003 181.73369492375005 194.45262321395003 14.451165964200003 199.38481636575003 201.32298960505003 20.556063402800003 229.44804549725004 22.624947093000003 106.79778736115001 188.19076296340003 23.127267687200003 16.465384711100004 195.70012057590003 13.131682570750003 197.55459634620004 22.624947093000003 95.360362796200008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 8 6 -6 -5 -7 11 10 -10 15 -13 14 -14 24 21 -18 -19 20 -20 22 -17 -23 -2 26 29 -27 -28 -26
right_child=3 2 -4 4 5 7 -8 -9 9 -11 -12 12 13 -15 -16 16 17 18 19 -21 -22 23 -24 -25 25 27 28 -29 -30 -31
leaf_value=-0.059036923801740658 0.0025500285751817136 -0.029643472047012773 0.041401230472699953 -0.0061966423095682188 -0.023209627877219384 0.028376547147271683 -0.064837460509851411 -0.0058848879463853773 0.020096304525157729 0.035199552933543203 -0.020405853354375711 0.022007228763078202 -0.067058299760610507 0.010038795019718423 -0.007904954496650133 0.0022943042558751774 -0.073081915813357198 0.050186065048999806 -0.065960946455687536 0.049763872673351202 -0.0054738160322116173 -0.0074147864709394468 0.056876801163771078 0.024721053291051273 -0.053900675474529154 0.03424916357415303 -0.074530247490144697 -0.0027779222304734324 -0.026551808652628215 0.0004325869981269434
leaf_weight=0.37383340136602683 76.277803584362118 0.14643310229439521 0.20663762756157666 0.30723532079718952 0.82656418031547252 0.99069164448883373 0.55395475430850638 1.0053065745814818 1.5054890853352842 1.30553010571748 1.1734327673912046 1.3627758715301741 1.2404688932001589 1.9518689652904866 3.1207807249738835 1.6079615671187624 0.74355823794030484 0.83261140249669585 1.0875410886364991 0.70016646123258386 0.74523338087601576 2.7078889512922615 2.3183678593486547 2.9905039588920772 0.60244288863759887 1.871946939267217 1.2120355033439403 9.7844304321479267 1.9727354419883338 7.9605776598509692
leaf_count=856 1888 48 21 26 23 13 41 33 35 19 13 33 19 28 48 25 20 14 40 15 23 26 23 22 29 13 83 137 20 400
internal_value=0.0010573 -0.024564 0.011936 0.00120194 -0.00944928 0.00106713 -0.043917 0.0111204 0.00151565 0.013117 0.00235538 0.00113391 -0.00759104 -0.0139802 -0.0247299 0.00172441 0.00989336 -0.0130263 0.000241855 -0.0161755 -0.041366 0.0196785 0.0345235 0.00945003 0.000598918 -0.00576005 -0.014619 0.00316841 -0.0448111 -0.00338998
internal_weight=129.487 0.726904 0.353071 128.76 3.68375 2.82256 0.86119 1.996 125.076 3.98445 2.67892 121.092 7.67589 6.31312 4.36125 113.416 13.7338 4.10911 3.36555 2.53294 1.83277 9.62472 3.92633 5.69839 99.682 23.4042 11.7478 11.6564 3.18477 8.56302
internal_count=4034 925 69 3109 136 69 67 46 2973 67 48 2906 128 95 67 2778 208 112 92 78 63 96 48 48 2570 682 532 150 103 429
is_linear=0
shrinkage=0.0585862


Tree=632
num_leaves=31
num_cat=0
split_feature=16 16 2 10 8 5 3 7 6 16 5 18 9 6 19 14 15 5 10 19 7 0 0 17 7 8 4 17 9 17
split_gain=0.741895 1.06117 0.797417 0.917506 1.07297 0.908458 0.738923 1.10241 0.719025 0.552508 0.841962 1.35967 0.84299 0.732709 0.901796 0.688433 0.678527 0.547666 0.528466 0.499911 0.866357 1.02451 0.461542 0.429997 0.429898 1.12789 1.08088 1.24496 1.24261 1.12455
threshold=18.594956516900002 15.584963555600002 68.946226135900005 71.015621515800021 8.2435668022500028 19.234448447350001 77.69375151185001 25.138824731100005 11.075258771650001 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 14.185331438000002 11.950964240300001 157.58516208295003 19.215947067900004 13.154029769200003 78.728807892050014 12.451004585100002 25.115444054700003 99.994511703900017 100.91127592640002 241.79519611995002 23.109894804950002 8.9430209551500024 239.70509694970005 189.50863627480001 195.30595290385003 192.94032447935004
decision_type=2 2 2 2 2 2 2 2 2 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 -4 18 19 -1 10 13 15 -13 14 17 -12 -17 -10 -5 -8 21 -21 -19 -20 26 -26 -2 -28 29 -29
right_child=24 2 3 4 -6 -7 7 -9 9 -11 11 12 -14 -15 -16 16 -18 22 23 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.001356432581210802 0.00028170793073321816 -0.0022625397970487456 0.0010173787936769956 0.0018631236040151016 -0.0019389054790097389 -0.001100181073651384 0.0017147201748586012 -0.0018842554931685007 0.0017405050653870127 0.00071955347480144995 -0.0027997084445653708 -0.0019148584589373085 0.00046346899222799137 0.0020564473350215742 -0.0014118970778819048 -0.0013435810164559815 0.00080688435125381001 0.0014692114590506371 -0.0019980105063762106 -0.0021153095943649038 0.0022689668199409917 0.00069628014134960853 9.5503822523335639e-05 0.0014658933374081149 0.0003903782712505436 -0.00095603112870615888 0.00013392198511372687 -0.0015058936529871337 -0.0025031956315239722 0.00071099761251281585
leaf_weight=1.0732867143196951 39.88809754641261 0.87784602900501241 2.6817138352780598 0.84281360902241231 2.0245472616516054 1.0386378867551682 0.53871462913230095 1.7670906761195508 1.0991096893048977 6.7591546662151805 0.25273823691531916 2.4418579709999908 0.71111189713701595 0.9275650307536133 1.0525109638692818 0.64315266296034668 3.4543720455185394 1.0508100214647127 0.32004003587644547 1.0781229151325535 0.39139801263809193 0.86173098161816586 6.4612491267034784 0.22591512836515903 79.120133382966742 2.3679772780742487 7.3534249532967788 1.7753014404297576 1.6049888095585627 1.6145960414432918
leaf_count=908 461 52 53 23 141 368 14 112 27 41 3 78 18 6 48 174 64 13 49 113 1 11 139 6 842 46 143 30 31 19
internal_value=0.000196237 -3.86228e-05 -0.000495103 -0.000363289 -0.000728141 0.000426204 -0.000321351 -0.000689746 0.000184073 0.000250599 7.54217e-05 -0.000417244 -0.00137846 0.000424444 0.000267797 0.000279422 0.000469345 0.0004731 0.000908711 4.57345e-05 -0.000339941 -0.000866332 0.000287662 -0.000564654 0.000263986 0.000351253 0.000127852 -0.00036914 -0.00110974 -0.000449996
internal_weight=172.3 38.5755 12.6486 11.7707 8.05037 3.72035 6.02583 4.63706 25.9269 24.8536 18.0945 7.50323 3.15297 10.5912 9.66368 4.35026 4.09752 8.61117 1.38877 2.86997 2.33125 1.93985 7.51206 0.545955 133.725 81.4881 52.2364 12.3483 4.99489 3.3899
internal_count=4034 2462 943 891 470 421 329 251 1519 611 570 337 96 233 227 241 238 179 78 139 125 124 152 55 1572 888 684 223 80 49
is_linear=0
shrinkage=0.00192234


Tree=633
num_leaves=31
num_cat=0
split_feature=13 18 16 17 16 16 10 8 12 18 19 12 19 7 10 19 16 5 6 6 18 5 17 6 13 2 7 14 4 0
split_gain=0.145 0.163377 0.190074 0.457484 0.183135 0.563194 0.553442 0.630466 0.733684 0.548198 0.48519 0.6676 0.417957 0.399271 0.341123 0.335478 0.388273 0.339897 0.32058 0.59157 0.675589 0.470975 0.466743 0.565722 0.425296 0.396304 0.388716 0.278236 0.503635 0.284418
threshold=95.862351557400004 17.138111898250003 17.684958644900004 211.67127343905003 18.594956516900002 15.584963555600002 71.015621515800021 8.2435668022500028 151.46967002190004 13.919698996450002 12.551012654050002 145.97209859650005 13.351077205700003 24.803880018200001 69.999384342500022 12.851036860900001 15.454963859600001 13.154029769200003 14.185331438000002 12.525292651450002 14.674589207750001 15.789380854850002 192.20712075930001 13.65531905435 101.01074887720002 83.586740321150003 19.078733418100004 227.56668127245004 164.18548070700004 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 4 3 -3 5 15 9 8 10 27 -8 12 -12 -11 -15 16 17 -2 19 24 -21 -20 -22 -24 -19 -23 -27 28 -7 -30
right_child=1 2 -4 -5 -6 6 7 -9 -10 13 11 -13 -14 14 -16 -17 -18 18 21 20 22 25 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.032361865948402103 0.036098623716037767 0.044227598752586396 0.058202219270904583 -0.035597258686284723 0.0020328160087902279 -0.073294700162901474 0.039920345419958737 -0.060684161437712623 -0.060397863972066222 0.055129415758845481 -0.061705017216635363 0.044299738439988183 5.9884337539605917e-05 0.058325099842692504 -0.060129473330590454 -0.030976302291474179 0.022467579619608713 -0.001288972938771057 0.059787942143287261 0.008509726985620877 -0.065013022866195744 0.013076988924213951 -0.061367441529465959 0.01217269096829271 0.049435294835108994 0.028219957874377439 -0.063700607918663915 -0.063375953434669813 -0.058357962358487447 0.044057416574967381
leaf_weight=0.42749845388379881 0.80597437922552728 0.52607999462634214 0.34150920063257217 0.43083664862206206 101.71418354301204 0.24091721872537097 0.72997386241331774 1.3867568284040315 0.88276997205321084 0.8354401884935212 0.8117273880052378 0.47288339858641837 0.65156832186039537 0.12454156950116158 0.22529144350846764 0.96585581028193601 3.0352725894190362 4.7394999853750033 0.56661573424935241 1.3788006146060068 1.3422291045426393 2.7892728446822734 0.58308588930231031 0.84552431426709518 0.61621884256601323 0.22048514429479826 0.48702320428947132 0.36465131981822196 0.10970689869645867 0.48465964682691265
leaf_count=972 37 18 17 52 1572 50 13 161 164 19 75 11 15 3 64 37 28 159 6 28 50 15 44 11 8 7 104 73 151 70
internal_value=0.00103395 0.00114487 0.0214161 0.00828771 0.000938292 -0.00339411 -0.016866 -0.0278444 -0.0150121 0.00585151 1.52977e-05 -0.0150296 -0.0342027 0.0335573 -0.0179593 0.00197303 0.00380097 -0.000140553 -0.00229313 -0.0080655 -0.0243441 0.01121 -0.0406926 -0.0178426 0.00454727 0.00333841 -0.0350548 -0.0215157 -0.00324126 0.0251538
internal_weight=129.137 128.709 1.29843 0.956917 127.411 25.6967 7.32089 4.93568 3.54892 2.38521 2.66615 1.93618 1.4633 1.18527 0.349833 18.3759 17.41 14.3747 13.5688 9.50536 4.14964 4.0634 2.77084 1.42861 5.35572 3.49678 0.707508 1.19994 0.835284 0.594367
internal_count=4034 3062 87 70 2975 1403 869 439 278 430 114 101 90 86 67 534 497 469 432 300 133 132 105 55 167 126 111 344 271 221
is_linear=0
shrinkage=0.0574375


Tree=634
num_leaves=31
num_cat=0
split_feature=16 16 5 10 8 7 3 7 9 3 0 10 15 10 16 13 16 19 0 13 3 18 13 16 8 6 10 3 19 15
split_gain=0.58342 0.809794 0.702208 0.633132 0.97552 0.681026 0.626386 0.839175 0.564732 0.610566 0.462664 1.30959 1.61663 1.13447 0.739677 0.981854 2.37483 1.91309 1.41125 0.847958 0.615589 0.874516 0.992084 1.20786 1.09542 0.842339 1.17403 0.841867 0.836834 0.698665
threshold=18.594956516900002 15.584963555600002 11.270433591700002 71.015621515800021 8.2435668022500028 22.356277907050004 77.69375151185001 25.138824731100005 205.88909726980003 82.409307072650009 96.682331287150021 70.206395618550019 27.437241680050004 71.787208999250012 19.199955102150003 112.64908412395 19.974953289850003 13.751109481500002 90.407470010750018 113.97180552410002 93.281431752200021 13.314799198000001 115.12515406205002 22.454947490600002 9.1428649988500013 16.375382608200002 62.181348099150007 93.337889372900023 14.351157895250003 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 6 -3 -5 8 9 -8 11 14 -13 -14 -2 16 17 -16 19 -17 21 28 -23 24 -24 26 -22 -27 -21 -25
right_child=10 3 -4 4 -6 -7 7 -9 -10 -11 -12 12 13 -15 15 18 -18 -19 -20 20 25 22 23 29 -26 27 -28 -29 -30 -31
leaf_value=-0.0019503106333454636 0.00087035624058079603 -0.0010888893740837804 0.00020977943816408528 0.00085495042320166516 -0.0019173569774657141 0.00081409891364236128 0.00021642010593148046 -0.0018509276296310767 0.0022191240221714932 -0.0020070488359442344 0.00071156432017959132 0.00059861199733940559 -0.0021774129580287901 -2.1657934707788389e-05 -0.0010041630927598998 -0.00067125141766868532 -0.0021646297679628608 0.001111068077456423 0.0013085645572069673 0.0003342899962173652 -0.0021466018138116549 -0.0010089898389988097 0.0019705038551859778 -0.00026764805495665652 -0.00051923173572043487 -0.0012153558118763686 0.0004903806224824084 0.00022372653966108453 0.0014351523053983595 0.00040456623405447825
leaf_weight=0.56897367983310942 7.0686287464923216 1.0006939794329794 24.649345325244212 1.224432441027602 2.0305919151287526 2.2745061269815778 1.6380904198158539 1.5119988498045129 0.35034084320068348 0.63264192284987064 7.5567954904399803 2.4390715193003407 2.4894932215102021 1.4147518463432787 2.8117416896857303 3.6983142234385005 2.1140367141924798 3.607156565412879 4.7137341406196347 4.7950613498687726 1.3954568389017361 2.0674043484032145 2.8498648181557651 7.6192003563046482 0.84715404734015454 1.5562310069799412 1.1284350692294536 43.278483875619713 5.4542021602392197 22.845415935851634
leaf_count=798 113 346 721 80 169 84 33 117 1 113 37 17 95 12 36 34 54 25 56 32 48 25 76 68 10 12 14 593 37 178
internal_value=0.000190566 -2.67446e-05 0.000161044 -0.000470857 -0.000782735 0.000232666 -0.000352692 -0.000710459 -5.25654e-05 -0.000403054 0.00024975 0.00022165 -0.000629204 -0.00139625 0.000267447 0.000228978 -0.00039749 0.00018451 0.000281258 0.00023161 0.000267194 0.000424361 0.00028411 0.000362366 0.00139999 0.000112948 -0.000967604 0.000173775 0.00092012 0.000236445
internal_weight=167.632 35.8816 25.2183 10.6633 7.3881 3.2752 5.3575 4.13307 2.62107 2.27073 131.751 124.194 6.34332 3.90425 117.851 110.782 8.53293 6.4189 102.249 97.5352 93.8369 46.4783 36.229 34.1616 3.69702 47.3586 2.52389 44.8347 10.2493 30.4646
internal_count=4034 2462 1519 943 513 430 344 264 147 146 1572 1535 124 107 1411 1298 115 61 1183 1127 1093 426 357 332 86 667 62 605 69 246
is_linear=0
shrinkage=0.00192234


Tree=635
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 0 0 16 9 10 18 10 10 5 13 7 6 9 16 18 15 18 10 16 18 5 10 5 0
split_gain=0.13861 0.327708 0.231339 0.148191 0.547991 0.547805 0.395061 0.490914 0.383061 0.376303 0.31927 0.887609 0.433053 0.296915 0.246696 0.315101 0.239251 0.238953 0.248702 0.222657 0.659585 0.462533 0.42105 0.629913 0.489242 0.805789 0.270766 0.255552 0.231078 0.224306
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 102.03236296680001 102.11570516885001 14.274966618900002 223.29399794390005 76.279622535200005 15.981927061500002 75.634392583900009 75.408562100950022 13.154029769200003 101.01074887720002 23.729953793150003 13.355312044750002 66.687144445250013 18.554956610400005 14.85568425095 22.351147806600004 13.679220276500002 71.015621515800021 16.859960574100004 14.738651916450001 16.351273197450002 70.897329358050015 26.429668882900003 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 2 -1 14 5 6 9 -8 -9 16 12 -12 13 19 -2 -16 -5 -17 -19 20 22 -22 27 -24 -25 -26 -21 28 -6 -30
right_child=3 -3 -4 4 10 -7 7 8 -10 -11 11 -13 -14 -15 15 17 -18 18 -20 26 21 -23 23 24 25 -27 -28 -29 29 -31
leaf_value=-0.056608334530902402 0.046187883915297351 -0.056613938653570263 0.046133209374897483 0.0075592240330546526 -0.062721778715268212 0.0053241462390876942 0.061292349687352268 0.023053537937940603 -0.056614922939295945 0.017832955606225696 -0.059432343533198206 0.042823057221631093 -0.030533613173917003 0.020854459462527269 -0.00010516045200184492 0.057385589383532616 -0.058570748428151832 0.042293786443735701 -0.033792177930862317 0.024981750827515595 0.020106736199514079 -0.059138817232327258 0.04182186891523168 0.0048561368061488903 -0.059200431937483131 0.040676859488570416 0.0014863458885775098 0.050657596764086675 -0.055959465529527852 0.048711363223793949
leaf_weight=0.092549850330214123 0.51019164667013583 0.40015553747298327 0.24003160375650623 0.18413087862427335 0.61935754381920372 2.1160417412756942 0.27042156457900979 0.30387034724117257 0.46607544082871755 0.26462590787559737 0.31437404617827169 1.4616062601853625 1.3011711072031165 2.3648501336574546 4.680111572604801 0.5734998323023317 1.7657256402599157 0.27320941351354122 0.25143944734008983 1.517642447259276 0.28365845081861962 1.0760501832992302 1.1103675187187034 4.659799578395905 0.95896720397286095 0.33123011607676744 99.843606741465919 0.095192409644369036 0.11653996460881899 0.13431626453530043
leaf_count=455 106 435 40 28 175 85 1 66 125 10 86 33 17 20 53 6 136 7 43 30 12 137 29 26 115 4 1553 5 190 6
internal_value=0.000987813 -0.0229551 0.0175426 0.00112504 0.000697537 -0.0165428 -0.0307589 -0.00269786 -0.0251726 -0.0439421 0.00149448 0.0247224 0.00113392 0.00149821 0.00938888 0.00613971 -0.0523259 0.0327542 0.00582937 0.00108488 -0.00705007 -0.0426068 -0.00102612 0.00364973 -0.00347382 -0.0335591 0.00183813 -0.0352222 -0.0446166 8.45672e-05
internal_weight=128.581 0.732737 0.332581 127.848 121.56 5.37089 3.25485 1.04037 0.769946 2.21448 116.189 1.77598 114.413 113.112 6.28845 5.77826 1.94986 1.09815 0.524649 110.747 9.38548 1.35971 8.02577 7.06036 5.95 1.2902 101.361 0.965406 0.870214 0.250856
internal_count=4034 930 495 3104 2889 451 366 192 191 174 2438 119 2319 2302 215 109 164 56 50 2282 699 149 550 174 145 119 1583 376 371 196
is_linear=0
shrinkage=0.0552071


Tree=636
num_leaves=31
num_cat=0
split_feature=9 15 13 18 5 16 9 3 15 19 9 12 17 6 5 10 10 7 18 16 13 9 10 3 3 7 8 15 19 6
split_gain=0.125218 0.252317 0.144671 0.267157 0.160831 0.450326 0.537608 0.324219 0.167398 0.698356 0.401626 0.627533 0.600918 0.361682 0.296014 0.365733 0.350621 0.181589 0.628953 0.863861 0.721453 1.04164 0.711435 0.486671 0.825743 0.484127 0.44998 0.445004 0.435581 0.40635
threshold=38.295222230400007 21.092276343250003 98.050756475600011 17.323446153950005 13.154029769200003 14.844965286000003 53.669719739700007 76.927540944650019 23.735720730600004 12.851036860900001 206.36238950785003 93.660658182900008 200.68028944555002 16.525386113000007 16.569990495050003 78.527173532250018 75.499969677400017 23.109894804950002 13.314799198000001 22.554947256700004 113.97180552410002 188.96048214565005 63.353515844050008 93.281431752200021 93.337889372900023 22.938075114600004 8.9430209551500024 31.233764884050004 14.051133688400002 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 -2 5 -4 -7 -8 9 10 14 -12 -13 -11 15 -6 -16 18 20 25 21 28 23 -22 -25 -20 -19 -24 -10 -26
right_child=2 -3 4 -5 8 6 7 -9 17 13 11 12 -14 -15 16 -17 -18 26 19 -21 22 -23 27 24 29 -27 -28 -29 -30 -31
leaf_value=0.04259292490613871 -0.066476960038065178 -0.066998242702179106 0.062594852087074659 0.0009802168582755187 0.031513974440442467 0.043461349722858596 0.029515470847204704 -0.069072731195747708 -0.027710862374409426 -0.073190474943293157 0.025427387336392444 -0.064796186199527137 0.00063446260293947864 0.015573237274887713 -0.0036215557794882845 -0.0005103948655616052 -0.080834495044949509 0.0045686173139099662 -0.0235381237234931 -0.061787644849538914 0.02269162814769957 -0.068563508485853547 0.0040498533617013242 -0.07139753952173182 -0.033146842875532677 0.020074608708702729 -0.0302989697640593 0.065789985772240447 0.066599871352302248 0.0026377748248410924
leaf_weight=0.12537536221452583 0.37552105661779822 0.29407097359398904 0.67306445934809644 0.71023158819389209 2.7570138452574593 0.57189223845853099 0.19418984925141558 0.49616689287358895 0.37752762054333588 0.89472411735550739 0.90215055044973214 1.4219515772419984 1.0004936824552713 0.24456436996115372 3.1812659635752429 3.2521444722078741 0.26669387333095063 70.995206487194082 2.6839407367588128 1.5894897096186467 4.0001517497003141 1.3651801934465764 0.80721957355854046 0.69072387367487209 1.4163574252306741 1.7654321187146704 1.5831415373831976 1.2369111972220705 0.44809937849640846 21.210415739984455
leaf_count=361 405 118 19 375 26 42 34 35 44 89 13 38 28 40 254 44 4 1223 50 36 36 14 25 6 42 21 50 26 6 530
internal_value=0.00104319 -0.0342407 0.00115962 -0.0223507 0.00136217 0.0198653 -0.00291923 -0.0413409 0.00107359 -0.00560981 -0.00128446 -0.0206229 -0.0377727 -0.0541361 0.00551388 0.0141824 -0.00959385 0.0019181 -0.00173085 -0.0208558 0.00192948 -0.0338778 0.00460122 0.00184696 -0.00172898 -0.00623337 0.00380806 0.041409 0.0234752 0.000397782
internal_weight=127.531 0.419446 127.112 1.08575 126.026 1.93531 1.26225 0.690357 124.091 13.921 12.7817 3.3246 2.42245 1.13929 9.45712 6.00916 3.44796 110.17 37.5914 6.03886 31.5526 2.19081 29.3618 27.3176 23.3175 4.44937 72.5783 2.04413 0.825627 22.6268
internal_count=4034 479 3555 780 2775 130 111 69 2645 536 407 79 66 129 328 70 258 2109 836 107 729 64 665 614 578 71 1273 51 50 572
is_linear=0
shrinkage=0.0646839


Tree=637
num_leaves=31
num_cat=0
split_feature=18 0 16 18 8 9 0 13 3 13 6 19 19 15 10 10 18 0 6 15 15 6 10 3 6 8 2 16 17 17
split_gain=0.121674 0.575341 0.726963 0.550817 0.55644 0.692381 0.461484 0.546016 0.400608 0.398868 1.28551 0.73974 0.624518 0.587453 0.63003 0.795765 0.625464 0.931544 1.11579 0.425787 0.835389 0.648553 0.34938 0.33225 0.8763 0.686481 0.651352 0.460195 0.303137 0.815525
threshold=13.946975448150001 86.756543869550015 22.654947022900004 14.118140587000001 8.4434108459500017 195.70012057590003 92.313586825200005 110.06278740240002 88.315849585200013 112.64908412395 15.365359009150003 14.251149826300002 14.151141757350002 36.548474543700003 69.999384342500022 69.563854125350005 14.266702464150002 93.953546284800012 14.905348261050003 36.346245650200011 33.593648142250011 16.235379337050002 70.897329358050015 83.538459487450012 14.745344522600002 7.943800736700001 97.254132369200008 19.254954973500002 188.10488866565001 186.57794620975002
decision_type=2 2 2 2 2 2 2 2 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 -3 8 22 -1 10 12 -11 13 14 15 -5 -16 -18 23 20 -13 -21 -8 27 25 26 -25 -19 29 -10
right_child=1 2 -4 9 -6 -7 7 -9 28 11 -12 19 -14 -15 16 -17 17 18 -20 21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.039193518619975436 -0.066302121370118303 -0.0030322984409214297 0.061895710602460963 -0.0027311674086253684 -0.0027564577561933635 -0.072339292424611998 -0.03374829426967093 0.054977352559630911 0.0033047123075671124 0.058626360090210577 -0.068437803751372761 0.024626201709778459 -0.077104529365646934 -0.063453313479102075 -0.053955842638664805 0.057526481500293387 0.04579432816403857 0.0016418911460125566 -0.0721152855714675 -0.0079546999538669394 -0.070883435898260821 0.056162487847950575 0.023734320053129532 0.06944458065097657 0.014399908619383417 -0.065993249468014881 -0.06274049285426446 0.065164308730875697 0.0047074707472835207 -0.022758941788801227
leaf_weight=0.88852012066490615 0.50219667506826127 0.91370819971416439 0.67926445603370567 1.6197019716782954 2.8085121870972216 1.2938734472263602 0.61702148523181621 1.3321432471275327 16.180427072452407 1.1949205454438914 1.0376697165193025 0.67299243994057201 0.38364829635247488 0.51777612388832395 0.79353765361884043 1.6373511856800176 1.6274879676566332 28.016681011037011 0.80963542545214195 1.3942259568721058 0.68813697993755341 1.0112378187477586 1.0812285326683193 0.32455110549926747 1.8047639928990973 1.4651733927603343 0.24159512214464485 0.43022694275714357 48.284660492718103 6.1576312519664489
leaf_count=29 36 38 25 37 45 26 37 15 792 19 32 13 10 78 32 21 64 1574 18 39 29 14 44 1 28 165 65 3 630 75
internal_value=0.000889376 -0.00137761 -0.00074286 -0.00158228 -0.0207552 -0.0436534 0.00246683 0.0257645 0.00147956 0.000523486 -0.00146511 0.0168401 0.000286639 0.00104236 0.00190368 0.0275609 -0.00044941 0.000773494 -0.00144062 0.0035838 -0.02366 0.0189997 0.00284929 0.000331852 -0.0165071 -0.043967 0.0130364 0.0026026 0.00199127 -0.0038799
internal_weight=126.411 51.8689 51.3667 50.6874 5.01609 2.20758 74.5416 3.03039 71.5112 45.6713 40.7098 4.96151 39.6721 39.2885 38.7707 3.25705 35.5137 34.7201 33.0926 3.76659 1.36113 2.40546 1.69825 32.283 3.83608 2.03132 0.566146 28.4469 70.6227 22.3381
internal_count=4034 2412 2376 2351 109 64 1622 96 1526 2242 2128 114 2096 2086 2008 58 1950 1918 1854 95 42 53 81 1836 259 231 66 1577 1497 867
is_linear=0
shrinkage=0.0609531


Tree=638
num_leaves=31
num_cat=0
split_feature=10 16 8 13 15 19 3 15 13 17 10 18 10 3 13 15 18 2 12 17 5 5 13 7 7 16 6 9 7 6
split_gain=0.108262 0.207945 0.308118 0.207761 0.127629 0.10914 0.429025 0.522057 0.564447 0.331585 0.299621 0.745651 0.374704 0.281936 0.388941 0.327683 0.68161 0.374475 0.516021 0.256453 0.250646 0.220205 0.280279 0.21825 0.30732 0.471537 0.209076 0.202072 0.196773 0.524291
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 20.123524217100002 11.850956171350001 81.105404879350019 23.292710050100002 98.55080968785002 192.20712075930001 76.279622535200005 15.981927061500002 75.634392583900009 82.081315180750025 104.29066779635001 23.735720730600004 14.674589207750001 49.864842700850012 82.696898122450008 171.32005222830003 16.351273197450002 13.154029769200003 101.01074887720002 25.987500066900001 26.157592435900003 17.684958644900004 13.355312044750002 66.687144445250013 24.384659815400003 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=5 3 4 -2 -3 21 7 8 -7 -9 12 -12 13 14 -8 16 17 -15 -19 -20 -17 -1 -23 -11 -25 -26 -24 -28 -22 -30
right_child=1 2 -4 -5 -6 6 10 9 -10 23 11 -13 -14 15 -16 20 -18 18 19 -21 28 22 26 24 25 -27 27 -29 29 -31
leaf_value=0.048201606947081074 -0.058791541140613329 -0.057740719550086965 -0.058958678801744158 0.053214937799643515 0.043283784029850114 0.034885636694435063 0.04012196894740324 -0.058493305509767883 -0.060797757631805158 -0.011407165699244099 -0.061062681548430309 0.043337356990404419 -0.03013654443427825 0.02473499600000878 0.0018766007809440841 0.024932006635927803 -0.068678282340667307 -0.091661819045799717 -0.058442293835715871 0.001888243862256607 0.0021440560130499033 -0.00046299092213056509 0.059379508454443237 0.062095931495806327 -0.059073792232524201 0.03204775722568888 0.04180545766885585 -0.031454291988471487 -0.0019122872865042437 -0.041903353073105484
leaf_weight=0.42656327812983263 0.073877752055976798 0.053289979829514778 0.50788022737287974 0.20975320599973202 0.1826934778919167 0.24385673961296461 1.4417927996255451 0.3224612433696169 1.2258373910153748 1.5390486182550378 0.27128799676211102 1.3429850999382322 1.2712537354746007 0.97841373272240151 2.2403309403453022 1.4587655604700547 0.66641518979031378 0.27486941218376193 0.2737433894217246 1.5408444754848458 83.136303905561363 4.6905278160452326 0.49841153994202603 0.40413162112236001 0.28380126389674842 0.55130130331963301 0.25960269290953875 0.23817082172899973 17.297718360041475 1.153657815302721
leaf_count=61 424 222 250 8 56 37 22 46 125 58 86 30 17 7 36 39 24 2 176 84 1431 158 6 2 43 26 7 49 458 44
internal_value=0.000762309 -0.0178051 -0.0337606 0.0240405 0.0204703 0.000916124 0.000528182 -0.0167252 -0.0449216 -0.00336059 0.00122387 0.0257923 0.000868921 0.00122575 0.0168522 0.000686899 -0.0160274 -0.00459037 -0.0183223 -0.00721304 0.00129261 0.00839912 0.00541351 0.00303839 0.0209788 0.00108101 0.033083 0.0067527 0.000953153 -0.0044127
internal_weight=125.06 1.02749 0.743864 0.283631 0.235983 124.032 117.919 4.57044 1.46969 3.10074 113.348 1.61427 111.734 110.463 3.68212 106.781 3.73429 3.06787 2.08946 1.81459 103.046 6.11328 5.68671 2.77828 1.23923 0.835103 0.996185 0.497774 101.588 18.4514
internal_count=4034 960 528 432 278 3074 2793 337 162 175 2456 116 2340 2323 58 2265 293 269 262 260 1972 281 220 129 71 69 62 56 1933 502
is_linear=0
shrinkage=0.0574375


Tree=639
num_leaves=31
num_cat=0
split_feature=6 0 19 5 19 9 9 0 10 7 7 17 5 13 2 16 6 16 3 8 7 17 17 9 3 9 0 0 9 9
split_gain=0.110496 0.275869 0.273941 0.136001 0.237521 0.209723 0.281764 0.203556 0.52713 0.438321 0.507094 0.498024 0.353863 0.280361 0.276106 0.267894 0.262628 0.307774 0.53126 0.310509 0.296448 0.353039 0.255415 0.219837 0.758743 0.455378 0.407798 0.525497 0.83458 0.258469
threshold=7.3351713851000016 95.469836670350006 12.651020723000002 13.154029769200003 13.851117550450002 63.789425898000005 66.346857137250012 76.451683855550016 55.855406118200008 20.983556584300004 21.725272673150005 180.84080166530003 26.429668882900003 120.87576600310001 191.11793099695004 18.704956259700005 16.705390318750002 22.704946905950003 93.980430866100008 8.543332867800002 22.620600126450004 199.03437346465003 184.94410812320004 186.68586460755003 93.846007959550022 186.14781787895004 85.861287312150012 86.420486603250012 185.44496129890004 191.72037998490001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -5 -7 8 13 15 11 -11 16 -8 -14 -9 17 18 23 -19 -18 -22 -20 25 29 26 -12 -28 -29 -25
right_child=3 2 -4 5 -6 6 7 9 -10 10 12 -13 14 -15 -16 -17 20 19 22 -21 21 -23 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.064141280006078022 0.02556954856855919 -0.061613069290764218 0.020065262616375278 -0.043785819411567423 -0.066197035545826871 0.03782865661316992 -0.020720797059149851 -0.014089742883661945 -0.065424688912204709 -0.072680225463011172 0.022671949781688207 -0.0071800052961076832 0.061226302311575331 0.062933164103371034 0.00098489681265165416 0.052161261863196265 0.0013301852122432295 0.039393008925895159 -0.0096694992453350351 0.0020258117830198367 -0.069775147137144361 -0.0063852712783266791 -0.065009753982406798 -0.0085796799020535219 -0.047878585419275227 0.04203082768569788 -0.023576107095242507 0.04750205012338396 -0.042862537240610711 0.0018112977971877617
leaf_weight=0.34016480333775578 1.434338143651529 0.19952804179160921 0.64806158125793445 0.39280390536396126 0.11305055487900961 0.75969560347220877 0.34382068665581644 0.29645196607452706 0.59029122806896339 0.67964063433009769 2.7492736461572331 1.1801753081385866 0.64095301562338025 0.26247597113251686 0.50567855559347663 0.96460617426782846 1.4038142308709205 1.5409456640481942 0.5831374202389259 1.781229017768055 0.67257914145011433 0.63421875808853656 0.66116688628972042 9.8959709192422434 1.2063433831208374 1.4063576776534317 2.7792268935590982 1.2038748937666239 0.55467045766999934 87.822314669218031
leaf_count=104 299 654 70 109 5 42 167 134 225 42 30 15 13 3 40 24 33 26 10 19 26 27 67 122 54 27 29 56 8 1554
internal_value=0.000730198 -0.0177719 0.000837659 0.000908778 0.0188652 0.000680113 0.000824321 0.000590754 -0.024424 0.000841942 0.00045962 -0.031116 0.000965687 0.0154944 0.0346591 0.0365868 0.000629433 0.00108242 0.000524695 0.0193581 -0.0181183 -0.0390106 -0.0390748 0.000982553 0.000165885 0.0102756 0.00414708 -0.00707647 0.0189998 0.000758999
internal_weight=124.247 1.18775 0.84759 123.059 1.54739 121.512 121.119 120.359 1.19659 119.163 117.902 1.85982 116.042 0.606297 1.14663 1.26106 114.895 112.185 108.862 3.32217 2.71061 1.3068 1.2443 107.618 98.9246 8.6934 7.28705 4.53777 1.75855 97.7183
internal_count=4034 828 724 3206 304 2902 2793 2751 395 2356 2198 57 2141 170 53 158 2088 2002 1957 45 86 53 77 1880 1730 150 123 93 64 1676
is_linear=0
shrinkage=0.0609531


Tree=640
num_leaves=31
num_cat=0
split_feature=18 0 16 7 16 8 12 17 9 17 17 17 19 10 4 17 17 5 5 5 5 10 8 10 18 18 8 9 13 6
split_gain=0.494355 1.08466 1.14964 0.780909 0.916381 1.04415 0.912 1.49671 1.1863 0.989267 0.98084 1.00301 0.949209 1.74903 0.870014 0.845022 1.11377 0.826626 0.730117 0.947969 0.906122 0.938289 0.880655 1.20264 0.903084 0.650445 0.920108 1.01813 0.749032 1.78545
threshold=13.946975448150001 86.756543869550015 22.654947022900004 23.109894804950002 22.454947490600002 8.2435668022500028 176.22193183745003 189.50863627480001 195.30595290385003 192.94032447935004 199.59317753375004 188.83172615260003 14.351157895250003 61.966271448700006 376.36865522600004 186.57794620975002 187.51563899930002 21.876867948900003 21.850554661550003 23.928204628200003 20.911722254300006 62.079186690200011 8.3434888241000014 62.009286778800011 13.743122984900001 14.118140587000001 8.4434108459500017 197.02865361825005 112.64908412395 15.365359009150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 25 6 5 -5 10 12 9 -9 11 15 13 14 -8 -1 -17 -18 20 -20 -6 -22 -21 24 -24 26 27 -3 29 -27
right_child=1 2 -4 4 18 -7 7 8 -10 -11 -12 -13 -14 -15 -16 16 17 -19 19 22 21 -23 23 -25 -26 28 -28 -29 -30 -31
leaf_value=0.00028982838631714017 -0.0022669445381778945 -0.00031175779906893951 0.0020078809799091491 -0.00038280077491517763 0.00051052067683159369 0.0014696535286383803 0.00098929239671161312 -0.0014901869139223661 -0.0025586198898520304 0.000658267309491359 -0.0015727470204302311 0.00072766564433690822 0.00085198255859463554 -0.0022920378227027326 -0.0020273747341295893 -0.0018030270291932518 -0.00073776259602515663 0.00085255818561544273 0.00087884512823174885 0.00087306933267221288 0.0002191151204913149 -0.0011271516843904148 -0.0026017898012030355 0.00031446813353848088 4.1391544698688515e-05 9.0486957844645045e-05 0.00012510399821589116 -0.0026341612907348788 0.00072440744819928253 -0.0022454481289202019
leaf_weight=19.462381887715313 0.76443253430625091 1.6163119661796366 1.1708478201180685 1.4622713642747829 7.2492852061986905 5.8496001129969954 2.092853669095347 1.8159736953239192 1.6271362616098484 1.5084304692572912 1.0977094825357188 14.113029797561465 4.046492161549395 1.3661761576222486 0.44586942695605092 1.8643657262437034 2.8298538876697421 2.2603013550397009 13.98443823377602 3.1298579638823849 4.0187365673482418 3.9434600025415421 1.299136490095407 3.2290735325077549 0.80487076588906337 51.123928403540049 3.5968466065824032 1.3172002066858111 6.8065184392034999 1.2897544575389464
leaf_count=643 36 41 25 18 34 105 82 31 30 17 14 148 44 92 46 20 34 18 86 23 19 24 33 42 19 2096 45 23 114 32
internal_value=0.000184752 5.54773e-05 8.20059e-05 0.000272691 0.000463972 0.00109919 0.000114944 -0.000340519 -0.00118678 -0.000515337 0.00025612 0.000305653 0.000186472 -0.00050317 0.000459483 8.01959e-05 -0.000506465 -3.15751e-05 0.000340637 0.000565385 8.97995e-06 -0.000447654 4.74136e-05 -0.000437144 -0.00159066 4.77111e-05 -0.000539578 -0.00135456 0.000112473 3.30061e-05
internal_weight=167.187 67.6858 66.9214 99.5013 44.9707 7.31187 54.5306 12.9029 4.95154 3.3244 41.6276 40.5299 7.95139 3.9049 2.53872 26.4169 6.95452 5.09016 37.6589 22.4474 15.2115 7.9622 8.46294 5.33308 2.10401 65.7506 6.53036 2.93351 59.2202 52.4137
internal_count=4034 2412 2376 1622 403 123 1219 342 78 48 877 863 264 220 128 715 72 52 280 203 77 43 117 94 52 2351 109 64 2242 2128
is_linear=0
shrinkage=0.00196078


Tree=641
num_leaves=31
num_cat=0
split_feature=9 10 0 16 0 3 5 16 13 0 16 3 9 6 9 3 19 0 6 18 16 16 16 0 5 10 2 2 13 3
split_gain=0.622731 0.569572 2.29134 1.45579 1.37669 1.59951 1.33501 0.989095 1.20688 0.790466 1.59929 1.24956 1.03483 0.907025 0.841154 0.852547 0.823315 0.700308 0.759989 0.645741 0.639489 0.618357 0.599462 0.87816 1.3111 0.616676 0.556177 0.745613 1.1801 0.768374
threshold=181.33671263215004 66.590419433100024 90.407470010750018 20.784951395750003 91.937202686950016 88.931506497100017 20.769304081650002 20.844951255400005 114.05514772615001 94.047642319350018 19.199955102150003 83.538459487450012 198.16621393750003 14.745344522600002 196.64273721640004 84.643415779050017 13.851117550450002 97.878695155250014 12.350288562550002 16.678478692200006 12.604970524100002 14.934965075550002 22.494947397000004 89.168090812600013 21.500664456800006 62.837331883000012 56.478612905150008 111.23922738415001 117.74908919740001 93.894400205900013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=26 2 3 -2 5 -3 9 -5 -9 10 -6 17 14 -14 15 -13 -12 -11 20 21 -19 -20 23 24 -10 -24 -1 29 -29 -28
right_child=1 4 -4 7 6 -7 -8 8 22 11 16 12 13 -15 -16 -17 -18 18 19 -21 -22 -23 25 -25 -26 -27 27 28 -30 -31
leaf_value=0.0011912632585624504 -0.0015389142876305216 -0.0022935145462477297 0.0016793348951613903 0.0019345373470456442 0.0015240605884975997 0.00082424334568225453 -0.0021338028896938882 -0.0012257713793881533 0.0018623462034772105 0.00046801404510964952 -0.00085747801921480971 0.00087847758636503597 -0.0021416962352261981 -0.00038102642300698005 0.0013466390510075033 -0.0021885728118278807 0.00063033285148076268 -0.0019935371803551012 -0.0021748740713750207 0.00049411971126838566 0.00030904004238282539 -0.00054561213867726748 0.00020679550142412652 -0.00031224597788841949 0.00027802133507349032 0.0013024526449025491 -0.0021664038322060644 0.0001943039848125876 -0.0023320618103505773 -1.3164708291977288e-05
leaf_weight=0.93906048778444429 1.7092151857214037 1.8977821285370731 4.5511893928050986 1.3808702751994122 4.6627321410924178 0.94901018642121915 0.97204365729703468 2.0471907630562773 3.9051513858139497 19.72541370196268 2.5321121104061604 0.63521330617368155 2.2310987538658082 2.2689134958200157 1.3899624069454146 0.77183953952044249 3.2853374741971493 0.48406567307029291 1.3048446846078139 1.3731583744520319 11.038000254309734 2.8556181658059359 72.925696662598057 2.3622270934283724 4.1341738272458315 2.0299791488796464 1.5545419071131603 6.7430999879597948 0.79463233472779382 1.0796922882655051
leaf_count=17 44 45 50 12 47 17 64 22 82 144 25 16 198 38 9 28 24 363 66 44 253 90 745 23 31 28 92 1174 68 175
internal_value=0.000195687 0.00022815 0.00032178 0.000253505 7.57082e-05 -0.00125417 0.000143885 0.000288011 0.000261998 0.000184466 0.000668491 6.93823e-05 -0.000671819 -0.00125396 0.000264772 -0.000803954 -1.7254e-05 0.00021643 -7.45351e-05 -0.000671789 0.000212304 -0.0010566 0.000297681 0.000738787 0.00104762 0.000236469 -0.000252563 -0.000385855 -7.2027e-05 -0.00128386
internal_weight=164.534 153.423 95.0457 90.4945 58.3771 2.84679 55.5304 88.7853 87.4044 54.5583 10.4802 44.0781 7.29703 4.50001 2.79702 1.40705 5.81745 36.7811 17.0557 5.53362 11.5221 4.16046 85.3572 10.4016 8.03933 74.9557 11.111 10.172 7.53773 2.63423
internal_count=4034 2508 1037 987 1471 62 1409 943 931 1345 96 1249 289 236 53 44 49 960 816 200 616 156 909 136 113 773 1526 1509 1242 267
is_linear=0
shrinkage=0.00196078


Tree=642
num_leaves=31
num_cat=0
split_feature=6 6 14 18 15 2 6 7 6 3 9 7 16 15 10 7 18 17 17 7 14 15 19 15 9 18 9 5 6 2
split_gain=0.116814 0.572352 0.362579 0.435352 0.297491 0.288567 0.342421 0.642217 0.301885 0.280186 0.374822 0.250575 0.239344 0.227865 0.3388 0.300728 0.431868 0.33449 0.554003 0.412509 0.33103 1.26069 0.441562 0.490165 0.403674 0.363223 0.361521 0.393012 0.55328 0.545179
threshold=13.65531905435 13.78532209185 277.23638966875006 17.399600107550004 28.176737565850001 174.09315058345001 12.26528657645 25.848736900700004 12.165284239900002 81.715684874950014 216.65333892300001 26.109820978250003 17.684958644900004 20.903251014350001 65.611820673600008 24.384659815400003 13.919698996450002 207.10399803250002 204.49254535040004 24.268610899850003 216.04581652670001 29.037712645600003 14.451165964200003 25.852338405700003 200.52256857420005 14.876098287500001 200.76482212275002 18.553574773300003 14.935348962050002 192.44078413960003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 5 -4 -2 6 8 -8 -1 10 -3 -9 -5 14 -11 17 -17 18 19 -15 21 24 23 -22 -18 -26 -25 -28 -29 -30
right_child=1 9 3 12 -6 -7 7 11 -10 13 -12 -13 -14 15 -16 16 20 -19 -20 -21 22 -23 -24 26 25 -27 27 28 29 -31
leaf_value=0.0013001920427893666 0.038521900012814136 -0.066291722508796364 -0.046384566592739956 -0.011513873338329006 0.0064563317651884179 0.044694080006685767 -0.062640150047976309 0.024543573641077374 0.054780668602916256 -0.014165319415861638 0.010074038165875142 -0.01927033167242102 0.060460334113643911 0.0016539861423045311 0.054200706426912 -0.048723142002859224 0.024508467744299413 0.03179473214169605 -0.031181464653668188 0.027080712235452893 -0.044844071129549905 -0.055160732065733811 -0.039976498831731266 -0.030885193487210791 0.0099919510683559552 -0.02698952251152606 0.040443326823609252 -0.0095924016771693453 -0.0054519084907534224 0.050478422367152262
leaf_weight=8.6771209303342332 2.1774168610572806 0.51153466186951746 1.4172261283276832 0.60769541562308393 1.9661746267229316 0.49202631485241077 0.87756945803994435 0.80249950313009311 0.39402924291789609 0.41910545037899172 0.41631408187095076 1.112064904766157 0.22648114431649446 80.668813117385071 0.67697467810194212 0.82158302981406706 1.7501940112561012 1.336235811235382 1.7952150381170202 2.3446940938010803 0.60573584912344536 1.9429815593175588 0.77923881402239281 0.67701633321121146 1.7420512889511885 2.0817670829128474 1.6490799299208445 3.1243804806326807 1.0469958756584676 1.5344571040477601
leaf_count=667 29 29 436 424 14 23 66 7 5 135 16 57 15 1474 30 20 13 27 53 31 17 122 35 22 18 31 30 132 12 44
internal_value=0.000852694 0.00151904 -0.00416851 -0.0262242 0.0233065 -0.000149487 -0.00200936 -0.0203087 0.00362326 0.000666749 -0.0320274 -0.000905508 0.00802731 0.000955666 0.0280598 0.000669736 -0.00641172 0.00212931 0.0016619 0.00237216 -0.00435889 -0.0137104 0.00310592 0.00699256 0.000738277 -0.0101415 0.0109019 0.0147483 0.00732207 0.027794
internal_weight=124.675 110.068 14.6067 2.2514 4.14359 12.3553 11.8633 2.79213 9.07115 105.924 0.927849 1.91456 0.834177 104.997 1.09608 103.9 17.7555 86.145 84.8087 83.0135 16.9339 7.51699 9.4169 8.63767 5.57401 3.82382 8.03193 7.35491 5.70583 2.58145
internal_count=4034 2334 1700 875 43 825 802 130 672 2291 45 64 439 2246 165 2081 496 1585 1558 1505 476 184 292 257 62 49 240 218 188 56
is_linear=0
shrinkage=0.0597579


Tree=643
num_leaves=31
num_cat=0
split_feature=9 7 7 5 9 3 4 6 9 2 19 12 6 0 6 0 3 16 8 6 6 13 12 12 12 7 13 15 15 4
split_gain=0.110521 0.301847 0.540127 0.31646 0.345923 0.517275 0.305609 0.287907 0.27725 0.316555 0.798283 0.417485 0.540013 0.299557 0.784294 0.295119 0.266214 0.304555 0.264995 0.298679 0.795775 0.230382 0.198253 0.960031 0.51687 0.485308 1.08158 0.46256 0.383561 0.958654
threshold=181.33671263215004 20.861906850000004 21.844899366700002 21.955793948900006 52.553122989000009 93.894400205900013 377.6847677435 5.1651206822000004 186.68586460755003 121.36426933400001 14.451165964200003 173.20477533325001 16.445384243750002 85.732241321850012 16.555386813950005 85.705356740550016 108.56262776565002 18.964955651700002 8.4434108459500017 16.625388449550005 21.760508430800005 120.87576600310001 149.09269374785001 152.73554204000004 145.97209859650005 22.977992916200005 117.56896250265002 38.884669609800007 37.050691080100002 221.59709273005004
decision_type=2 2 2 2 2 2 2 2 2 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 7 -6 16 -4 9 10 -2 -11 -13 14 -10 -12 17 -1 -16 -20 -21 -18 24 -24 27 26 -25 -15 29 -27
right_child=8 2 3 -5 5 -7 -8 -9 13 11 15 12 -14 22 18 -17 21 -19 19 20 -22 -23 23 25 -26 28 -28 -29 -30 -31
leaf_value=-0.0029807577027627309 -0.0096615575080992791 -0.058187232641138037 -0.059051451817481469 0.016737009855082013 -0.062676255973075246 0.0087917194976878041 -0.059565290352503748 0.035213627347265762 -0.061876621448778278 0.060764915178410303 0.012446181887150074 0.047885277712427121 -0.015313936083717597 0.0014068189681590623 0.029255135883472994 0.060772861055561678 -0.059678893839984523 0.041947154260007044 0.013517431391177663 -0.063121522658806786 0.0090378104099290823 0.038172344482454212 -0.05599228409963225 -0.053911575950033618 0.0418244081891046 -0.0760765830361574 0.006620292187753095 0.026837302651167728 0.0053307658000916382 -0.0026310776934191584
leaf_weight=0.90376757440662947 4.3729720889241417 0.83959047571079271 0.14101064630472215 1.3214825980940075 0.91553182064899352 0.56036645127460361 0.20660257577856089 0.52620875417596835 0.93900000656867533 0.88455996938864734 0.84361816570162751 0.81733493914362032 1.0736306926701216 40.295146956279495 0.73876286880113173 0.89266427047550678 0.27140990672523901 1.2128637052373958 1.2268912694416942 0.93823550413071677 1.1897308770567177 0.11870641971472651 1.0765973207162449 1.7823869526619081 1.2073521309066553 0.62883213162422436 2.3476697183214128 2.6142659038305274 32.470346701888047 20.356932196538764
leaf_count=288 39 164 571 28 153 3 51 56 112 12 15 34 16 881 11 25 158 40 14 97 28 14 26 34 29 6 19 24 396 690
internal_value=0.000759806 -0.00638096 -0.0160282 -0.00581164 -0.0197155 -0.0355414 0.00892247 0.0152916 0.00118921 0.0111367 0.00368292 0.0275433 0.0120028 0.000369446 -0.0135864 0.0372921 0.0145671 0.0227637 -0.00250958 -0.00950439 -0.0227778 -0.0299043 0.0010528 -0.00117857 0.00401989 -0.000153809 -0.0195031 0.00295618 0.00134113 -0.00483185
internal_weight=123.714 7.01754 4.30419 3.4646 2.14312 1.4759 2.71335 0.667219 116.697 8.88478 6.10925 2.77553 1.89097 107.812 5.03262 1.73628 2.50675 2.11663 4.09362 3.35486 2.12797 0.390116 102.78 58.6628 44.1168 57.5862 4.13006 42.9094 53.4561 20.9858
internal_count=4034 1526 975 811 783 156 551 627 2508 141 79 62 50 2367 262 40 500 328 150 139 125 172 2105 1171 934 1145 53 905 1092 696
is_linear=0
shrinkage=0.0585862


Tree=644
num_leaves=31
num_cat=0
split_feature=6 6 10 3 15 5 8 19 16 2 5 5 17 15 13 15 0 0 3 7 18 16 19 17 18 15 0 5 6 6
split_gain=0.441559 1.10252 0.655043 1.3948 0.832653 0.918943 0.695517 0.63321 1.13679 0.763491 0.763198 0.610734 0.56879 0.555626 0.4704 0.451821 0.404455 0.967028 1.32072 0.44717 0.815907 1.08437 0.836177 1.60009 1.60063 1.12009 1.2466 0.815862 0.801397 0.775731
threshold=13.65531905435 13.78532209185 70.206395618550019 83.538459487450012 29.037712645600003 18.160071980500003 8.1436447804000007 11.850956171350001 17.634958761800004 80.683647763550013 12.451585980350002 17.679107616400003 162.57770630285003 22.516911658450002 95.862351557400004 18.738366799200005 94.047642319350018 93.692765846100016 86.589859465500012 23.109894804950002 13.314799198000001 22.554947256700004 14.351157895250003 186.57794620975002 13.204532713600001 40.94720173475001 85.995710218650018 21.500664456800006 16.525386113000007 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=7 -2 11 -4 5 6 -5 12 9 -9 13 -3 -1 15 -14 -11 17 18 -13 20 22 -22 23 -20 -25 26 27 28 -24 -27
right_child=1 2 3 4 -6 -7 -8 8 -10 10 -12 16 14 -15 -16 -17 -18 -19 19 -21 21 -23 25 24 -26 29 -28 -29 -30 -31
leaf_value=-0.0020365465634919503 0.0010280277231742912 0.0010244658816667559 0.00013847555416146486 0.00013950944625188514 -0.0019718594603879156 0.00095508398094769147 -0.0020969947723903401 0.00016541624819330685 0.0001938574536792422 -0.0019324455222397489 -0.0019851227433368896 -0.0015697986661167395 -0.0019120355431358597 -0.001992303036058058 0.00052207037365686404 0.0010196694770992451 -0.00066704116531975642 0.001231965691017864 0.00013157104198406578 0.00032722181256382004 -6.8735196369126673e-05 -0.0017360344851334161 -0.0011896197699401072 -0.0026200996732385013 0.00020437964278870193 -0.00084563198161785298 0.0015604488203104575 0.00087136248593034553 0.00046650821407165317 0.00030309299442133204
leaf_weight=0.34831971198036882 5.5074616705533108 3.2954366691410533 15.721415110747332 0.84917460056021798 1.9298937063140327 1.1369861797138581 1.1804396032821385 1.5614306441566421 6.1904244066245155 0.23319110124793929 2.7001386401152558 1.5027926918119181 0.29346247930880043 0.50125846493028792 7.218987110616581 0.87550776576608769 1.8744555187877256 3.226198559626936 13.057956285258113 53.604518124862807 5.1728551181295179 1.8923602681461487 1.8408697545528427 1.6679937752378458 1.2442466407082973 3.2055858972453262 4.5405392590910187 4.9609199218102731 2.3790081888437271 5.9893322293646634
leaf_count=178 43 20 152 11 229 25 51 52 133 94 213 32 655 133 166 76 20 37 647 609 83 36 26 31 13 68 57 74 22 48
internal_value=0.000163632 0.000202076 0.000167158 -0.000139276 -0.000996071 -0.000401374 -0.00116126 -9.83792e-05 -0.000369618 -0.000963698 -0.00137275 0.00022544 0.000317824 -0.000345698 0.000426986 0.000398755 0.000200637 0.000216232 0.000183806 0.000210277 7.38556e-05 -0.000515308 0.0001809 -0.000150152 -0.00141335 0.000411608 0.000752691 0.000353199 -0.000255957 -9.73822e-05
internal_weight=155.703 135.78 130.273 20.8179 5.09649 3.1666 2.02961 19.9227 12.062 5.87153 4.3101 109.455 7.86077 1.60996 7.51245 1.1087 106.16 104.285 101.059 99.5562 45.9517 7.06522 38.8865 15.9702 2.91224 22.9163 13.7213 9.1808 4.21988 9.19492
internal_count=4034 2334 2291 468 316 87 62 1700 701 568 516 1823 999 303 821 170 1803 1783 1746 1714 1105 119 986 691 44 295 179 122 48 116
is_linear=0
shrinkage=0.00188464


Tree=645
num_leaves=31
num_cat=0
split_feature=15 13 5 19 8 19 16 8 7 19 7 2 16 6 9 0 16 12 18 6 5 13 9 5 6 6 5 5 15 7
split_gain=0.113533 0.360439 0.221299 0.15068 0.248245 0.173739 0.351461 0.473284 0.457991 0.286358 0.706293 1.23581 0.476674 0.306404 0.449869 0.95388 0.54173 0.638918 0.482272 0.507225 0.603098 0.426675 0.595737 0.447923 0.424877 0.871964 0.634839 0.739948 0.611053 0.524744
threshold=46.683480308100009 117.56896250265002 25.322158499750007 14.651182102100002 8.6432548896500023 14.551174033150001 22.534947303500005 8.4434108459500017 22.907491544400003 14.451165964200003 23.604435110900003 287.91607306300006 22.624947093000003 16.465384711100004 194.45262321395003 85.877418060900013 22.794946695500006 98.38427432280001 13.043896815850003 16.495385412050002 22.783584484750005 117.60660091645001 184.85936449530001 22.692834890150003 15.255356438950001 15.075352233200002 23.455765688150006 24.107645372150007 37.870720399650004 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=3 -2 -3 5 -5 9 -7 -8 -9 13 -11 12 -12 24 15 16 17 -15 -16 -20 -21 23 -23 -19 25 28 29 -28 -1 -26
right_child=1 2 -4 4 -6 6 7 8 -10 10 11 -13 -14 14 18 -17 -18 21 19 20 -22 22 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.00084735282339162626 -0.052550531579679996 -0.02810058316516878 0.0111348777225807 0.027261745614561284 -0.0067603115442089225 -0.033870604807167637 0.017725092105462498 -0.044653528036382346 0.0071622994279976803 0.018304472127709918 -0.071481401735923322 0.064656251963230826 -0.010768590091261195 -0.074916367144124973 0.033798915871429774 -0.041210839378251617 0.068595646109419775 0.068276234762064764 -0.031664708538417283 -0.0089847206674794292 0.02644998789054602 0.00019109103237014265 -0.074648818093398336 0.0044224958667079704 0.0002048242779197703 -0.071376190086326105 -0.045111372163465425 0.032216191308361911 -0.04790902697539362 0.019829471255575208
leaf_weight=44.221602875167491 0.68872601522889398 0.8542006962525196 2.0329177474122844 2.2895017052069302 1.4757056524977086 1.7772908871993411 2.8491632202640176 1.4720536299282687 1.3854304256965404 10.202378677931845 1.0846979601774362 0.58651989325880993 1.079590718145482 0.51377908920767534 1.7164311419764988 3.964097598567605 0.43772971630096424 0.54964984953403506 2.0978317552944636 5.5880414649000141 3.1383069668081589 1.4897916932095543 0.63457857491448511 2.8070400460219389 9.4273596449420491 0.73467544965751486 1.7526220761938014 0.73484109976925527 1.102303983447199 14.421776963048613
leaf_count=2323 63 34 39 30 37 27 54 30 17 117 52 11 28 52 50 36 3 4 29 58 28 86 13 323 114 38 26 44 64 204
internal_value=0.000853215 -0.0105039 -0.000473568 0.00119296 0.0139274 0.000778792 -0.00875285 -0.000930115 -0.019531 0.00143755 0.0104615 -0.018627 -0.0411966 0.000211431 -0.00630346 -0.0162525 -0.000871785 -0.00594414 0.00194468 -0.00310657 0.00375887 0.00052112 -0.0221646 0.0148784 0.00227557 -0.00147155 0.00882869 -0.0222674 -0.000338431 0.012072
internal_weight=123.111 3.57584 2.88712 119.535 3.76521 115.77 7.48394 5.70665 2.85748 108.286 12.9532 2.75081 2.16429 95.3325 22.9373 10.3967 6.43257 5.99484 12.5406 10.8242 8.72635 5.48106 2.12437 3.35669 72.3952 46.0586 26.3366 2.48746 45.3239 23.8491
internal_count=4034 136 73 3898 67 3831 128 101 47 3703 208 91 80 3495 682 517 481 478 165 115 86 426 99 327 2813 2425 388 70 2387 318
is_linear=0
shrinkage=0.0646839


Tree=646
num_leaves=31
num_cat=0
split_feature=10 16 8 13 17 4 7 17 17 8 16 5 19 13 19 7 6 17 18 15 15 9 16 2 12 14 10 2 6 3
split_gain=0.107379 0.206264 0.270925 0.191507 0.112177 0.106708 0.379856 0.845582 0.615718 0.419391 0.387908 0.477236 0.375659 0.354975 0.47691 0.836335 0.350202 0.33907 0.304384 0.787666 0.736237 0.446614 0.758853 0.414107 0.631475 0.453041 0.719667 0.54214 0.34006 0.646254
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 241.79519611995002 244.52697497700004 23.109894804950002 189.50863627480001 194.73806315685002 8.4434108459500017 22.674946976100003 24.041678002600005 14.651182102100002 117.64961624655002 14.351157895250003 19.078733418100004 15.575363915900002 195.76335783930003 13.3584252364 45.169600924000008 46.435439118750004 192.31210988165003 22.614947116400003 189.28685862455004 218.69180565645004 274.43194657740008 62.837331883000012 183.39255704500002 13.65531905435 82.69159517635002
decision_type=2 2 2 2 2 2 2 2 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 -1 7 13 9 -9 12 16 18 14 15 -7 -12 -10 -8 21 -21 22 -20 25 -25 -23 -27 -28 -26 -30
right_child=1 2 -4 -5 -6 6 10 8 17 -11 11 -13 -14 -15 -16 -17 -18 -19 19 20 -22 23 -24 24 28 26 27 -29 29 -31
leaf_value=0.0025727841933070221 -0.067401081163104448 -0.066209259828813066 -0.067677885640670316 0.060652544193587864 0.046474719839152738 0.021099557432956044 0.012561732263808776 -0.028996502694208642 0.066370531633121496 -0.079882253767143377 0.0073835759081932375 -0.021323863411557505 0.030535311334802709 0.036956455575624145 0.013976920232207807 -0.073807399159310505 0.066505686526185145 -0.025336387530915338 -0.067003741726441551 -0.083505420307596473 -0.005734513513313071 -0.003119389620210411 0.036442435404743803 0.043124930139325023 -0.03437181785803127 -0.097753292568940456 -0.057288189968361027 0.034617180911386186 0.052940420835735573 0.00050396551713006359
leaf_weight=72.357699093092378 0.068168347664594786 0.049767293189006523 0.48053272123070201 0.19998069759458303 0.16921327594172908 0.71206395331137018 5.4410446607143959 1.5314009922694829 0.32181319806841191 1.30660210474889 0.70964555069804136 0.66967443499015633 1.6332498816773284 1.0793884445301953 2.2447507576653152 0.93478507780719156 1.1315268514445049 0.38601097711216426 1.0522675401430266 1.0210697855800384 1.1014887121273202 11.628942664014177 0.43683849275112141 1.9678585667570576 0.98516113054938514 0.59937302395701308 0.5232736289326565 0.59948885056655854 1.1464139447780315 9.5137916602470778
leaf_count=1681 424 262 250 8 16 72 35 34 11 28 20 34 21 27 29 184 24 30 174 37 53 144 4 34 113 6 25 23 22 209
internal_value=0.000790968 -0.0211 -0.0399597 0.028099 0.0208652 0.000965983 -0.00142246 -0.0140787 -0.0386936 -0.052424 0.0012615 0.0263706 -0.000412997 0.00347924 -0.00580613 -0.0327716 0.0437182 0.0163583 -0.0018164 -0.00437501 -0.0431467 -0.00148273 -0.0366572 0.000459777 0.00855699 -0.00779642 -0.0393787 -0.00821615 0.00271563 0.00614306
internal_weight=122.003 0.967662 0.699513 0.268149 0.218981 121.036 48.6779 8.51682 3.54583 2.838 40.1611 2.51085 37.6503 4.97099 3.8916 1.64685 1.84117 0.707824 36.017 30.576 2.12256 28.4534 1.48911 26.9643 13.6132 13.3511 1.72214 1.12276 11.6454 10.6602
internal_count=4034 960 528 432 278 3074 1393 415 103 62 978 78 900 312 285 256 44 41 879 844 90 754 178 576 378 198 54 48 344 231
is_linear=0
shrinkage=0.0659776


Tree=647
num_leaves=31
num_cat=0
split_feature=15 2 2 5 15 5 6 5 5 6 13 5 15 6 16 10 10 17 16 9 18 3 18 5 13 6 9 10 9 10
split_gain=0.106569 0.346039 0.177748 0.16803 0.133606 0.450837 0.861092 0.995424 0.639112 0.415349 0.571222 0.403965 0.391631 0.316828 0.513001 0.488865 0.694997 0.445241 0.479397 0.918737 0.741004 0.720194 0.784789 0.778077 0.692413 0.644312 0.544091 0.61194 0.518872 0.452899
threshold=46.683480308100009 258.06114663960005 184.38272419390003 25.322158499750007 37.491361913600009 20.911722254300006 16.375382608200002 23.195398057700004 20.971847224900007 16.445384243750002 117.54745483760001 20.872540794500004 37.606388722050006 15.51536251395 20.864951208700003 62.837331883000012 64.407391431150018 187.51563899930002 22.624947093000003 205.22231928645002 13.24088655595 93.337889372900023 13.091807150500001 23.389417063900002 117.51519334005 16.485385178400005 198.49982034990003 62.111448187750007 201.32298960505003 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=4 2 -2 -3 5 11 7 -7 -8 10 -10 -1 -6 15 -15 -14 -17 -16 20 21 24 29 -23 -24 -19 26 -22 28 -28 -20
right_child=1 3 -4 -5 12 6 8 -9 9 -11 -12 -13 13 14 17 16 -18 18 19 -21 25 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.001165183056573116 -0.007068482876170591 -0.02423869610359292 -0.069841941307235936 0.010612043106097726 0.03622507246786745 -0.091536859027096601 -0.07810595793885608 0.016976166009818952 0.063689783902308478 -0.0065970630787225166 -0.027289726547990844 0.052111940965416367 -0.074784501956022764 0.041404654330973935 -0.011136496894365595 0.064212580409642755 -0.039002139109800465 0.0026385133257793023 0.018982130124445617 -0.025841352541495291 -0.02212635584471296 0.037180027714324645 -0.033840259377436954 0.016149517486615285 -0.056337661376988264 0.021765146463673699 0.020888987885568713 0.032192994275093569 -0.047343717141007192 0.066198702753857128
leaf_weight=60.53078945721245 0.28350131354090935 0.78269632498268071 0.50371444138727384 1.9239529479800692 1.4498429363593448 1.0319155201195815 0.46650042617693444 0.50699824370076374 0.80752511335594934 10.129029274456114 0.42285764776170254 0.6324357989942645 0.52888607606291671 1.4091491196304549 7.748142415599431 0.41604964528232791 0.71020371735357912 1.5103420950472419 1.412119911052286 1.9217912559979584 4.1928811806719732 3.0287532310467196 2.0519807599484921 3.2123334619682282 1.703594882506877 5.6089564679423338 0.80464130976179138 2.2856947463005781 1.0117533539305439 1.9384165583178399
leaf_count=2448 26 23 41 46 14 140 10 67 63 567 3 17 7 21 93 16 57 20 16 47 40 23 27 32 26 41 17 28 29 29
internal_value=0.000685225 -0.010229 -0.0472352 0.000534067 0.00100983 -0.000613613 -0.011165 -0.055787 -0.00535831 -0.00237076 0.032422 0.00169198 0.00382718 0.00269521 0.00382464 -0.0244912 -0.000873554 0.00244671 0.00587674 0.0147811 -0.00117968 0.0214859 0.011461 -0.00333603 -0.0286227 0.00516386 -0.00606173 0.0103585 -0.0171174 0.0462988
internal_weight=120.967 3.49387 0.787216 2.70665 117.474 74.5281 13.3648 1.53891 11.8259 11.3594 1.23038 61.1632 42.9455 41.4957 39.8406 1.65514 1.12625 38.4314 30.6833 13.5654 17.1179 11.6436 8.29307 5.26431 3.21394 13.9039 8.29497 4.10209 1.81639 3.35054
internal_count=4034 136 67 69 3898 3315 850 207 643 633 66 2465 583 569 489 80 73 468 375 174 201 127 82 59 46 155 114 74 46 45
is_linear=0
shrinkage=0.0634156


Tree=648
num_leaves=31
num_cat=0
split_feature=16 19 2 18 0 12 5 6 17 13 16 10 19 2 9 9 16 5 16 19 16 0 19 18 15 5 8 17 17 13
split_gain=0.574874 0.707846 0.688903 1.14846 0.83688 0.78224 0.772186 0.655427 0.658784 0.507623 0.538919 0.96719 0.495955 0.612669 0.480773 0.691925 0.570263 0.582532 0.532552 0.915166 1.06329 0.482318 0.69025 0.48115 0.430647 0.610685 0.659329 0.68539 1.28205 0.447524
threshold=18.594956516900002 12.651020723000002 71.340832650850004 14.85568425095 97.521130223850008 69.826413229550027 19.234448447350001 8.5652001245500013 162.13109061465002 104.29066779635001 17.684958644900004 76.599549052750021 13.051052998800001 150.25049527555004 210.65484416470002 213.27127849780001 12.604970524100002 13.154029769200003 15.404963976500001 11.850956171350001 15.089964713100001 99.470262368500016 11.850956171350001 16.444362185000006 45.169600924000008 24.107645372150007 8.4434108459500017 203.72643944000004 188.64489188380003 117.99105042915001
decision_type=2 2 2 2 2 2 2 2 2 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 6 -5 -3 12 -1 -9 10 11 -6 -4 -14 16 -16 -10 -18 19 -19 23 -17 -23 -21 29 -26 -27 28 -28 -2
right_child=24 2 3 4 9 -7 -8 8 14 -11 -12 -13 13 -15 15 21 17 18 -20 20 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0019895875244764082 0.00030545312285493935 0.00016624058906875141 0.0011868505805777243 -0.0022694351721759451 0.0005171536297294253 -0.0025190586127098627 -0.0014732316907119095 -0.00211860846125602 -0.0016683097729370282 -0.0021161130576225822 0.0014482429167418285 -0.0017444923631916808 -0.0020525009768873788 0.0015819044827921167 -0.0015563180402974523 0.00085508575598080747 0.0017404382293776835 0.00065448683534281762 0.00090334398782119932 -0.0023111323557475204 0.00031880424691321281 0.00035464228617531783 -0.0020901139582484921 -0.00029256230937332357 -0.0013771063820649655 0.00049821143871578953 8.1721393827476462e-05 0.000869143047993378 -0.0023556648845497281 -0.00033060274338327122
leaf_weight=0.53169745706327631 110.60409610590432 0.6538268206641068 3.083641238568815 1.2168321124845531 1.6044518360868103 1.1518167610047383 0.64864780227435392 0.45603426163688965 0.48642268655203835 0.58485814323648799 0.66429066318960384 1.329276585485786 0.44554260978475202 0.29733553371625021 1.2173149314185128 1.8583018202334645 1.308733409037816 5.4186807106016186 4.909983659075805 1.3016145854489876 2.4571269875741564 1.2015216994041109 0.70426897797733534 0.69716312550008286 1.3135719139245328 5.517244572460184 1.9735173701483293 1.0498800463974474 1.4315091582830062 4.422968673403374
leaf_count=752 1177 4 58 151 28 58 226 208 234 41 32 137 83 9 29 22 23 74 85 69 19 50 44 26 29 95 35 7 56 173
internal_value=0.000184054 -4.13416e-05 -0.000433111 -0.000229488 -0.000838241 -0.00154671 0.00050503 0.000161599 0.000213548 -0.000421895 -0.0001465 -0.000507601 0.000840372 -0.000597837 0.000262875 -0.000271292 0.000423367 0.000486588 0.000375597 0.000113183 -0.00054508 0.000144289 -0.000548797 -0.00160707 0.000245134 -0.000120378 4.51631e-05 -0.000515921 -0.000942982 0.000280996
internal_weight=160.542 34.2294 11.6805 9.87488 5.39971 1.80564 4.47517 22.5489 22.0172 4.18288 3.59802 2.93373 3.82652 0.742878 21.5611 4.98141 16.5797 16.0933 14.7846 9.87459 4.4559 3.76409 1.90579 1.99878 126.313 11.2857 9.97215 4.45491 3.40503 115.027
internal_count=4034 2462 827 765 389 62 376 1635 883 238 197 165 150 92 675 145 530 296 273 188 114 116 94 95 1572 222 193 98 91 1350
is_linear=0
shrinkage=0.00196078


Tree=649
num_leaves=31
num_cat=0
split_feature=16 16 2 10 8 5 17 12 17 5 5 6 3 13 3 5 15 13 8 19 12 19 3 2 5 17 13 6 15 2
split_gain=0.526346 0.742867 0.562926 0.65736 0.80613 0.68438 0.537118 0.78999 0.516189 0.507107 0.504774 1.4221 0.789568 0.697154 1.44911 0.637708 0.542395 0.596243 0.639833 0.466263 0.770843 0.509621 0.446328 0.441282 0.439869 0.930792 0.369374 0.364287 0.819043 1.22085
threshold=18.594956516900002 15.584963555600002 68.946226135900005 71.015621515800021 8.2435668022500028 19.234448447350001 241.79519611995002 151.46967002190004 162.13109061465002 11.270433591700002 23.730745871350006 16.405383309150004 93.14163192940002 117.60660091645001 93.794927255050013 24.367802910700004 35.098844929350008 121.87049551135001 8.4434108459500017 12.551012654050002 145.97209859650005 13.351077205700003 112.77544165605001 140.91298750955002 24.458659404000002 187.28691448030003 108.45777789855002 16.455384477450004 42.713473568600008 198.51835910855002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 -3 5 6 23 7 19 -1 -10 27 15 -13 24 -15 -12 22 18 -18 -5 21 -21 -16 -4 -14 -26 -7 -2 29 -29
right_child=10 2 3 4 -6 26 -8 -9 9 -11 11 12 13 14 16 -17 17 -19 -20 20 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=-0.0021102060753191653 0.00036608965602699423 -0.0022079406570550686 0.0017620261588156833 0.0012713362348335576 -0.0019261132551816318 0.00045089408955839154 0.0017400950733522163 -0.0016870177385456605 -0.0019827904965469645 0.00023493537134886323 -0.0023989052606454057 0.0014367055994488904 0.00076833622551115272 -0.0025269527123115043 -0.0020972900452274996 -0.00046345422711506696 0.0006452737584902807 0.0016011618798374822 -0.0010981732843166156 -0.0021346223921233313 0.0014493621369642909 7.0295380978975056e-05 0.0010594682232932949 -6.5670208216655036e-06 0.00046423055303005962 -0.0021336504956376624 -0.0021833752923148108 0.00013543056324605399 0.00087965714673856829 -0.0011930919680492728
leaf_weight=0.37998045175209227 72.184678199817427 0.6764029577607279 1.2176878787577141 0.86161773628555272 1.5803762844298033 0.3472029446857049 0.44327758066356171 1.5018200293598054 0.40374908219564787 21.804176969959371 1.274575262388683 1.6556567400693882 4.75709310476668 1.0952132223173974 0.74603764287894581 1.3453843315073752 1.7847557263448837 0.97625773958861817 1.4807414829556362 0.88665380282327555 0.61202775186393399 0.73884809575974941 0.22387298382818699 0.97806292760651548 2.018570261454443 0.71914905165613152 0.4984292345106951 30.181982997339219 4.8694560704752794 2.9163810005411497
leaf_count=186 796 52 12 13 141 76 18 203 681 652 26 14 55 14 86 44 24 12 62 72 11 12 9 41 76 34 292 239 30 51
internal_value=0.000177688 -4.34347e-05 -0.000478661 -0.00035765 -0.000704118 0.000397013 -0.000321263 -0.000519863 0.000155844 0.000194616 0.000234474 -6.92046e-05 0.000157212 3.72311e-06 -0.000476675 -0.00140503 -4.58163e-05 0.000256661 -0.000145293 4.57294e-05 -0.000426222 -0.00113241 -0.00136865 0.000974234 0.000407978 -0.000218186 -0.00110179 0.000284311 0.000128833 1.83711e-05
internal_weight=161.16 32.9303 10.3424 9.666 6.62462 3.04138 5.04424 4.60097 22.5879 22.2079 128.23 18.0773 15.4573 13.8017 6.30688 2.61996 5.21167 4.24175 3.2655 3.09915 2.23753 1.6255 0.969911 2.19575 7.49481 2.73772 0.845632 110.152 37.9678 33.0984
internal_count=4034 2462 943 891 470 421 329 311 1519 1333 1572 456 386 372 207 70 193 98 86 108 95 84 95 53 165 110 368 1116 320 290
is_linear=0
shrinkage=0.00196078


Tree=650
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 10 13 0 3 2 18 16 16 16 0 5 5 5 13 18 16 6 0 2 2 7 9 18 13 2
split_gain=0.49133 2.11796 0.938689 0.904553 1.61348 1.02475 0.782841 1.51598 1.58959 0.995792 1.09423 0.941181 0.825594 0.779124 0.6845 1.03357 0.647332 0.777543 0.981141 0.667684 1.27209 0.588929 1.35788 0.742407 0.511752 0.929847 0.879818 0.861145 0.763932 1.16369
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 66.590419433100024 65.536543845950021 109.63263410155001 93.399723909900004 86.589859465500012 41.467794892200004 14.522586764600002 19.284954903400003 18.554956610400005 22.494947397000004 89.168090812600013 21.500664456800006 20.305669781650003 21.500664456800006 117.38883580790001 13.036600629150001 22.644947046300004 16.355382140900002 86.83719761350001 224.95410153095003 199.66651340635002 23.165384528550003 186.68586460755003 12.993189857450002 117.54745483760001 209.01099100540003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 -5 13 11 8 -8 -10 12 -1 -11 14 15 -2 -15 19 -19 -18 -21 22 -20 -24 25 26 27 -23 -26 -30
right_child=3 -3 -4 4 -6 -7 7 -9 9 10 -12 -13 -14 16 -16 -17 17 18 21 20 -22 24 23 -25 28 -27 -28 -29 29 -31
leaf_value=9.2295108648699463e-05 0.0017967063556726932 -0.0019060351050564372 -0.0020133204882389977 0.0015891968589744803 -0.0003635370706745588 -0.00078864579701144353 -0.0026671466913717836 0.0017653730317646929 -0.0041497317878211142 -0.0020982437330268294 -0.0023740962019855195 -0.0018537333497524464 0.0011330847502721484 0.00077970403892500557 -0.00010089782073984742 0.00038493095001310048 0.00044726492619877561 0.0014313087662840348 -0.0024105701678696274 -0.00014906475194338345 -0.0017439380169983541 2.0872923732746281e-06 -0.00061699438168963438 0.001444360073944468 -0.0011770875219639001 0.00099215205608294758 -6.1749904635007306e-05 0.0014551141196320052 -0.0013822698208547281 0.00042732769230480606
leaf_weight=46.745947655545024 3.7780391853302699 2.0464878068305543 0.77947912315539625 4.9093951601535073 2.4330369234085083 3.6687005236744872 0.70730491727590372 3.2055607866495848 0.17373646423220623 0.32724176383635484 0.42799782566726197 0.97544653643853863 4.2789422970381565 6.7113579832948735 2.6330630443990231 4.2214897386729717 4.8228358477354076 2.6683721905574194 1.0632835664000588 12.609411829151211 2.2686999626457682 2.8120415043085876 1.7166234459728005 1.1035708244889972 1.9633749868662551 7.9272650504717594 14.580017658823634 3.5451091667637229 1.6094032098189917 9.0435109957470541
leaf_count=2166 85 49 279 58 29 39 8 30 4 233 6 24 114 61 26 69 38 38 46 96 32 20 24 27 32 50 176 29 25 121
internal_value=0.000193942 5.41899e-05 0.000123809 0.000280724 0.000942126 0.000226002 0.000153116 0.000679462 9.09885e-05 0.00046558 0.000624861 5.25174e-05 0.000903518 0.000269756 0.000766261 0.00105169 0.000198843 0.000141288 0.000275833 -0.000186743 -0.00039226 0.000207866 -0.000522293 0.000189635 0.000276225 0.000420211 0.000203661 0.000812378 -5.31972e-05 0.00015394
internal_weight=155.757 59.6681 57.6217 96.0886 7.34243 88.7462 56.8422 9.12078 5.91522 5.20792 5.03418 47.7214 4.60618 85.0775 10.6326 7.99953 74.4449 67.7335 48.0326 19.7009 14.8781 45.3642 3.88348 2.82019 41.4807 28.8644 20.9372 6.35715 12.6163 10.6529
internal_count=4034 2913 2864 1121 87 1034 2585 395 365 357 353 2190 347 995 180 154 815 754 588 166 128 550 97 51 453 275 225 49 178 146
is_linear=0
shrinkage=0.00196078


Tree=651
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 0 0 16 9 10 15 18 13 6 7 15 15 17 5 5 2 7 8 15 10 3 15 13 16
split_gain=0.104904 0.261727 0.18464 0.11754 0.451636 0.48297 0.297123 0.393232 0.312864 0.268694 0.257807 0.517573 0.469948 0.186473 0.181693 0.171914 0.148553 0.145825 0.404927 0.329536 0.141788 0.375484 0.359279 0.616136 0.287253 0.233895 0.892675 0.538531 0.517624 0.516947
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 102.03236296680001 102.11570516885001 14.274966618900002 223.29399794390005 76.279622535200005 21.178773360300003 16.119790806350004 101.01074887720002 13.355312044750002 24.202871501750003 19.215947067900004 18.019770707250004 187.88259729165003 13.524641568350001 16.569990495050003 80.683647763550013 24.638209564850005 2.3481675133500004 25.020342488900003 70.206395618550019 83.538459487450012 29.037712645600003 108.17011287860002 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 13 5 6 9 -8 -9 15 11 -6 -12 17 -15 -5 -16 -2 19 -19 21 -13 23 -23 -24 29 -27 28 -28 -22
right_child=3 -3 -4 4 10 -7 7 8 -10 -11 12 20 -14 14 16 -17 -18 18 -20 -21 25 22 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.054116469507886115 0.018649757003008825 -0.054353860343753932 0.043053498248601406 -0.00079232977714923443 -0.049151260290900813 0.0042185938034515116 0.05750720959118176 0.019667049317402683 -0.054270555160680883 0.011824155027331506 -0.038263539115217848 0.030271412946396719 0.037840162242348131 0.054611737272604433 -0.027923209523449843 -0.055933837751410545 0.033892068475828888 -0.0011532135425746483 0.010687826079524589 -0.057777772380925463 0.0181905217562159 0.012896292373862538 0.032108420575857805 -0.064521092839276595 -0.0058126832952159263 0.0017156056445669396 -0.056477264349544885 -0.055106120989800389 0.0011880673205889195 0.00080851618030511514
leaf_weight=0.075973176142723697 1.4225864208819974 0.31722192768643254 0.20004538993453025 0.17905910556146354 0.57852789247044611 2.0094564890023321 0.21562160551547993 0.26769017767219339 0.40486357455483812 0.22711682878434647 0.28267619268535682 1.6890092106186774 1.1914091080398064 0.44358664378523815 0.19604219972097781 1.4354381079319862 0.24787293066037819 0.6291072829590123 2.4956633986075758 0.53590499858546536 5.1179657280972597 0.60213234891125489 1.0616586622782054 0.55743103707209229 1.1961959904874673 12.327499255887234 0.57979481684742484 1.3249908016041443 1.7960340110585091 82.103227257617618
leaf_count=455 66 435 40 35 96 85 1 66 125 10 89 18 30 6 22 129 28 24 43 26 406 29 22 13 22 100 58 236 29 1290
internal_value=0.000782561 -0.0214769 0.0163078 0.000891588 0.000515171 -0.015525 -0.0300586 -0.00485005 -0.0248419 -0.0422162 0.00120369 0.000905411 0.0232462 0.00815089 0.0305936 -0.0498183 0.00659315 0.00423256 -0.00137015 -0.0272005 0.00117267 0.00980392 -0.000311847 -0.0243202 0.0120181 0.000745794 -0.00514573 -0.028001 -0.0128845 0.00182846
internal_weight=121.712 0.59324 0.276019 121.119 115.148 4.73925 2.72979 0.888175 0.672554 1.84161 110.409 108.934 1.47409 5.97076 0.887502 1.6145 0.443915 5.08326 3.66068 1.16501 108.356 5.10643 3.41742 1.15956 2.25785 103.25 16.0283 3.70082 2.37583 87.2212
internal_count=4034 930 495 3104 2889 451 366 192 191 174 2438 2319 119 215 56 164 50 159 93 50 2223 104 86 42 44 2119 423 323 87 1696
is_linear=0
shrinkage=0.0530633


Tree=652
num_leaves=31
num_cat=0
split_feature=16 16 10 5 19 18 6 0 6 4 18 0 18 18 7 9 15 13 19 18 16 5 18 7 12 0 15 10 18 3
split_gain=0.469832 0.76112 0.547287 0.867758 0.850107 0.588738 0.519684 0.504851 1.10647 0.756742 0.695973 0.567699 0.567028 0.678819 0.971911 0.506164 1.13386 1.06428 0.837889 0.732157 1.07498 1.03761 0.83348 0.794071 1.14761 0.987097 1.52545 1.21389 0.848035 0.743327
threshold=18.594956516900002 15.584963555600002 71.015621515800021 13.8160216159 12.551012654050002 13.919698996450002 11.075258771650001 85.995710218650018 16.375382608200002 183.52566960905003 13.065205089100003 85.925810307250018 13.192618516750001 13.327513832500001 22.938075114600004 192.57902085675002 45.169600924000008 117.56896250265002 14.451165964200003 13.946975448150001 22.454947490600002 21.991679690250006 13.581061237400002 25.297859295400006 103.54784004735002 94.047642319350018 30.501457990950005 71.787208999250012 14.382403557200002 86.589859465500012
decision_type=2 2 2 2 2 2 2 2 2 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 -3 -1 8 9 -2 -9 -10 -12 -14 -15 17 19 -16 -18 20 -17 22 -22 24 28 26 -26 -27 -21 -28
right_child=7 2 3 4 -6 -7 -8 10 11 -11 12 -13 13 14 15 16 18 -19 -20 23 21 -23 -24 -25 25 27 29 -29 -30 -31
leaf_value=-0.0012691993395633108 -0.0022551544608104398 -0.00057088284409924817 0.00028492685311891488 0.00025667623436414046 -0.0016969675415151532 0.0011229136257648437 0.00025921408114004614 0.0009552246559980628 0.00023798813384995031 -2.4590179220589311e-05 -0.00035611388309565809 -0.00069257903137402189 0.0007762070506714216 -0.00073565358654075798 -0.0007516924296518101 0.0013647650431097271 -0.001825299930027034 0.0011952265165176704 0.00012026498105830259 -0.0023395394165920051 -0.00057560676873278413 0.00095403346067768346 0.00045878903971719294 0.00067948031735349265 0.0014285949361322111 -0.0016714750668898671 -0.001286544546576978 0.00045289226572196699 -0.00031703920908588979 0.00024524881301524415
leaf_weight=0.85504479969495761 1.2299910075962537 1.612747423940162 2.0245464301515312 1.0820500330300999 3.4390701359370723 1.4313840212562352 21.326667795627145 6.2920270711183539 27.772623498982288 1.0350070265121756 4.7013729289174071 2.6541211046278468 10.944775274023412 3.4338296046480528 4.0335409541148683 6.0840536952018764 1.4561177145224058 1.396907716989517 1.8666004249826071 1.155314503237608 4.4336797595024136 8.8570312121883017 8.2071432732045633 9.8674007784575206 4.1389779634773758 2.05027626408264 1.3339721029624332 1.9293373823165891 2.2741973977535963 9.5636506206355971
leaf_count=908 21 344 198 28 287 86 611 39 509 30 39 27 98 39 71 107 31 9 25 16 25 55 39 94 44 45 22 8 44 135
internal_value=0.000213689 4.66377e-06 -0.000447848 -0.000761024 -0.0012294 0.000225559 0.000200298 0.0002661 6.0324e-05 -0.00123588 0.00033765 0.000156815 0.000293356 0.000330132 0.000262402 0.000312325 0.000360704 -0.000250874 -0.000732342 0.000421342 0.000651387 0.000449496 9.5982e-05 0.000224979 2.51747e-05 0.000209767 0.000435084 -0.000641571 -0.000998368 5.77428e-05
internal_weight=158.483 31.7715 9.5898 6.54567 4.52112 3.04413 22.1817 126.712 32.6917 2.265 94.0202 30.4267 87.7282 83.0268 72.082 68.6482 63.2178 5.43045 3.32272 59.895 27.5819 21.4979 12.6408 32.3131 22.4457 19.0162 15.0366 3.97961 3.42951 10.8976
internal_count=4034 2462 943 513 315 430 1519 1572 587 51 985 536 946 907 809 770 690 80 56 634 226 119 64 408 314 254 201 53 60 157
is_linear=0
shrinkage=0.00192234


Tree=653
num_leaves=31
num_cat=0
split_feature=16 19 2 18 12 3 5 13 13 18 7 3 16 9 6 5 14 12 15 15 4 12 9 8 15 0 6 10 7 15
split_gain=0.0997495 0.330343 0.376104 0.596739 0.546576 0.533426 0.447306 0.343272 0.341173 0.475927 0.42193 0.280604 0.33873 0.315287 0.28057 0.293543 0.307287 0.409708 0.196052 0.176057 0.557022 0.237983 0.47122 0.464689 0.29358 0.920976 1.30222 1.65354 1.1646 0.662593
threshold=18.594956516900002 12.651020723000002 71.340832650850004 14.85568425095 69.826413229550027 82.081315180750025 19.234448447350001 104.29066779635001 108.49810477050001 14.738651916450001 24.054467534550003 81.589327342850012 17.684958644900004 187.94830913940004 8.5652001245500013 13.154029769200003 144.48364303385003 81.514192512750014 16.701947052500003 27.689912074550005 165.86037890555002 93.660658182900008 189.78071820640002 9.3427090425500019 31.385732506450001 94.047642319350018 15.075352233200002 66.590419433100024 25.213275923400001 32.167495462450006
decision_type=2 2 2 2 2 2 2 2 2 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 4 6 -3 7 8 11 9 10 -4 12 13 -5 -1 18 -17 -18 -16 20 -2 22 -21 -24 25 26 -23 -28 -27 -26
right_child=19 2 3 5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 15 16 17 -19 -20 21 -22 24 23 -25 29 28 27 -29 -30 -31
leaf_value=-0.050462561589609073 0.029803073913839039 0.0015270727519281445 0.008624834340746004 0.0051371578301103258 -0.061426279281003332 -0.055878062630352762 -0.038934498568818504 -0.052942644808781754 0.046701656699572269 0.05016019478928975 -0.052455149353725972 0.036899709469702384 0.035007334180122869 -0.041999525814506812 -0.012434761412475329 0.052689073460995946 -0.062688921775983078 0.0013794666327961275 0.046923300060625728 0.018017150306493018 -0.0025366441052609746 0.049843199910509478 -0.02584186136283876 0.010497875930073092 -0.030284083034358433 -0.046644350641270121 0.023927084195068671 -0.052856945505174953 0.020933476827210116 0.0013364187508640613
leaf_weight=0.25099327153202722 2.183092613820917 0.61070144735276588 1.0811786984995713 0.65409915181590006 0.79205074299534317 0.79357020876705053 0.39934717798405461 0.37713321682531376 0.73914175597019482 0.47700077097397287 0.38291410600504594 0.39428533148020495 0.34137706442197657 0.7753644558324595 0.1821359603691225 0.28502044826745887 0.25397362301009607 14.359380503179635 0.58911847294075415 1.2770020324969653 3.4142987738305237 2.3890143161406723 3.3680640677921474 1.1908906046301124 1.6937746291514475 1.3400777550414207 2.4222697365621575 0.98694475926458824 1.2163497970905153 76.112591241046175
leaf_count=752 31 4 53 34 58 151 226 41 12 8 77 7 32 124 138 2 26 694 23 26 119 31 63 22 43 32 92 24 11 1078
internal_value=0.000759396 -0.00214759 -0.0105649 -0.00543663 -0.0340189 -0.0200893 0.0104353 -0.00891783 0.0177913 0.00678258 -0.00734983 -0.00124936 -0.00974341 -0.0204306 0.00198593 0.00282604 0.00126889 0.000265986 0.0329056 0.00146649 0.0100765 0.000942629 -0.00882928 -0.0163492 0.00160451 0.0105118 0.0215354 0.00169862 -0.0144908 0.000648069
internal_weight=121.333 23.7388 7.81816 6.41541 1.40275 3.33583 3.07958 2.54226 2.68024 1.94109 1.46409 2.16513 1.77084 1.42946 15.9206 15.6696 14.8984 14.6134 0.771254 97.5944 5.59739 91.997 5.83596 4.55895 86.161 8.35466 5.79823 3.40921 2.55643 77.8064
internal_count=4034 2462 827 765 62 389 376 238 150 138 130 197 190 158 1635 883 722 720 161 1572 150 1422 111 85 1311 190 147 116 43 1121
is_linear=0
shrinkage=0.0500028


Tree=654
num_leaves=31
num_cat=0
split_feature=9 4 7 7 13 3 2 16 16 17 7 18 3 5 9 0 16 0 5 19 9 18 18 18 0 16 16 17 7 7
split_gain=0.416588 0.443987 0.532198 0.722672 0.639109 0.558543 0.497261 0.462365 0.443625 0.434166 0.642581 0.573053 0.411066 0.475405 0.398299 0.583057 1.219 0.682201 0.70183 0.681374 0.498633 0.400237 0.731007 0.471297 1.24987 1.31509 0.838509 1.03422 0.738704 0.706169
threshold=181.33671263215004 375.65892766775005 20.861906850000004 22.181995028450004 117.70876232545002 108.56262776565002 56.478612905150008 18.964955651700002 21.094950670800003 190.25644477395002 22.381996090050006 14.444150028100003 103.00289635185001 26.429668882900003 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 187.45330412110005 12.794482498400003 12.909082926650003 13.843998451900001 86.692020874450009 22.654947022900004 22.494947397000004 199.03437346465003 23.127267687200003 23.203497038450006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 6 9 7 -4 12 -7 10 -5 -11 13 -1 -2 16 20 18 19 -18 -16 -17 -23 26 -25 29 28 -28 -24 -26
right_child=14 -3 3 4 -6 8 -8 -9 -10 11 -12 -13 -14 -15 15 21 17 -19 -20 -21 -22 22 23 24 25 -27 27 -29 -30 -31
leaf_value=-0.00078041999185721168 0.00052969370425892713 -0.0018976983649906332 0.0010161544950966356 0.00014087968861937829 0.0020729686005416929 -0.0019054020819915143 -0.0017943110467162481 0.0013291499936895301 0.0012526507951877359 0.0009928916102307356 -0.0020261299425022219 -0.001880735025547793 -0.0018883999346661232 0.0015678565432059419 0.00058548999255313052 0.0014164664148938479 9.153330330697332e-05 0.0010833854425251631 0.00074098722136270749 -0.0020331164621189713 -0.0019799263963485047 -0.00093773428330794066 0.0003927665504616247 -0.0020468582708003001 -0.0013351566643733715 0.0018900279080823628 0.00014299133112883366 0.0012354183537164778 0.001348074314779944 0.00011847752089183357
leaf_weight=0.55596119133951682 11.392468052930779 0.49247180735983498 0.24828739091753949 0.99216360876016618 0.44437873363494862 0.54854860084742529 1.5994780818764409 1.8962954629678277 0.20998963341116905 1.2435893473593749 0.88284605035551067 0.29267183491356252 0.32335803622845549 0.62541200916166417 0.30625379702541877 0.91431247256696124 0.98877167189493853 1.7051626848988233 1.2441642619669435 1.0761703219031913 1.664281515884795 1.9337191316299129 6.894887672737239 0.91207330860197444 1.1619298262521613 1.4197285957634438 42.994703284231946 3.1772330906242123 4.6117085050791502 63.113587342097162
leaf_count=90 141 362 3 16 2 169 183 40 3 15 209 236 173 25 4 9 19 15 14 57 153 17 60 26 21 35 274 21 94 1548
internal_value=0.000172529 -0.000185542 -0.000100052 -0.000466589 -1.12797e-05 0.000402528 -0.00141666 0.000722283 -0.00103114 -0.00028279 -0.000879454 0.000445439 -4.25034e-05 0.000462744 0.000198012 0.000169838 -0.000349911 0.000133975 -0.000355251 -0.00101575 -0.00158122 0.000198393 0.00018957 0.000207109 0.000101229 0.000131052 0.000329379 0.000218165 0.000775643 9.21997e-05
internal_weight=155.867 10.3555 9.86298 5.70342 3.85565 4.15956 1.84777 3.40103 0.758538 3.41127 1.87501 1.53626 1.50473 1.18137 145.511 134.119 6.9848 5.01427 3.30911 2.06494 1.97054 127.134 126.22 124.286 66.6073 65.6952 57.6785 46.1719 11.5066 64.2755
internal_count=4034 1526 1164 664 478 500 186 328 172 476 225 251 288 115 2508 2367 262 105 90 76 157 2105 2096 2079 1630 1604 449 295 154 1569
is_linear=0
shrinkage=0.00184769


Tree=655
num_leaves=31
num_cat=0
split_feature=4 14 15 3 0 16 18 9 16 5 0 19 6 4 16 2 10 13 15 3 0 17 16 19 9 5 15 16 19 7
split_gain=0.102392 0.625877 0.275306 0.80151 0.48879 0.345561 0.785588 0.271064 0.261257 0.478382 0.476342 0.319614 0.25182 0.681346 0.490953 0.485967 0.428982 1.37707 0.677005 0.542567 0.731333 0.34338 0.326027 0.29379 0.276711 0.275925 0.337186 0.337735 0.397128 0.25834
threshold=244.52697497700004 245.30750651965005 38.992510055900006 93.579850604650019 85.812895065800021 22.664946999500003 13.036600629150001 187.45330412110005 22.674946976100003 24.794052175750004 85.732241321850012 14.651182102100002 16.515385879350003 284.07887079910006 22.594947163200004 189.28685862455004 62.025417527550012 117.49368567500001 38.992510055900006 93.431985407450014 85.925810307250018 180.29620661735001 22.604947139800004 10.550851274900003 205.22231928645002 24.367802910700004 43.401366108000012 22.644947046300004 14.451165964200003 23.604435110900003
decision_type=2 2 2 2 2 2 2 2 2 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 -7 11 10 -10 12 16 15 -15 24 19 21 -19 22 -21 23 -3 -18 -14 26 27 28 29 -23
right_child=1 8 3 4 -6 6 -8 -9 9 -11 -12 -13 13 14 -16 -17 17 18 -20 20 -22 25 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0019813440836000734 -0.070789057556780055 0.0044160277719900443 0.033833289297386805 0.0073075012465420057 -0.030127035568791614 0.01612455707446301 -0.056296779093530112 -0.0188794963343531 -0.015031809875322525 -0.020321772209454324 0.043785654917676678 0.022402143169016356 -0.035186444724480813 -0.016575962869842177 -0.07565523665150696 0.024092899453996775 0.049435308237891697 -0.0088382480536157715 -0.070273867898135708 0.0080662011366783512 -0.042340728552512183 -0.014454892244355382 0.033471911578101692 -0.066120804056881935 0.0026317280177583927 0.043470469884316208 -0.037696299256987656 0.046072180960551851 -0.029463723765059267 0.005392815114551878
leaf_weight=56.081104586311994 0.45726449608355224 2.3195978772200743 3.6784328967332831 6.5489766446262347 1.5381099060177801 1.7347038798034184 1.2147979848086832 1.4506202479824422 0.66248649876797561 0.98702500335639332 1.9072747481986878 1.8681333495769639 1.3777193740461364 1.1561471581235312 0.88816858120844688 1.7401018147065768 0.094536986669942702 1.0649618729948991 1.6072141259937778 4.0700416501226755 1.3751076953485606 2.7602597139739542 3.4009659243747592 0.46510674482851755 1.3859144931193439 0.52818814170313899 0.82548293098807235 0.58344979956746001 1.5144266840070475 15.450088405004861
leaf_count=1743 28 38 37 89 15 21 22 40 29 39 44 27 34 82 23 29 153 18 48 94 17 110 26 96 13 26 20 11 25 1037
internal_value=0.000917426 -0.00120677 0.00234312 0.0107068 0.000187702 0.000716108 -0.0154098 0.000183451 -0.000544352 0.0150402 0.0286225 -0.00179067 -0.00285141 -0.0136322 -0.0422434 -0.000645153 -0.000893721 -0.00525892 -0.0457895 0.00883839 -0.00466347 -0.000385053 0.0216902 -0.0466007 -0.0162213 0.000808946 -0.00025728 0.00126453 -6.08593e-05 0.00238437
internal_weight=120.736 48.4897 72.2467 11.7655 8.08709 60.4812 4.40012 3.18532 48.0324 3.55679 2.56976 44.4756 42.6075 6.54805 2.04432 4.50374 36.0594 24.8937 2.67218 11.1657 5.44515 22.2215 5.72056 0.559644 2.76363 21.6619 21.1337 20.3082 19.7248 18.2103
internal_count=4034 2067 1967 141 104 1826 83 61 2039 112 73 1927 1900 181 105 76 1719 1544 66 175 111 1478 64 249 47 1229 1203 1183 1172 1147
is_linear=0
shrinkage=0.0597579


Tree=656
num_leaves=31
num_cat=0
split_feature=18 0 16 18 8 17 0 13 0 10 15 19 8 6 5 19 0 10 18 0 6 16 16 0 10 9 16 8 15 6
split_gain=0.104452 0.474713 0.575023 0.454394 0.469303 0.610465 0.431163 0.494854 0.40281 0.383502 0.843584 0.618187 0.601506 0.552279 0.53029 0.972477 0.632948 0.865456 0.516712 0.68959 0.926147 0.357307 0.901303 0.528851 0.460794 0.611033 0.412222 0.680098 0.821139 0.548201
threshold=13.946975448150001 86.756543869550015 22.654947022900004 14.118140587000001 8.4434108459500017 196.80409074510004 92.313586825200005 110.06278740240002 93.55565448145002 66.590419433100024 38.62622401090001 14.251149826300002 8.4434108459500017 16.325381439950004 20.374719724350005 14.151141757350002 92.501778894350011 69.999384342500022 14.266702464150002 93.953546284800012 14.905348261050003 20.784951395750003 20.704951582800003 91.394134144600017 66.351146659450009 191.98656730705002 22.494947397000004 8.543332867800002 33.423812040500003 16.485385178400005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 3 4 5 8 21 -8 -3 11 13 -5 -13 14 15 16 -11 -18 -19 -20 -21 22 23 24 25 -1 27 28 -23 -29
right_child=1 2 -4 9 -6 -7 7 -9 -10 10 -12 12 -14 -15 -16 -17 17 18 19 20 -22 26 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.002708315375624291 -0.064170250583863567 -0.044505620748259686 0.06049018476740059 0.057011138683043652 -0.0028890376454426304 -0.072903580463213963 0.0033290489551596656 0.053671512573165631 0.03087666414042578 -0.066254857091948144 -0.072516459188815788 0.033438110075274752 -0.019624708897294799 -0.067353595742468034 0.047224666641689381 -0.070574973662559631 0.038826392303366916 -0.050515211931290424 0.040582870372300905 0.00019708442844977521 -0.068565151562145113 -0.0074409012216922771 -0.092241164522357255 -0.053210081055388735 0.037704521947954227 -0.077513429664241906 0.0005906442828736276 -0.026337464660993657 0.048063336440910688 0.016377103785869904
leaf_weight=2.1468282503574301 0.42532031038081086 0.51709353640944689 0.54119424801319738 1.065727723907911 2.795022333972156 1.0321430703625081 1.6127822141479549 1.2283151652663944 0.49589184438445955 0.49560100253438477 0.58570155142297053 1.3852231102064254 1.697982865385711 0.43288910912815382 0.84888576106550218 0.69477715436369081 2.1135066770148105 0.7247982189837775 1.4636226456441352 30.223619954398831 0.71604436659254034 1.3772523534717018 0.47867237089667458 0.70083075023285335 1.0116111784882376 0.4026473048434126 55.051427237749522 1.9042785987257955 3.0813462855294347 2.457742284052074
leaf_count=554 36 18 25 20 45 22 81 15 24 45 44 51 40 15 81 20 32 28 35 1811 20 30 8 27 42 32 692 19 88 34
internal_value=0.000831435 -0.00131656 -0.000757636 -0.00145859 -0.018806 -0.0405593 0.00228204 0.025094 -0.00760335 0.000519442 -0.00135004 0.0177769 0.00421536 -0.00024481 0.000534428 -0.000553482 0.000807827 0.00175093 -0.000614416 0.000501768 -0.0013943 0.00133745 -0.0144916 -0.0057592 0.00357925 -0.00996138 0.00251228 0.0145056 0.0309182 -0.00227032
internal_weight=119.709 48.255 47.8297 47.2885 4.84015 2.04513 71.4537 2.8411 1.01299 42.4484 38.2994 4.14893 3.08321 37.7137 37.2809 36.432 35.7372 35.2416 33.1281 32.4033 30.9397 68.6126 4.74059 4.26192 3.56109 2.54948 63.872 8.82062 4.4586 4.36202
internal_count=4034 2412 2376 2351 109 64 1622 96 42 2242 2131 111 91 2087 2072 1991 1971 1926 1894 1866 1831 1526 663 655 628 586 863 171 118 53
is_linear=0
shrinkage=0.0597579


Tree=657
num_leaves=31
num_cat=0
split_feature=7 7 15 16 8 7 7 7 5 18 18 9 18 0 5 13 13 3 3 17 18 9 0 2 16 8 17 17 18 17
split_gain=0.0998719 0.552694 0.37372 0.306146 0.793986 0.481288 0.504519 0.45309 0.530396 0.350279 0.727888 0.405677 0.32819 0.29328 0.585788 0.383483 0.321943 0.256036 0.635635 0.524763 0.443467 0.784679 0.4511 0.431603 0.398892 0.354241 0.435865 0.753349 0.339285 1.04766
threshold=21.844899366700002 21.147833206800005 43.216642080150002 22.744946812400002 8.543332867800002 22.105125139000005 22.181995028450004 22.381996090050006 21.269675393700002 13.043896815850003 12.993189857450002 193.67618212375001 12.949585557300002 76.451683855550016 29.026000224750003 105.33378955095002 116.35915634395 93.281431752200021 93.337889372900023 188.10488866565001 13.3584252364 204.02774515060003 85.995710218650018 162.53466164215004 22.654947022900004 8.3434888241000014 189.19102531915004 192.20712075930001 13.276755824150003 188.95754880325003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 -3 5 -5 -2 -7 8 -8 10 11 -9 -6 14 -1 -15 -16 28 -19 -20 22 23 25 -22 -25 -21 -27 -28 29 -11
right_child=3 2 -4 4 12 6 7 9 -10 17 -12 -13 -14 15 16 -17 -18 18 19 20 21 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=-0.067849871302297041 -0.050723135627083839 -0.061489416547340768 -0.0073293337732390912 0.059117188881442705 0.012372316272185444 0.043312807175291866 0.0015209663952025583 -0.014019203752678748 -0.064836161333806958 -0.017569010834029029 0.044229656168706701 0.021204000498858688 -0.048815799992647478 -0.03351377241526541 -0.070474634128920979 0.036740447519200442 0.026547907380576267 -0.054222151187897298 -0.029328470918659102 0.017891270513632856 -0.00015657251511314285 0.023227448746628652 0.028001841800621433 -0.073717427738502053 -0.019691987716988629 0.012162494965198648 -0.074499144323638827 0.0029496788613838391 0.00063639041956811292 0.043355913641639696
leaf_weight=0.54651998683220826 0.75631365387198357 1.0402428872189378 1.0933389551937578 1.3202128726989024 1.0870942267356438 1.1694371225385101 1.0702109506528352 3.1171017573069539 0.95257042694720429 2.0084742307662955 2.3742324297272717 2.4382260197235155 0.55350024998188008 0.4009451747056122 0.16628083674186189 1.7181152665434636 1.0262530214022261 1.1080191005021358 2.807089779511446 2.4414605120109609 1.2132826010929414 1.6076856778236104 3.4765232987701893 1.1951147115487404 1.0963757953140882 1.5472211532905933 0.98128714138874817 1.1312990490914669 74.210448949963165 2.8661170480772853
leaf_count=242 35 99 7 19 30 26 27 26 24 19 28 22 36 93 83 164 103 13 36 33 12 30 48 59 15 9 29 15 2621 31
internal_value=0.000819588 -0.00731767 -0.0337355 0.00125286 0.021777 0.000698249 0.00105566 0.000596576 -0.029728 0.00117734 0.014252 0.00144021 -0.0082712 0.00729168 -0.0123947 0.0234477 0.0130196 0.00011606 -0.00671124 -0.00370261 0.00119411 -0.0141885 0.00940508 -0.0313517 -0.0478687 -0.00119142 -0.0139215 -0.033025 0.00172224 0.0182531
internal_weight=118.521 5.9917 2.13358 112.529 2.96081 109.568 108.812 107.643 2.02278 105.62 7.92956 5.55533 1.64059 3.85811 1.73905 2.11906 1.19253 97.6904 18.6054 17.4973 14.6902 5.11246 9.57779 3.50477 2.29149 6.10127 3.65981 2.11259 79.085 4.87459
internal_count=4034 791 106 3243 85 3158 3123 3097 51 3046 76 48 66 685 428 257 186 2970 299 286 250 116 134 86 74 86 53 44 2671 50
is_linear=0
shrinkage=0.0646839


Tree=658
num_leaves=31
num_cat=0
split_feature=10 16 8 13 8 2 2 17 12 5 2 9 17 8 12 17 15 18 15 2 18 8 6 7 6 10 9 9 17 6
split_gain=0.0988362 0.178991 0.237533 0.167058 0.103619 0.0965231 0.453048 0.325481 0.267019 0.545545 0.216361 0.398524 0.207496 0.90663 0.593296 0.405124 0.475146 0.317108 1.1298 0.710243 0.557067 0.837299 0.281929 0.278837 0.244125 0.779759 0.323801 0.661857 0.509238 0.317737
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 6.6448144527000013 108.24034454255001 109.11323887240002 166.55038043095001 128.52556993515003 21.042547594650003 103.92649527695001 198.74336288960004 200.36843462235004 8.1436447804000007 118.69549532925002 194.56273294745003 31.385732506450001 13.581061237400002 24.719476717350002 97.254132369200008 13.142272494650003 8.543332867800002 14.825346391850003 24.803880018200001 16.375382608200002 65.29995953045001 198.74336288960004 194.56033515110002 188.83172615260003 16.625388449550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 3 4 -2 -3 8 -7 -8 10 -10 12 -12 15 -14 -15 17 22 20 -19 -20 24 -22 23 -17 25 -1 27 28 29 -26
right_child=1 2 -4 -5 -6 6 7 -9 9 -11 11 -13 13 14 -16 16 -18 18 19 -21 21 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.066592778830478663 -0.062079743656911712 -0.061237123566821726 -0.062389394723946563 0.054944590619982761 0.042351702300245674 -0.044593817066011551 -0.041058980014127125 0.00042545780707396892 0.0040810538611636641 0.062685664261522209 -0.070964259637555427 0.002984879645072107 0.01479598180946691 -0.059671774805798952 0.0071448604098287407 -0.0043327130863780854 -0.012413876127788772 0.0037968041431074885 -0.054386463909232706 0.034642986715972296 0.057312369137119609 0.0036348922292079918 0.04381982245551936 0.033552803439498763 -0.014388294204664828 0.00932002126275157 -0.02036469827281405 0.049047823141735003 0.036228769039983476 0.017820492023471985
leaf_weight=0.80007501180808249 0.060807720649562635 0.046868733036262711 0.42939819709317817 0.1779629485681653 0.15296266153745819 0.85592635163629793 0.70967851674367821 71.071188365124272 2.0313666968140747 0.83179390523582686 0.42633228849262994 0.74197081895545125 2.6824278936837791 1.5041885263635779 0.73498679744079698 1.4473137913737439 1.4735579348634926 8.8905504669273778 2.2825568534899499 0.38975992775522161 1.7800196591124393 2.7440581247210503 2.123329883441329 1.439759623724967 4.4141103236470354 1.3526010345667598 1.7283761427388515 1.2759554013609884 1.2849964350461958 1.5331487245348396
leaf_count=37 424 244 250 8 34 72 179 1885 24 56 55 9 43 68 7 17 30 96 128 6 51 19 26 33 43 15 64 13 18 80
internal_value=0.000700916 -0.019791 -0.0368415 0.025142 0.0180558 0.000853529 -0.000510346 1.53121e-05 0.00310951 0.0211066 0.00185425 -0.0240003 0.00261164 -0.00910619 -0.0377399 0.00426124 0.0180119 0.00113025 -0.00664905 -0.0414014 0.0064486 0.0247545 0.0269601 0.0145605 -0.000236026 -0.0188941 0.00368763 0.00857367 0.00143299 -0.00608517
internal_weight=117.418 0.868 0.62923 0.238771 0.199831 116.55 72.6368 71.7809 43.9132 2.86316 41.0501 1.1683 39.8818 4.9216 2.23918 34.9602 6.48396 28.4762 11.5629 2.67232 16.9133 4.52408 5.0104 2.88707 12.3893 2.15268 10.2366 8.50821 7.23226 5.94726
internal_count=4034 960 528 432 278 3074 2136 2064 938 80 858 64 794 118 75 676 106 570 230 134 340 70 76 50 270 52 218 154 141 123
is_linear=0
shrinkage=0.0609531


Tree=659
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 4 5 5 17 17 17 17 16 5 0 7 18 17 18 0 0 17 0 7 4 13 13 13 13 9
split_gain=0.528424 0.739394 1.10125 0.690569 1.06692 0.999846 0.60889 0.832092 0.7631 0.49778 0.501294 0.473127 0.453281 0.401316 0.392286 0.357362 1.19105 1.36976 0.658466 0.756831 1.4885 0.633523 0.545594 0.471822 0.569277 1.02304 0.459258 0.552674 0.818444 0.804918
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.201366220250005 12.851036860900001 250.05420802265002 13.716117217950002 17.719454526200003 174.23065882520004 200.37850214585004 200.68028944555002 162.13109061465002 18.734956189500004 9.1983704482500013 103.33357670195001 25.297859295400006 14.493864790000002 202.58869561095003 14.382403557200002 91.394134144600017 93.399723909900004 205.83789591070004 90.407470010750018 24.573979631000004 393.0596793342001 117.61735474900001 113.97180552410002 116.72209819155002 115.68166489510001 195.30595290385003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 11 -5 13 -8 -9 -4 -11 -1 -2 -6 -13 16 18 -18 19 22 -21 -19 23 24 26 -26 -14 28 29 -28
right_child=12 2 9 5 6 -7 7 8 -10 10 -12 14 15 -15 -16 -17 17 21 -20 20 -22 -23 -24 -25 25 -27 27 -29 -30 -31
leaf_value=-0.0020422374650598601 0.0012120989850848357 0.0012202802245498444 -0.0021764161544407189 0.0016206193698230379 -0.0020821870803178367 -0.0010346429479466796 -0.0021792588303369276 -0.0030955929882916511 0.00069555444573108087 0.0020477222775055304 -0.0013589457670857158 0.00024604238386914483 -0.0004326100959477022 0.00032465170345128368 -0.0011444728348167399 0.00060271531838983639 -0.0021573401657980292 0.00078801117471530215 0.0010712271299305109 -0.0017940837028556284 0.00043635488652249318 -0.00072390654400541501 0.0011443175914338656 0.0011872153314596114 -0.0018080157543407169 0.0013659982071060363 0.0011407713718939935 0.00021866309763429325 0.0016935624550582608 -0.00026035927288284256
leaf_weight=0.36876230696908407 1.8875692021101702 0.70600264493259546 1.6327064332072043 2.2396648341527903 0.31061077333288212 0.72066869102127373 1.9035167915280911 0.25891966660128651 0.96458439747948432 0.24587051570415486 0.51167585857911035 21.963041245833669 3.6786209270358077 1.8691704600933006 0.80875204922813182 9.7360091293230635 1.6541438398417074 1.9009830858558414 3.7149734096601597 2.0452962834388009 2.6289582462050021 2.4244966641999781 2.6603184342384329 1.9886973361717526 1.2975510770338576 0.55845994222909201 2.8513159770518524 71.523927027359605 2.4805086124688387 3.5253548305481672
leaf_count=294 29 27 183 54 71 34 120 65 78 2 60 681 38 94 753 82 75 21 49 40 32 48 28 36 74 10 28 852 31 45
internal_value=0.000195949 -1.71982e-05 -0.000931381 7.29244e-05 -2.08674e-05 0.000974218 -0.000813817 -0.00136835 -0.000106734 -0.00156691 -0.000253272 0.000160979 0.000259046 -1.83139e-05 0.000196658 0.000243358 0.000210016 -0.000639783 0.000261368 0.000229778 -0.00053961 -5.94415e-05 0.000269488 0.000243012 0.000221157 -0.000852979 0.000244873 0.000275878 0.000737903 0.000366154
internal_weight=151.061 34.5039 3.09626 31.4077 28.4474 2.96033 5.3068 3.12702 1.2235 2.39025 0.757546 23.1406 116.557 2.17978 22.7718 114.67 104.934 5.97962 98.954 95.239 4.67425 4.32548 90.5648 87.9044 85.9157 1.85601 84.0597 80.3811 8.85718 6.37667
internal_count=4034 2516 272 2244 2156 88 428 263 143 245 62 1728 1518 165 1434 1489 1407 144 1263 1214 72 69 1142 1114 1078 84 994 956 104 73
is_linear=0
shrinkage=0.00196078


Tree=660
num_leaves=31
num_cat=0
split_feature=8 8 2 17 7 3 16 8 2 7 10 12 8 13 0 15 15 15 12 16 18 18 0 18 2 9 18 10 7 7
split_gain=0.0974766 0.383618 0.6028 0.298994 0.279214 0.281228 0.166785 0.421634 0.196862 0.312106 0.441762 0.385488 0.230914 0.284331 0.518954 0.801889 0.85133 1.02025 0.388089 0.345759 0.320444 0.691001 0.612948 0.490452 0.423284 0.776923 0.412195 0.575752 0.449603 0.547005
threshold=9.5425530862500008 8.9430209551500024 73.245799595050016 205.45998821870003 21.725272673150005 101.90062851840001 22.764946765650006 8.543332867800002 60.327272492300004 23.699538637550003 68.20618276945001 82.696898122450008 8.7431769115000026 117.60660091645001 86.479632682150012 44.521563843850011 41.29990759910001 37.606388722050006 255.84286977610003 22.604947139800004 13.4793103924 13.531614672700002 86.256490657300006 13.431026577400003 81.787075821300007 186.14781787895004 13.552878921100001 62.132955852800002 23.203497038450006 22.977992916200005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 -4 5 -2 8 -8 9 10 -1 -11 13 20 15 16 17 19 -17 -15 23 -22 -23 24 25 -10 27 -24 29 -28
right_child=4 2 3 -5 -6 -7 7 -9 12 11 -12 -13 -14 14 -16 18 -18 -19 -20 -21 21 22 26 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.023120852884077829 -0.046856746684745702 0.013175644220822874 -0.068638465544700059 -0.013274386284001065 0.033261832482158318 0.016981216979836015 0.037089505461236259 -0.014107643231901211 -0.0068226835065960008 -0.077957584101505009 0.023348774935715747 -0.004272027332557023 0.012430429626275198 -0.045218196190520255 0.010092487185789529 -0.073495493737940357 0.014001638920552379 -0.073888116031631632 -0.017363563203585553 0.0040341741018820277 -0.041821004998653433 -0.049024157453954366 0.063347452387837289 0.040929067159255046 0.0024586048284128818 0.056866399756485719 -0.003096852968648465 -0.011673165909128029 0.0012961038142298765 -0.072535145481562799
leaf_weight=1.7185815501725294 0.43992745394643795 1.0303737567737692 0.93431169938412473 0.59206112660467625 1.209224591439124 0.61451783403754234 1.4953295625746243 0.99550560954958189 1.3253905939600437 0.52561978545054422 1.3627132023684678 0.52950495854020119 6.3777976431738344 0.6828901255066725 4.3447341960854819 1.1308346801379219 3.8413157304748893 1.1755987247452138 0.76868175466370292 2.3584128273651004 1.4810153616708692 0.91895766035440729 0.91035741008818039 1.5245676453559998 22.085652588550147 1.536622120067477 1.0937311188636147 0.65247970902782981 52.593538214320006 0.68575494774449897
leaf_count=31 47 22 49 19 29 11 22 29 29 42 15 5 71 87 40 30 28 18 16 25 22 59 54 35 715 35 184 6 2221 38
internal_value=0.000746203 0.000498946 -0.0228467 -0.0471634 0.0132717 -0.00965276 0.00103133 0.0166277 0.00067696 -0.0123671 -0.0025695 -0.0409791 0.00118845 0.00046502 -0.00748486 -0.0151542 -0.00675619 -0.0256652 -0.0507805 -0.00702489 0.00180573 -0.000718223 0.000352467 0.00736766 0.0053167 0.0273722 0.00116366 0.0320266 0.000276575 -0.0298561
internal_weight=116.936 114.672 2.55675 1.52637 2.26367 1.05445 112.116 2.49084 109.625 4.13642 3.08129 1.05512 105.488 99.1105 14.3025 9.95773 8.05822 4.2169 1.89952 3.0413 84.8081 58.3358 56.8548 26.4722 24.9477 2.86201 55.9359 1.56284 54.373 1.77949
internal_count=4034 3947 90 68 87 58 3857 51 3806 93 46 47 3713 3642 244 204 158 130 46 112 3398 2584 2562 814 779 64 2503 60 2443 222
is_linear=0
shrinkage=0.0609531


Tree=661
num_leaves=31
num_cat=0
split_feature=10 16 8 13 17 15 18 2 6 8 15 9 12 9 19 7 7 16 0 17 0 5 6 6 6 18 10 18 4 15
split_gain=0.0901283 0.161802 0.218885 0.150983 0.0980675 0.0933598 0.265181 0.396948 0.501376 0.300912 0.197998 0.510038 0.894588 0.193051 0.172251 0.152922 0.303882 0.54032 0.831073 0.697787 0.477242 0.476084 0.593947 0.55588 0.330144 0.58508 0.431397 0.430316 1.14402 0.917759
threshold=81.479100559500012 9.719977270450002 7.1444245619500011 95.862351557400004 241.79519611995002 19.763739472850002 15.788786379500001 138.63208387490002 13.315311110100001 7.7439566930000003 23.735720730600004 206.36238950785003 93.660658182900008 219.21617201485003 11.850956171350001 25.271514403800001 24.384659815400003 18.754956142750004 94.047642319350018 199.03437346465003 94.773526014550015 21.336111252450003 14.595341017800001 15.710367070250003 14.185331438000002 14.349498564250002 70.171445662850019 13.946975448150001 165.86037890555002 30.501457990950005
decision_type=2 2 2 2 2 2 2 2 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 9 -8 -9 14 11 -7 -13 -14 -1 16 24 18 -18 -19 -20 22 -21 -24 -12 27 -27 -26 -29 -30
right_child=1 2 -4 -5 -6 10 7 8 -10 -11 15 12 13 -15 -16 -17 17 19 20 21 -22 -23 23 -25 25 26 -28 28 29 -31
leaf_value=0.0098295966703293904 -0.060765064118912443 -0.059974673836572734 -0.061045269052247629 0.052631002697395596 0.040508732432038064 0.00026149365456218978 0.051162838049949352 0.041632076662181702 -0.063912420878988574 -0.063440222619324541 -0.028430355445578322 0.020310954850083985 -0.066704045596709921 -0.019516782386105037 -0.060586217510158628 0.0078128982050529455 0.049472443210493516 -0.064084980682730969 -0.055475067143594951 0.0028506923050133654 0.0014047431787999635 0.014331594707116745 -0.073291443753814092 -0.011521504298059398 0.002533322524863896 0.037915509186344988 -0.00049013012134603996 -0.077094924937578024 0.034425361543508025 -0.018161339543118833
leaf_weight=1.6676720532414036 0.05599318882695925 0.045441201142921273 0.39565461664733448 0.16694365069270134 0.1465116055260296 7.6013109933769538 1.0158093990758059 0.33634159040866496 0.30782117377384566 0.2665147847146726 1.2664324669503901 0.82647998264292288 1.2979483527597038 0.40659707639133547 0.13402434613362846 11.379920001603749 1.2010739541146884 1.0667146783089263 0.61549255378213263 1.7145200867671522 3.6538970687215624 1.7642819941975174 1.119894238188863 0.97164146229624737 65.196908081567017 2.7604336370131923 1.6801035767421124 0.87327184155583282 1.6268646563403306 4.3647791344264988
leaf_count=185 424 262 250 8 16 363 23 33 12 17 130 11 66 30 102 333 23 40 72 29 79 64 37 27 1183 35 23 36 26 95
internal_value=0.00066105 -0.019196 -0.0356414 0.0241503 0.0167212 0.000800864 0.0101029 0.0278925 -0.00880367 -0.00417522 0.000489525 -0.00747504 -0.0307098 -0.0554481 0.00459151 0.00128651 0.000460153 -0.0083463 0.00555864 -0.0198072 -0.00679528 -0.011328 -0.0232224 -0.0445957 0.00183119 0.00233215 0.0233845 0.00103488 -0.013196 -0.00388288
internal_weight=115.927 0.810544 0.587607 0.222937 0.191953 115.117 3.72818 1.65997 0.644163 2.06821 111.389 10.1323 2.53103 1.70455 1.8017 101.256 89.8763 12.1075 5.47046 6.63705 4.26939 5.57034 3.80606 2.09154 77.7688 76.5024 4.44054 72.0618 6.86492 5.99164
internal_count=4034 960 528 432 278 3074 372 68 45 304 2702 470 107 96 287 2232 1899 371 174 197 151 157 93 64 1528 1398 58 1340 157 121
is_linear=0
shrinkage=0.0597579


Tree=662
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 17 17 17 17 16 7 18 17 17 18 18 0 15 0 9 18 18 15 15 2 16 13 0
split_gain=0.639917 0.812113 1.10411 0.906398 1.2145 0.695913 0.834088 0.925902 0.585868 0.617307 0.534953 0.492049 0.485375 1.0931 1.32765 0.751726 0.657669 0.667088 0.758711 0.466075 0.454009 0.419325 0.606854 0.843967 0.541048 0.735948 0.702943 0.410151 0.479323 1.25438
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 174.23065882520004 200.37850214585004 200.68028944555002 162.13109061465002 18.734956189500004 25.297859295400006 14.493864790000002 202.58869561095003 205.83789591070004 14.382403557200002 14.224291663350002 90.767723400200012 24.273602154900001 103.33357670195001 206.75106037490002 15.625782642300001 14.738651916450001 23.292710050100002 19.763739472850002 140.91298750955002 19.199955102150003 113.0174028878 93.399723909900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 10 19 -7 -8 -4 -10 -1 -2 13 16 -15 -16 17 27 -19 -6 21 -12 23 -23 25 26 -24 -13 29 -29
right_child=11 2 8 -5 5 6 7 -9 9 -11 20 12 -14 14 15 -17 -18 18 -20 -21 -22 22 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020735369774752183 0.0012531377362177286 0.0011709176852266398 -0.0022120948687072606 0.0011847706767639896 -0.00083114689475990977 -0.0021352563697049978 -0.0036540063941828118 0.00037127824065145862 0.0020666306447624334 -0.0013924619133639752 0.00041373380111428424 0.0013051557406126586 0.0006518788875963476 -0.002154893313382989 0.00086871805994488021 -0.00080699320947141395 0.0010882703354213126 0.0002712638083068584 -0.0018803589856208958 0.00088683343656770447 -0.0012391572318403625 0.00040024741774932152 0.0018398171657612646 -0.0021801095567744551 0.00092261679104596388 -0.0014547270333077015 -0.00065011526822848884 -0.0017500553604901123 0.00025223799259132179 0.00075322286922717234
leaf_weight=0.40911316049642366 1.8552068429999042 0.73182127036852707 1.7486230883296232 2.4899305622529928 1.2536140198353671 2.1783289560116832 0.26198745023430081 1.361160189611837 0.29389348626136769 0.61014632727892604 16.187190483506136 1.371806819573975 9.7865489802788925 1.5970972235081706 1.8740608082152901 2.2832065909169614 3.4251690544188014 1.2879091892391437 1.2336273915134368 1.1772871386347104 0.82851610847137536 0.85204087791498651 0.80226196406874828 1.1385196248302234 2.2547902412479743 1.3103398536331949 0.95462171593680978 1.5856144670397037 84.95992146908975 1.4954584054648874
leaf_count=296 29 27 183 39 126 128 82 86 2 60 559 38 82 75 21 48 49 33 24 43 753 11 15 33 20 26 27 33 1073 13
internal_value=0.000178368 -4.59746e-05 -0.000961285 4.661e-05 -4.48967e-05 -0.000818485 -0.00134243 -0.000278431 -0.00154952 -0.000267949 0.000150002 0.000251674 0.000234921 0.000194565 -0.000635357 -5.15968e-05 0.000244645 0.000213215 -0.000781388 8.72186e-07 0.000187394 0.000237689 -0.000152005 -0.00107561 0.000193446 -0.000342585 0.000486885 0.000241263 0.000224686 -0.000535041
internal_weight=149.6 36.8442 3.38448 33.4597 30.9698 6.23238 3.80148 1.62315 2.65266 0.90404 24.7374 112.756 110.9 101.114 5.75436 4.15727 95.3595 91.9343 2.52154 2.4309 24.3283 23.4998 7.31257 1.99056 5.32201 3.06722 1.75688 89.4128 88.041 3.08107
internal_count=4034 2516 272 2244 2205 465 296 168 245 62 1740 1518 1489 1407 144 69 1263 1214 57 169 1444 691 132 44 88 68 42 1157 1119 46
is_linear=0
shrinkage=0.00196078


Tree=663
num_leaves=31
num_cat=0
split_feature=16 16 16 8 7 3 17 7 16 0 7 3 6 18 18 2 3 16 7 15 13 7 7 7 14 18 7 13 5 18
split_gain=0.323499 0.445365 0.342901 0.274923 0.65236 0.826937 0.577855 0.819428 0.345008 0.715997 0.749572 0.57939 0.569118 0.451097 0.479001 0.426992 0.524867 0.365105 0.363514 0.881891 0.652105 0.417014 0.323631 0.289654 0.37956 0.85131 0.68817 0.637122 0.840139 1.12429
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 8.8430989333000021 22.620600126450004 91.017750006350013 177.64087306825002 20.752538901500003 22.744946812400002 85.667718326750006 19.506002767000002 94.421337999450017 16.545386580300001 12.885811969150001 13.036600629150001 319.18044405035005 108.56262776565002 21.094950670800003 22.105125139000005 30.604459195950003 101.66942111915002 22.233191240750003 23.356162058950002 22.407814303000006 195.25924573520004 13.552878921100001 23.051546669900002 113.0174028878 17.679107616400003 14.466921572300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 8 6 -6 7 -5 9 10 15 -10 -12 -14 -15 16 -2 -18 19 20 -11 -20 -7 -23 25 -25 -27 28 -28 -30
right_child=3 -3 -4 4 5 22 -8 -9 11 18 12 -13 13 14 -16 -17 17 -19 21 -21 -22 23 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.0019700044798518974 0.0010929987367873433 -0.0019727786000832289 0.0015188562044061462 0.00055759944191715238 0.00039452924565371933 -0.0019515546087940569 0.00098851823260338975 -0.0021904160647612169 0.0014783564405516174 -0.0019812355139528126 -0.0020954243373806298 0.0001279596038148679 -0.0021169321122429035 0.00082645859527657279 -0.0021073491308682486 -0.0019603386060297397 -0.0019640144109068281 0.0012008120220745107 0.0011337307764343653 -0.0023218958567371721 0.0010861779083327304 -0.00063464613510010764 -0.00066683861089059614 0.00081375602943224549 0.00014966387223506805 -0.0011629312832082159 0.00031861481710920348 0.0011645317161994781 -0.0018291833335958489 0.0003882551631170863
leaf_weight=0.14820696732931427 1.6819821881363166 0.60629817665449082 0.34982003886398161 1.0838210856309141 1.7622575731948016 1.374696831131587 2.4995747904176824 0.63646624831017096 2.0527171790599814 0.34167733756476026 1.3200334261418905 2.7430882230401039 0.41980357325519424 0.95424466085387372 0.26214803464245051 0.28493289777543385 0.42882080026902247 0.19639548286795616 1.8360185899655324 0.71145530993817363 1.0227211426245046 1.4796885265968729 1.5322141521610317 11.636729162186382 83.308030922245962 1.3284603376523616 17.357849970867399 2.5589740946888915 1.7029406552901485 1.6770793681498615
leaf_count=455 59 435 40 36 37 33 44 24 19 58 194 38 94 26 74 36 166 3 23 13 31 33 25 147 1485 26 208 27 97 48
internal_value=0.000170128 -0.000866352 0.000480612 0.000178066 -0.000149419 -0.000644499 0.000398375 -0.000459102 0.000199581 0.000180973 -0.000494751 0.000705961 -0.00115638 -0.000398784 0.000194186 0.000259811 0.000533993 -0.000969866 0.000210975 -0.000586752 0.000318026 0.000224451 -0.00127439 0.00021066 0.00022112 0.000385284 0.000182808 0.000259547 0.000147875 -0.000728947
internal_weight=145.299 1.10433 0.498027 144.195 8.88903 4.66917 4.21986 1.72029 135.306 130.51 5.54836 4.79581 2.95623 1.6362 1.21639 2.59213 2.3072 0.625216 124.962 2.07585 1.3644 122.886 2.90691 121.05 119.57 36.262 24.6253 23.2968 20.7379 3.38002
internal_count=4034 930 495 3104 199 95 104 60 2905 2848 652 57 388 194 100 264 228 169 2196 102 89 2094 58 2071 2038 553 406 380 353 145
is_linear=0
shrinkage=0.00192234


Tree=664
num_leaves=31
num_cat=0
split_feature=16 16 2 7 3 10 5 7 16 8 6 15 17 15 0 16 5 18 9 6 6 13 8 19 16 5 10 7 7 4
split_gain=0.315709 0.669025 0.602478 0.59529 1.24038 0.54963 0.508406 0.402696 0.449135 0.445633 0.400794 0.539384 0.552728 0.40466 0.395779 0.351491 0.682607 1.11724 0.689292 0.502125 0.633378 0.520631 0.47865 0.427637 0.378641 0.336826 0.3358 0.322826 0.302353 0.70254
threshold=18.594956516900002 15.584963555600002 68.946226135900005 25.138824731100005 77.69375151185001 78.728807892050014 11.270433591700002 25.115444054700003 18.094957686100003 7.943800736700001 14.365335643750003 22.516911658450002 194.73806315685002 23.214132849600002 94.625660817400004 15.404963976500001 15.237417718750002 14.773181214800003 219.59809404590001 14.185331438000002 12.350288562550002 101.01074887720002 8.2435668022500028 12.350996516100002 12.149971588050002 13.154029769200003 71.015621515800021 23.203497038450006 23.109894804950002 239.70509694970005
decision_type=2 2 2 2 2 2 2 2 2 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 7 5 -5 -1 8 10 27 11 -4 -13 -12 -6 16 19 22 -19 20 21 25 23 -18 -22 -8 -15 -10 29 -2
right_child=28 2 3 4 14 -7 15 -9 9 -11 13 12 -14 26 -16 -17 17 18 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019826939431076885 0.0002233229768602989 -0.0022402941493345099 0.0013662060448076912 0.0017423136713102571 0.00081227908463831974 -0.00084986619037912177 0.0013368546637831679 0.0022320617402607464 -0.0019957120537702606 -0.002206359549715107 -0.0020093859196309975 -0.0021240923920410304 5.9545087697374841e-05 0.0017516683264316105 -0.0019531056106535042 0.00061781299611126576 -1.2950773971757172e-05 -0.0018975597216825623 0.00050078645983700737 0.0020490892989903581 0.00070933531290212615 0.0020471638562874193 0.00084724101987812344 -0.0024248304437472839 -0.0015748902406565117 0.00014038478579264321 -8.916901614317073e-05 0.0020415634390858303 0.00029512784763204334 -0.00036402125519862185
leaf_weight=0.40866582976196042 34.175829552521463 0.65499699977226455 0.58018411255034008 0.75211941637098811 0.21814271039329503 0.54047456056287047 1.0810866545616624 0.32285767793655384 0.11836042748473108 0.62938627804396674 0.16726306075724995 0.73390145793382533 1.1347540777060201 1.2278849185095166 2.2646367038541939 6.2728026229888192 1.2851210023054584 2.1273633382079429 0.5880834013223647 0.66699520498514253 0.38782596908276878 0.76198825240135182 2.2529687926580664 0.36231710341962742 0.99432172172237188 5.5416547937056748 0.55237712780944992 0.21350250393152237 71.029670207761228 10.156582492571031
leaf_count=798 461 52 28 23 35 55 99 1 100 106 121 100 43 74 187 47 180 87 18 6 23 7 15 48 44 147 16 2 888 223
internal_value=0.000167537 -2.07623e-06 -0.000421694 -0.000295721 -0.000899192 0.000658441 0.00018457 0.00010536 -2.27984e-05 -0.00123692 0.000242665 -0.0002853 -0.000798063 0.000906533 -0.00171013 0.000224247 7.04268e-05 -0.000412447 -0.00137815 0.00040906 0.000284284 0.000512292 0.000259872 -0.00054339 -0.000933944 0.000335695 0.0011805 0.000601651 0.000215824 8.87621e-05
internal_weight=148.204 32.842 10.1108 9.45585 3.77537 1.29259 22.7312 5.68047 5.35761 0.961249 4.39636 2.44884 1.86866 1.94753 2.48278 22.3225 16.0497 6.61585 2.71545 9.43387 8.76688 7.38473 3.90041 1.64744 1.38215 6.62274 1.78026 0.331863 115.362 44.3324
internal_count=4034 2462 943 891 300 78 1519 591 590 208 382 171 143 211 222 721 674 348 105 326 320 253 243 228 67 246 90 102 1572 684
is_linear=0
shrinkage=0.00196078


Tree=665
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 13 12 14 2 12 15 13 6 8 3 16 18 19 10 10 18 18 7 5 5 0 0 16 17
split_gain=0.0911191 0.204776 0.153265 0.0990787 0.410757 0.43094 0.265178 0.26683 0.567994 0.290698 0.257214 0.22749 0.166289 0.169233 0.149808 0.196327 0.142734 0.515353 0.369523 0.381171 0.280079 0.720988 0.24128 0.196467 0.142225 0.287768 0.175779 1.1417 0.507872 0.833728
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 96.244112611900007 99.140885195450011 171.16849715720005 219.24808729375005 248.94969001945 18.885173188250004 101.01074887720002 13.355312044750002 8.0437227585500022 82.59481068365001 15.404963976500001 14.952049568200001 12.651020723000002 75.408562100950022 74.916574263050009 15.452304577250002 14.366548389000002 23.445318439400001 16.424511567200003 14.943099738200003 94.165934477050016 94.625660817400004 19.199955102150003 172.24349499320002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 12 5 6 -5 8 -8 -9 -11 14 -2 -14 15 -6 17 -13 19 22 24 -22 23 -18 25 -20 28 -28 29 -26
right_child=3 -3 -4 4 11 -7 7 9 -10 10 -12 16 13 -15 -16 -17 18 -19 20 -21 21 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=-0.067085363997298766 0.0048814267144290996 -0.067289503610460641 0.050933875255722426 0.030601777345189839 0.067946393694465562 0.0040659523020770277 -0.070113273469348467 -0.06849273856700315 0.061707154450457539 0.06927081341372103 -0.067117733445990785 0.0059240723025879996 0.067742229086977385 0.008425672366431115 0.064291214892143955 -0.066916045094160395 -0.01929554921418478 -0.04437131935490387 -0.011338433530369474 0.05696402646409518 -0.083313460029899519 0.019361369812099793 -0.0037908320238402653 0.057589266542179433 -0.053438507671860223 0.035613893157636196 -0.072013758486112731 -0.00014729944004497722 0.00086242279113479749 0.037434159279722636
leaf_weight=0.06687926195468108 4.8952410399415376 0.26243025628855321 0.16878311700747872 0.22782341162928732 0.085083909332751229 1.9705623528570866 0.28812375260167788 1.44556745243608 0.28111803554929793 0.1369299143552779 0.10740266959328437 2.6290189315914172 0.3996337130665778 0.43979058042168617 0.41160161281004548 0.10494578566067503 0.18929392490827002 1.3382594286376841 0.9334283302596299 1.0020563449452309 0.5826517480854807 0.60875818473869003 1.8638688675127921 0.61382147390395403 0.5062863663060847 1.452338120434433 1.0574937345045317 10.684661723651514 78.342649562307997 3.3312377548427321
leaf_count=455 159 435 40 112 1 85 42 164 5 1 42 45 6 50 8 54 129 31 41 36 54 27 19 7 158 25 86 277 1287 153
internal_value=0.000957802 -0.0272011 0.0174409 0.00107879 0.000638777 -0.0189802 -0.0372409 -0.0440825 -0.00501422 -0.0572426 0.00931772 0.00146584 0.00953384 0.0366651 0.0419209 -0.00653273 0.00123434 -0.0110418 0.00171575 0.0222708 0.000942229 -0.0308511 0.00923567 0.0394676 0.00133554 0.0172439 0.000931445 -0.00661956 0.00201036 0.0254453
internal_weight=116.428 0.498093 0.235662 115.93 110.195 4.45753 2.48697 2.25914 0.569242 1.6899 0.244333 105.737 5.73467 0.839424 0.601631 0.19003 105.136 3.96728 101.169 3.66904 97.4995 1.19141 2.66698 0.803115 96.3081 2.38577 93.9223 11.7422 82.1802 3.83752
internal_count=4034 930 495 3104 2889 451 366 254 47 207 43 2438 215 56 63 55 2375 76 2299 191 2108 81 155 136 2027 66 1961 363 1598 311
is_linear=0
shrinkage=0.0659776


Tree=666
num_leaves=31
num_cat=0
split_feature=9 9 0 16 0 5 19 9 4 7 7 3 5 9 0 6 16 3 5 2 15 14 7 5 0 10 6 13 5 15
split_gain=0.35786 0.659637 0.670529 1.5274 0.837002 0.857929 0.539683 0.506592 0.445949 0.544294 0.797176 0.570589 0.456213 0.574802 0.694603 0.464934 0.415705 0.373208 0.458798 0.364692 0.847887 0.362422 1.14519 0.895861 1.21704 0.881167 0.866021 0.817881 0.795683 1.98912
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 187.45330412110005 375.65892766775005 20.861906850000004 21.844899366700002 108.56262776565002 21.955793948900006 52.553122989000009 85.705356740550016 5.1651206822000004 18.964955651700002 103.00289635185001 26.429668882900003 121.36426933400001 36.124429763000009 195.25924573520004 23.109894804950002 21.850554661550003 86.382848189450016 64.665483411650015 16.325381439950004 117.51519334005 19.749058312400006 31.233764884050004
decision_type=2 2 2 2 2 2 2 2 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 19 3 7 5 6 -5 -3 9 11 -11 16 13 15 -15 -12 17 18 -1 20 -2 25 -23 24 -24 27 28 -4 29 -27
right_child=1 2 21 4 -6 -7 -8 -9 -10 10 12 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00078781577711564937 0.0010859680590098596 0.0005780879101840319 0.0014621989944568277 -9.9121948627680113e-05 0.0012782597275548891 0.00094422838213147921 -0.0021241273250817505 -0.002082781658021688 -0.0019744082296353103 -0.0019328638800541007 -0.0019394598706372658 -0.0010985281533289959 0.00069897177835698363 0.00044799592527670668 -0.0020972532702334826 0.0012318691994387715 0.0014224580459009967 -0.0019543962058275765 0.0016472624183793375 0.0011672011245007505 -0.00020982016312502824 -0.00039924364266676093 -0.0025280383160289559 0.00052993759427429868 0.00011497503884809223 0.00032103342272676822 -0.0011255169747311133 0.00041811265835059192 0.0017392677499835272 -0.0022710401756534143
leaf_weight=0.53071116884529768 3.6732744672917743 0.30693373130634372 4.4247359447181207 0.9276670370018113 1.7439904338680206 1.130196079611778 1.0223114791442638 1.9082583949930265 0.47328821329574644 1.080338440604464 0.21588377847456308 0.69624454426957516 1.6794809850980525 0.59954942576587189 1.1683117410248085 0.81859881992204464 1.8393459522631017 0.2789311883971094 0.6199129416490905 3.6784172031839262 3.7929428778588772 12.094238732242955 0.65358719602227111 25.300164428743301 43.094783887310768 20.609406543015222 1.7687073176493857 7.4250757582485676 1.2865179851651181 1.1553496334236104
leaf_count=90 47 4 86 19 15 14 57 153 362 151 323 172 23 3 114 50 40 173 25 62 32 116 7 249 1064 400 34 46 15 88
internal_value=0.000197857 0.000223666 0.000183667 -0.000392662 0.000214123 -0.00038839 -0.00116077 -0.0017141 -0.000153109 -6.26321e-05 -0.000450576 0.000481562 -9.32726e-05 -0.000568075 -0.00123406 0.000570052 0.000818106 4.05123e-05 0.000524113 0.000671774 0.00042769 0.000218102 0.000146427 0.000242004 7.54892e-05 0.000376706 0.000170804 0.000807976 0.00027027 0.000183437
internal_weight=145.997 135.997 124.852 7.03936 4.82417 3.08017 1.94998 2.21519 10.0006 9.52731 5.56216 3.96515 4.48182 2.80234 1.76786 1.03448 3.2689 1.42956 1.15062 11.1446 7.46622 117.813 81.1428 69.0485 43.7484 36.6698 24.82 11.8498 23.0513 21.7648
internal_count=4034 2508 2367 262 105 90 76 157 1526 1164 664 500 513 490 117 373 328 288 115 141 79 2105 1436 1320 1071 669 537 132 503 488
is_linear=0
shrinkage=0.00192234


Tree=667
num_leaves=31
num_cat=0
split_feature=8 7 3 17 7 7 5 8 2 5 16 13 0 15 15 15 2 5 0 18 18 0 3 18 16 6 7 0 13 6
split_gain=0.0900622 0.35521 0.471142 0.311028 0.507593 0.254518 0.238096 0.156869 0.222697 0.464308 0.196322 0.267675 0.479019 0.692875 0.771299 0.919704 0.389312 0.290322 0.558544 0.277098 0.569966 0.52302 0.457359 0.43983 0.417397 0.365241 0.308003 0.434942 0.462918 0.402007
threshold=8.8430989333000021 22.620600126450004 91.017750006350013 177.64087306825002 20.752538901500003 23.356162058950002 22.468249633400003 8.7431769115000026 74.580378076100018 21.991679690250006 22.764946765650006 117.60660091645001 86.479632682150012 44.521563843850011 41.29990759910001 37.606388722050006 229.44804549725004 20.971847224900007 85.57631075030001 13.4793103924 13.531614672700002 86.256490657300006 93.69276584615001 13.431026577400003 22.644947046300004 15.575363915900002 23.051546669900002 97.39208423365001 114.57939706160001 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 3 -3 4 -2 -4 -5 10 -9 -10 11 19 13 14 15 17 -15 -13 -19 23 -21 22 -22 -1 26 -26 27 28 -23 -28
right_child=1 2 5 6 -6 -7 -8 8 9 -11 -12 12 -14 16 -16 -17 -18 18 -20 20 21 24 -24 -25 25 -27 29 -29 -30 -31
leaf_value=0.0047521342543060657 0.015541429132874226 0.0094615196059391494 -0.059723801236553228 0.0052211286034840043 -0.065944251511303301 -0.018196894705779825 0.049916367303080772 -0.0088332796748175537 0.046653650761575016 0.0030318152794822114 0.017568601188712143 -0.031375702424147625 0.0093267837492136737 -0.071009164979881884 0.012546401002100929 -0.07130797440369889 -0.015463110416095221 -0.042134710972542587 0.026975108548140645 -0.036979283742499931 -0.074840375778760987 -0.069760429230732446 0.014780067735563798 0.038230343850131326 -0.0013183532733920494 0.052040814487319439 3.7432887361115255e-05 0.035160212105220301 0.0018946083174190102 0.034839398814325906
leaf_weight=26.61679420999781 0.74624343155301109 1.2940800483338537 0.92996175006555892 0.93235699343495049 0.43045624988008058 1.2164776699792126 0.78310358431190252 1.4038909701630462 1.378033026121557 2.3697802200622391 2.4310654886066905 1.1846100732218459 4.3577696564607313 1.0636438653746143 3.8342665499076247 1.1052280981093643 0.78177280616364431 0.59916121377318621 1.3781873770058153 1.5058669780446496 0.60412960313260455 0.79071473626754485 0.30651646287287804 1.4792465493228508 0.81179678067564864 1.0513754789717493 52.575645046679483 0.33966064550986619 0.54309562593698502 1.2126073986291874
leaf_count=797 36 37 33 24 26 25 20 9 23 33 36 14 40 30 28 18 16 99 9 22 10 117 49 35 23 25 2303 78 7 12
internal_value=0.000887017 -0.00604227 -0.0190183 0.00939409 -0.0142674 -0.0361888 0.0256244 0.00128694 0.0114669 0.0190711 0.000785429 0.000385976 -0.00719453 -0.0144326 -0.00690519 -0.0243833 -0.0474782 -0.00798135 0.00603397 0.00162049 -0.000681256 0.000257347 -0.0446748 0.00651475 0.000971125 0.0287919 3.65201e-05 -0.0252105 -0.0405842 0.000822012
internal_weight=116.058 6.33268 3.44052 2.89216 1.1767 2.14644 1.71546 109.725 5.1517 3.74781 104.573 102.142 14.3046 9.94687 8.10145 4.26719 1.84542 3.16196 1.97735 87.8374 59.7414 58.2355 0.910646 28.096 57.3249 1.86317 55.4617 1.67347 1.33381 53.7883
internal_count=4034 201 95 106 62 58 44 3833 65 56 3768 3732 254 214 168 140 46 122 108 3478 2646 2624 59 832 2565 48 2517 202 124 2315
is_linear=0
shrinkage=0.0597579


Tree=668
num_leaves=31
num_cat=0
split_feature=9 9 0 6 7 7 13 17 17 4 6 5 6 15 17 2 15 17 7 4 14 15 19 18 7 10 0 0 6 13
split_gain=0.369052 0.584033 0.845845 1.42612 0.545683 0.82928 0.616229 0.861306 0.751995 0.60932 0.59616 0.535877 0.969893 0.595781 0.6042 0.502363 0.976105 0.486452 0.57132 0.478304 1.02855 0.346787 0.681923 0.579844 0.403896 0.325529 1.94449 1.05545 0.985292 0.956719
threshold=181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 20.861906850000004 21.844899366700002 117.60660091645001 190.25644477395002 195.53954078470002 377.6847677435 17.475408310100004 29.996566321350006 16.625388449550005 45.858046225550005 160.21442126885003 121.36426933400001 36.124429763000009 182.50770257345002 22.381996090050006 245.19972926210002 267.5497843826501 25.621990087700002 13.551093343600002 12.348791801350002 20.682518714850001 66.590419433100024 90.407470010750018 91.937202686950016 16.235379337050002 113.97180552410002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 15 3 -3 9 -6 7 17 -9 10 21 12 -5 14 -14 16 -2 18 -7 -17 -21 22 23 -1 -25 26 29 28 -27 -4
right_child=1 2 25 11 5 6 -8 8 -10 -11 -12 -13 13 -15 -16 19 -18 -19 -20 20 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=0.0014870078629647147 0.0010554690450187093 -0.0021297941622935011 -0.00087141071500134945 0.00067527946936601988 -0.002009489194470547 0.0019946524215512912 0.0009061950973731454 0.0010834164670097154 -0.0020091352728979577 -0.0020191968294554752 -0.0020050323057342044 0.0010753334925249522 0.00088160562361213582 0.000744248583823144 -0.0021431245397141988 0.0017225647165424163 -0.0003553352067656444 -0.0021910979259331218 -0.0021448762756938779 0.0018289806546299009 -0.0015598082347546166 0.0013528785242814586 -0.0020940566864096283 -0.0019932617205414716 0.0013424828273414684 -0.0023156280994511185 0.0016324078175410123 0.00015112268082030934 0.00027529818300196205 0.00026679643916963704
leaf_weight=1.2436636384809374 3.7090744974557293 1.5765884800930496 2.9701489992439738 1.9551978542003778 1.2080182011377472 0.2735721306089548 1.3962284703738985 1.3135902784524658 0.3926679521191544 0.39193061858713907 0.33029617242573284 1.3147380650043485 0.30074478435562957 0.4923833580687641 1.6301528752082957 2.4828266770637133 3.8349561356008053 1.3245711558265609 0.24120330952064251 0.756027824769262 0.63236793997930363 1.8867866139917167 0.404083351153531 0.40314060236596549 0.21344119372952264 1.3174544265493744 3.9482344966381779 50.346217414211424 0.98711826233193267 64.415989869274199
leaf_count=51 47 112 30 18 164 12 9 117 320 51 160 16 6 7 103 17 32 183 170 10 35 67 51 154 17 37 50 1370 19 599
internal_value=0.000180848 0.000207555 0.000170558 -0.000479483 -0.00016482 -0.000553174 -0.000197181 -0.000631681 0.000371715 0.000325258 0.000530297 -2.24723e-05 -0.000352114 -0.00118105 -0.00167201 0.000632954 0.000338296 -0.00156248 5.50338e-05 0.00120717 0.0002855 0.000732028 0.000214695 0.000716203 -0.000838532 0.000208673 0.000294989 9.17265e-05 -0.00120586 0.000216628
internal_weight=153.693 142.67 131.255 7.26981 11.0232 6.14985 4.94183 3.5456 1.70626 4.87334 4.48141 5.69322 4.37848 2.42328 1.9309 11.4153 7.54403 1.83935 0.514775 3.87122 1.3884 4.15112 2.26433 1.86025 0.616582 123.985 71.3344 52.6508 2.30457 67.3861
internal_count=4034 2508 2367 262 1526 975 811 802 437 551 500 150 134 116 109 141 79 365 182 62 45 340 273 222 171 2105 679 1426 56 629
is_linear=0
shrinkage=0.00196078


Tree=669
num_leaves=31
num_cat=0
split_feature=5 12 10 17 0 5 0 17 0 16 0 6 8 8 5 7 18 7 15 13 7 0 19 13 6 13 5 5 10 19
split_gain=0.0898512 0.378736 0.279349 0.489558 0.305814 0.507699 0.237036 0.279312 0.234308 0.330422 0.389105 0.583191 0.221204 0.248451 0.376088 0.221057 0.701361 0.203507 0.556502 0.518515 0.461437 0.363759 0.142137 0.508826 0.482854 0.47975 0.570434 1.06877 0.451168 0.393266
threshold=29.996566321350006 348.45049189470006 60.613977009100005 168.81379805985003 76.451683855550016 29.026000224750003 83.941728207000011 171.92791459955001 84.226704768850013 22.744946812400002 85.667718326750006 16.545386580300001 9.5425530862500008 8.8430989333000021 21.072048321250005 21.725272673150005 11.982665292400002 22.105125139000005 30.604459195950003 105.33378955095002 22.181995028450004 85.764502819450016 14.451165964200003 115.12515406205002 16.575387281250006 116.86189801435002 21.043187000650004 20.305669781650003 62.057679025150001 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=2 15 3 4 5 -1 7 -4 -8 10 11 -10 13 17 -15 16 -2 18 19 21 -19 -12 24 -24 -22 -25 27 -27 -28 -30
right_child=1 -3 6 -5 -6 -7 8 -9 9 -11 12 -13 -14 14 -16 -17 -18 20 -20 -21 22 -23 23 25 -26 26 28 -29 29 -31
leaf_value=-0.074180595894329099 0.054596127459075036 -0.071281266048287856 -0.07039914385197843 -0.073052239595705781 0.060987586989357676 0.056185008628106166 -0.029441884310791391 0.060757126823693851 -0.074762285994085229 0.029662117444143293 0.072690709795035419 -0.00040131464771458477 0.040304454611382871 0.0033403162487022405 -0.043211459207406905 0.071146748849268998 -0.059518284073581895 0.058570475847126623 -0.080835033571912823 0.06114372886253875 0.0011431162523365054 -0.072889488363202679 -0.033800020536628263 0.050850274441966326 -0.045458257730948082 0.036951712017704412 0.025234957111594656 -0.041151210007248966 0.014452129051297613 -0.032262926023097341
leaf_weight=0.37853570941842807 0.71228468391563982 0.21140586668570893 0.092295439888402053 0.68454458416817943 0.31551691610366106 0.2388486344316334 1.2280695694207668 0.57861648751304529 0.82781073140722528 1.9790503452531982 0.10717804729938396 1.3771781763425677 0.71156110567971964 1.913492827676236 1.5318484720773993 0.43243920244276512 0.41955033304839162 0.70541294685244693 0.53845435769471806 0.46573243025341071 81.057361424773717 0.39144028696182431 1.3549734465777898 1.3485368816182042 1.1048197995405633 1.2732706703245633 7.4499879297800344 2.6392442621290684 2.1406524884514515 1.5041660778806543
leaf_count=96 83 44 144 162 10 18 15 91 103 29 1 23 14 36 35 11 29 17 13 19 2621 135 30 31 22 29 88 34 27 24
internal_value=0.00104926 0.0166778 0.000805697 -0.0280845 0.00491191 -0.0237458 0.00122172 0.0427143 0.000972391 0.00131065 0.000793241 -0.0283184 0.00139746 0.00113511 -0.0173573 0.0285651 0.012296 0.00175924 -0.0238157 0.00802155 0.00214138 -0.041597 0.00174281 0.0074319 0.000516476 0.0108477 0.00725311 -0.0157338 0.0153593 -0.00482653
internal_weight=115.714 1.77568 113.939 1.61745 0.932901 0.617384 112.321 0.670912 111.65 110.422 108.443 2.20499 106.238 105.527 3.44534 1.56427 1.13184 102.081 1.50281 0.964351 100.578 0.498618 99.873 17.7108 82.1622 16.3559 15.0073 3.91251 11.0948 3.64482
internal_count=4034 167 3867 286 124 114 3581 235 3346 3331 3302 126 3176 3162 71 123 112 3091 168 155 2923 136 2906 263 2643 233 202 63 139 51
is_linear=0
shrinkage=0.0700159


Tree=670
num_leaves=31
num_cat=0
split_feature=15 13 5 19 2 15 19 13 0 9 6 19 7 2 16 17 16 9 6 18 9 0 7 0 6 6 5 2 15 7
split_gain=0.0947948 0.342529 0.221596 0.125005 0.237355 0.177567 0.166802 0.290108 0.460875 0.384086 0.332433 0.215238 0.55287 1.05861 0.4145 0.296835 0.491645 0.311604 0.224157 0.34204 0.493101 0.625651 0.416167 0.529953 0.323435 0.704623 0.43617 0.51138 0.398813 0.383377
threshold=46.683480308100009 117.56896250265002 25.322158499750007 14.651182102100002 173.34516805710004 38.62622401090001 14.551174033150001 116.35915634395 87.278104746850019 186.68586460755003 16.555386813950005 14.451165964200003 23.604435110900003 287.91607306300006 22.624947093000003 192.20712075930001 22.624947093000003 196.64273721640004 16.465384711100004 13.820816557100002 194.45262321395003 85.877418060900013 22.407814303000006 85.242941942100018 15.255356438950001 15.075352233200002 23.455765688150006 178.70687671690004 37.870720399650004 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=3 -2 -3 6 5 -5 11 -8 9 -9 -11 18 15 14 -14 16 -13 -17 24 20 21 22 23 -20 25 28 29 -28 -1 -26
right_child=1 2 -4 4 -6 -7 7 8 -10 10 -12 12 13 -15 -16 17 -18 -19 19 -21 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.00086337097469403102 -0.057780000267279502 -0.031420418346893353 0.013293360262406434 -0.022597974352730338 0.03586540610397726 0.019932096187553275 -0.04302048583436939 0.022428674796838299 0.037743116609720795 -0.045313032360887517 -0.0011833641355059453 -0.029031452118970874 -0.077729740859956431 0.071189787008056449 -0.010152532611138836 0.047858980084235517 0.021039233277310533 0.010428241528149779 -0.004959159747612343 -0.042444189768407158 0.0069990861261025926 -0.037842390737113249 0.018562174723283347 -0.081380774294470243 0.00058500191045227458 -0.07767527857322519 -0.073521600175176754 0.00076754828960999739 -0.046020750682714176 0.01970387013603549
leaf_weight=41.490744985821721 0.64158665573086127 0.79915701612480949 1.9317074066493658 1.0127919502556322 1.51847781939432 0.99020413681864727 1.1250221030786622 1.1560789663344619 1.1204436225816605 1.8951705772196876 1.610497784160543 1.4292458780109862 0.96090195968281411 0.50799451954662789 0.89329410993377678 2.5855032026302069 3.3316779646556824 2.0210007370769745 2.4812414660100388 1.2318751503662486 10.571140700325484 3.8135967794805765 2.9032098510069773 0.56892239302396763 8.9181887729173521 0.60700704605551337 0.66278815827536108 1.646882745240873 0.94647097315464535 13.367120933078693
leaf_count=2323 63 34 39 20 27 20 26 33 16 28 25 26 52 11 28 24 40 27 440 33 133 36 26 14 114 38 33 37 64 204
internal_value=0.000972565 -0.0108235 0.000208372 0.00132978 0.0145708 -0.00157275 0.000897421 -0.00983933 -0.00338338 -0.0132681 -0.0250399 0.00163213 0.0107269 -0.020149 -0.0451731 0.0185129 0.00600784 0.0314371 0.000436318 -0.005903 -0.0036897 -0.0152586 -0.000791875 -0.0192135 0.00245791 -0.00127508 0.0089911 -0.0205506 -0.000182279 0.0120528
internal_weight=114.74 3.37245 2.73086 111.367 3.52147 2.003 107.846 6.90721 5.78219 4.66175 3.50567 100.939 11.7296 2.36219 1.8542 9.36743 4.76092 4.6065 89.2092 21.57 20.3381 9.76697 5.95337 3.05016 67.6392 43.0442 24.595 2.30967 42.4372 22.2853
internal_count=4034 136 73 3898 67 40 3831 128 102 86 53 3703 208 91 80 117 66 51 3495 682 649 516 480 454 2813 2425 388 70 2387 318
is_linear=0
shrinkage=0.0714163


Tree=671
num_leaves=31
num_cat=0
split_feature=16 16 6 18 12 14 10 5 16 15 8 16 12 2 19 17 8 19 15 9 15 5 19 0 10 16 10 2 7 7
split_gain=0.409051 0.759947 0.596896 0.583983 1.02647 0.726518 0.618498 0.692168 0.527226 0.677739 0.630876 0.413638 0.629834 0.478277 1.26566 0.609587 0.654083 0.544465 0.479181 0.389293 0.388195 0.850102 0.507535 0.676315 0.545528 0.444818 0.533724 0.346314 0.638807 0.431157
threshold=18.594956516900002 15.584963555600002 11.075258771650001 17.551307094650003 167.80616279730003 171.16849715720005 70.389210771400016 18.160071980500003 18.404956961200003 27.980927088250002 8.1436447804000007 15.404963976500001 81.514192512750014 83.586740321150003 12.350996516100002 189.72181505755 7.7439566930000003 10.650859343850001 17.855957135100002 200.17144541975003 46.074827201850006 24.367802910700004 14.251149826300002 86.692020874450009 62.025417527550012 22.604947139800004 58.167480110400007 96.242542698950004 22.671301016600001 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 9 10 27 12 -4 -14 15 16 18 -18 -15 -19 -2 -22 -23 24 25 -24 -27 -7 29 -29
right_child=20 3 11 -5 6 8 -8 -9 -10 -11 -12 -13 13 14 -16 -17 17 19 -20 -21 21 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0013194354257239813 0.00028677568353266663 -0.0017773961384267944 -0.0024589433286893131 0.001086354247321379 0.001718679508286173 0.0009050952094421989 -0.0020843257272666364 -0.0022996321521116915 -0.0020637159859061599 0.0014385467963180971 -0.0020713567088115358 0.00071476929690053408 0.00073856484208659548 -0.0012410779792320153 -0.0016797627974911005 0.00071015927533310834 0.0005706416489057026 -0.00039407429802112547 0.0010544446210162955 -0.0022533348567416655 -0.0021319780574091669 0.0010353103934571505 0.00076504276358000246 0.0010856397582369309 -0.0020914649204409786 0.00084751173163926839 -0.0020998163219760374 -0.00056974963009193472 -0.0018831482687204624 0.001954706836471541
leaf_weight=0.93433638600800151 113.93766046676319 0.90232555867987319 0.35824603599758376 0.88816201174631793 0.39989766222424838 1.4207635979109916 2.1352146636127145 0.28035152026859578 0.3946861441945656 1.4229529856238512 0.55972378654405464 6.0744636142626396 4.144693683134391 0.45109297243834445 1.5584367861047201 4.8560006098341546 0.64929922987357747 0.71390445716679085 1.5542141536279812 1.1002417154377324 0.78054907341720436 1.4787102327099999 0.92106998205417845 0.98255364596843708 0.87327170914795704 0.35744599252939202 0.69652771871187724 0.58350327293010174 0.67945202239206981 0.4693255428574048
leaf_count=908 1390 116 31 39 7 26 278 59 91 23 31 41 34 167 92 67 41 7 90 41 40 19 10 5 54 5 49 201 61 11
internal_value=0.000208137 1.31126e-05 0.000214734 -0.000432343 -0.000578193 -0.000146027 -0.0015656 6.26102e-05 0.000120143 0.000287975 -0.000152993 0.000281528 0.000110483 0.000171735 -4.41329e-05 0.000229228 -0.000293379 -0.000970197 0.000538068 -0.00152168 0.000260995 -0.000221324 5.95572e-05 -0.000317082 -0.000800965 -0.000230366 -0.00110026 0.000187552 -0.000400955 0.000555592
internal_weight=152.559 32.5313 22.3949 10.1364 9.2482 6.43273 2.81546 0.680249 5.53041 5.13572 3.71277 21.4606 15.3861 15.0279 10.8832 9.32475 4.46875 2.46345 2.00531 1.81415 120.028 6.09013 5.30958 3.83087 2.84832 1.97504 1.05397 3.15304 1.73228 1.05283
internal_count=4034 2462 1519 943 904 560 344 66 444 353 330 611 570 539 505 413 346 89 257 48 1572 182 142 123 118 64 54 299 273 212
is_linear=0
shrinkage=0.00196078


Tree=672
num_leaves=31
num_cat=0
split_feature=10 0 0 5 3 9 13 5 15 12 5 5 3 6 18 16 5 5 12 6 7 6 13 14 13 18 3 16 5 15
split_gain=0.444636 1.99255 1.13607 0.974501 0.897463 0.717951 0.604105 1.33375 1.18971 1.10307 0.693304 0.695679 0.683028 1.1293 0.923729 0.650055 0.587204 0.593703 1.29494 0.839867 0.748317 0.535799 0.864562 0.769524 0.662955 0.658574 0.508393 0.793976 0.510582 0.970798
threshold=66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 88.931506497100017 204.27826083785001 113.97180552410002 20.016397659050003 40.042228346200012 152.73554204000004 20.556063402800003 26.429668882900003 92.324340657750014 16.355382140900002 13.4793103924 22.614947116400003 20.374719724350005 19.426367441400004 189.97915716370002 14.935348962050002 26.560603234350001 16.465384711100004 115.68166489510001 128.57956104760004 116.53390612245002 13.712081531300003 93.181958801350021 22.544947280100004 21.566902724800006 39.296024648600003
decision_type=2 2 2 2 2 2 2 2 2 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 16 -2 -6 7 -1 9 10 -9 -12 14 15 -8 -14 17 -4 -19 20 -20 25 23 -23 -24 26 27 -15 -28 -30
right_child=2 -3 3 -5 5 -7 12 8 -10 -11 11 -13 13 21 -16 -17 -18 18 19 -21 -22 22 24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.0020881481127341148 -0.0017335480032882244 0.0014752822079570971 0.0001437606567292282 -0.0019605418600201641 -0.0014807255129518251 0.0016182881377991088 0.0012981394086545273 0.0018892216407875551 -0.0024159628289054675 0.0013990723632495931 -0.0024832926465311296 0.00092697342953314233 -7.9998828712717321e-05 0.0019215671010674397 0.00030192771587839249 -0.0017690790585129037 0.0016143698867643712 -0.0020203307681349492 -0.0023812578979739906 0.0020360700517679806 0.0012016556047794566 0.001907029786173681 0.001406559058880528 -0.0022515953876660363 6.5569671825446791e-05 -0.00051863783025147224 -0.00033368416202876595 0.00056086444944914479 0.0018322036697071046 0.00022357374018939171
leaf_weight=1.2603531301392639 2.1220764735480766 4.2417225686949669 52.02361594206377 0.77698751285424705 0.43177687338902593 0.62412268406478688 4.2029151357710388 0.2573377192020424 0.54559060186147679 1.965908577383743 0.71614653256256111 0.28568162478040904 1.5040783992008067 1.9169008769094995 13.025539858266709 1.611083247233182 0.8870694654469834 1.3643519422184902 0.4455680316314099 0.65539568662643433 0.35963645298033953 0.18233273923396953 1.298875188716919 0.91037625701574143 40.602198635839159 2.2964714120607814 3.3127170186489812 6.1962717361748219 1.5721328425279333 6.9110967362357769
leaf_count=24 72 55 2011 93 56 15 41 4 6 105 139 46 36 57 150 41 39 28 41 3 6 2 28 85 641 27 43 38 17 85
internal_value=0.000158912 0.000237557 3.39881e-05 9.4436e-05 -0.00104093 0.000351044 0.000179592 -0.000442633 0.000107384 0.000534262 -0.000815948 -0.00151082 0.000216187 0.000133274 0.000544955 -0.000953549 0.000123084 9.89649e-05 -0.000725982 0.000483074 -0.000780986 0.000185202 6.48264e-05 -0.00155767 0.000107138 0.000418268 0.000526338 0.000882358 0.00028147 0.000521689
internal_weight=154.506 94.8157 59.6906 56.5126 3.17798 1.0559 90.574 5.03102 3.77067 3.22507 1.25917 1.00183 85.543 68.3145 17.2285 3.11516 55.7356 54.8486 2.82495 1.4606 0.805204 65.1994 42.9938 1.09271 41.9011 22.2056 19.9091 8.11317 11.7959 8.48323
internal_count=4034 1670 2364 2221 143 71 1615 324 300 294 189 185 1291 1100 191 77 2128 2089 78 50 47 1023 756 87 669 267 240 95 145 102
is_linear=0
shrinkage=0.00184769


Tree=673
num_leaves=31
num_cat=0
split_feature=9 9 0 16 0 5 19 18 16 18 8 7 14 16 6 3 6 13 17 17 9 8 10 6 19 16 16 16 18 0
split_gain=0.388332 0.539164 0.654079 1.19944 0.596876 0.92276 0.612453 0.530214 0.664017 0.66722 0.817178 0.611654 1.27034 0.938779 0.807885 0.638896 0.719862 0.636419 0.619065 1.06834 0.700172 0.536313 0.533238 1.74133 0.817441 0.629741 1.03703 0.994466 0.537549 1.04596
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 13.946975448150001 22.644947046300004 14.118140587000001 8.4434108459500017 23.109894804950002 195.25924573520004 22.454947490600002 16.525386113000007 93.394346993650018 16.455384477450004 117.55283175385001 190.94474013770002 188.41589330430003 193.67618212375001 8.2435668022500028 66.964115113200009 15.365359009150003 14.251149826300002 19.974953289850003 19.644954061550003 19.284954903400003 14.266702464150002 93.953546284800012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 3 -3 5 6 -5 11 9 10 -9 12 15 21 17 16 -4 -15 19 -14 -20 -13 24 25 -11 26 27 28 -24 -30
right_child=1 2 7 4 -6 -7 -8 8 -10 22 -12 13 18 14 -16 -17 -18 -19 20 -21 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.00017514688473310375 0.00064803440533338461 -0.0017059991729906434 0.00080064710586551127 -5.4756791786405369e-06 0.0011127940911577646 0.0010727437458192002 -0.0021796145575804613 -0.0014518351402657394 0.0014399672753465141 0.0017857663715919732 2.9204581189254651e-05 -7.5909346467999535e-05 -0.00069367833839189858 0.00018250549156640164 -0.00035490187523923186 0.0011870085840516471 -0.00046384704146058608 0.00076476313680426194 -0.00030526336357732711 0.00070553324607214177 -0.0019666356774138021 0.0014660183046401982 -0.0014247644527576818 -0.0022221842376703013 0.00024053055617272216 -0.0013519074762025375 0.0013631935505187375 -0.0022334062398106308 0.0013250348278258921 6.7144019375217244e-05
leaf_weight=9.9023039169160239 10.778071765496859 1.9381922755565018 3.7466405816376227 0.93546131229959506 1.5722842765972016 1.0994916334748266 1.0655892457580192 2.3783226776868096 1.3740470092743624 1.7776943147182453 3.6010236572474241 1.0459642847999919 4.3994234777055663 13.463981457054617 5.0533246286213389 4.1687244512140751 3.2172533599659801 15.555871675722299 2.4890285786241284 4.010533039458096 1.6036399099975822 5.0761835989542305 0.84783540293574233 1.2555328549351532 5.0702547840774059 1.092221101745962 2.5731643699109545 0.70207165088504453 2.7276747066061935 37.236678969547938
leaf_count=1526 141 157 38 19 15 14 57 38 33 21 47 11 44 84 37 31 29 86 22 27 22 105 16 32 97 19 17 16 43 1190
internal_value=0.000200267 0.000226473 0.00019181 -0.000409188 0.000128703 -0.00037033 -0.00116324 0.000223732 9.24284e-05 6.11846e-05 -0.000559888 0.000348464 9.81555e-05 0.000495649 0.000368629 0.000579894 0.000216463 0.00049462 -0.000330795 -2.64235e-05 -0.000956243 0.00120258 0.00013088 5.55532e-05 0.000641666 0.000118851 0.000155288 8.04183e-05 0.000120222 0.000152998
internal_weight=151.758 141.856 131.078 6.61102 4.67283 3.10054 2.00105 124.467 60.6365 59.2625 5.97935 63.8306 23.6352 40.1953 34.0732 11.1326 6.96389 29.0199 12.5026 8.40996 4.09267 6.12215 53.2831 46.4352 6.84795 45.1796 44.0874 41.5143 40.8122 39.9644
internal_count=4034 2508 2367 262 105 90 76 2105 1569 1536 85 536 213 323 207 98 67 170 115 71 44 116 1451 1333 118 1301 1282 1265 1249 1233
is_linear=0
shrinkage=0.00196078


Tree=674
num_leaves=31
num_cat=0
split_feature=4 7 17 9 3 17 2 13 13 9 7 10 6 13 17 19 9 7 16 16 9 7 6 15 18 2 6 5 2 0
split_gain=0.119782 0.417543 0.735201 0.551784 0.663437 0.485806 0.385785 0.368405 0.919744 0.622197 0.73022 0.47837 0.454595 0.630991 0.46093 1.04273 0.541568 0.43196 0.380082 0.346164 0.341298 0.433153 0.832509 0.428482 0.403631 0.365148 0.350367 0.712498 0.332005 0.319383
threshold=240.69197607740003 23.109894804950002 189.50863627480001 195.30595290385003 93.281431752200021 192.94032447935004 158.13149931390004 117.55283175385001 117.49368567500001 194.82237869650001 23.899651152000004 62.057679025150001 16.525386113000007 117.69263157665002 200.93854407600003 14.451165964200003 205.67007911670001 23.9417051038 22.654947022900004 22.624947093000003 205.67007911670001 25.225775578450001 16.100376182700003 23.908355817750003 17.138111898250003 200.74412770730004 14.865347326450001 19.476154597300006 370.99989134310005 86.20003303655001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 4 -4 -6 -2 8 9 -3 -11 -10 14 -14 15 19 -16 -12 20 -9 25 22 -22 24 -23 -19 27 -25 -29 -21
right_child=1 7 3 -5 5 -7 -8 12 11 10 17 -13 13 -15 16 -17 -18 18 -20 29 21 23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=0.0028686481698912184 -0.07034534701416513 -0.027727269726183758 0.033568148939168679 -0.074078997899337293 -0.075886509905732702 -0.0065512743924418387 0.0056030132222184116 -0.0064368948325646521 -0.014890077063102358 0.02965380556185071 -0.059480755095036197 -0.071837023155112242 -0.045215594180958371 0.020364109705274941 -0.056320878952677941 0.06204305985518014 0.016872723256287584 0.0023071696720624547 0.049299019476785333 0.0046204519229605398 -0.059181645209680278 -0.060369120244957504 0.0080781224162590551 0.01190525023173899 0.0055240607301703546 0.038208236647957285 0.050599198716791971 -0.073107277726116651 0.022235713898178206 0.0373787691517974
leaf_weight=65.927059675433611 0.28518485838503504 2.7527720275882137 0.67415924203032851 1.0913036209967684 0.81369218181680458 0.81188618620853958 4.730075751453569 3.1134217053186131 1.324163896730169 3.7729512628866386 0.49379606544971721 1.074662786821136 1.298873963474761 1.081170893012313 0.73919137404300161 1.9277238759677855 0.90336139418650419 5.298590920176145 0.62319832481443782 2.4344793269410729 1.6321594053879365 0.82232680403103564 1.3540128453169016 4.5477150887745665 0.68548705606553995 1.4514073925165574 0.67042566696181882 0.65176538947707729 0.18960835412144661 2.3544893758371472
leaf_count=1904 16 672 37 31 27 18 325 33 22 39 4 35 18 38 27 28 21 106 22 16 40 51 21 126 164 50 23 90 5 25
internal_value=0.00109744 -0.00125661 -0.0141368 -0.0369443 -0.0193226 -0.0412574 0.00128433 0.00137156 -0.0028967 0.000709814 0.00423702 -0.040402 0.00979703 -0.015425 0.0150294 0.0202253 -0.0160663 -0.000968939 0.000642786 0.0100243 -0.0011096 -0.00823239 -0.0286842 -0.000161814 -0.0304126 0.0100267 0.0073656 0.00198716 -0.0516212 0.020726
internal_weight=115.531 49.6041 8.4063 3.39104 2.29974 1.62558 5.01526 41.1978 27.345 24.9462 22.1934 2.39883 13.8527 2.38004 11.4727 9.83011 1.64255 18.4205 17.9267 7.90239 17.3035 10.5535 2.98617 7.56733 1.50781 6.75 6.05951 5.38909 0.841374 4.78897
internal_count=4034 2130 454 113 82 45 341 1676 1470 1413 741 57 206 56 150 102 48 702 698 74 676 520 61 459 215 156 244 221 95 41
is_linear=0
shrinkage=0.0634156


Tree=675
num_leaves=31
num_cat=0
split_feature=3 16 6 7 7 17 9 9 9 19 7 4 9 0 16 0 5 19 9 9 5 15 0 18 7 4 17 18 16 0
split_gain=0.427211 0.445515 0.335316 0.40185 0.454258 0.364931 0.32573 0.561428 0.656219 0.674877 0.658459 0.344364 0.327314 0.723392 1.419 0.983864 0.980579 0.532564 0.498941 0.437838 0.679255 0.954229 0.372332 0.293133 0.695288 1.38296 1.0756 1.24598 0.82261 0.747772
threshold=108.47659710545001 21.094950670800003 6.9501623894500009 22.671301016600001 22.545611589100002 176.44238483465003 66.346857137250012 179.18874144770004 177.77223095870002 14.051133688400002 19.078733418100004 224.82737758030004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 187.45330412110005 185.90443620030001 21.566902724800006 35.965617804200001 86.256490657300006 13.946975448150001 23.109894804950002 168.01744813895002 184.37225457675004 13.314799198000001 22.454947490600002 86.20003303655001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 -1 11 8 9 10 -8 -4 19 14 18 16 17 -16 -14 20 21 -9 -21 24 25 29 -27 -28 -26 -15
right_child=1 -3 6 -5 -6 -7 7 12 -10 -11 -12 -13 13 23 15 -17 -18 -19 -20 22 -22 -23 -24 -25 28 26 27 -29 -30 -31
leaf_value=0.0018793293105684517 -0.0019687913131762936 0.0013471976225287717 -0.00095718066944119266 -0.0020145283863863949 0.0018229338726216419 -0.0020221292627824418 0.00035044451843125609 0.00060436150271455746 -0.002315901899801384 0.0010330785592085011 -0.0020229594785240116 0.0011721458448000783 0.00052201355652421863 0.0016859504693998392 -0.00019562233130094512 0.001290945656432004 0.00092073723734471574 -0.0021689808084162671 -0.0020898654127319495 0.0016817950228148327 0.00076220701861138618 -0.0011248203180079432 0.00038524092098565549 0.00010443231442457839 0.0011322465218901972 -0.0018226155598759443 0.00018914158220319384 -0.0011033021021333894 0.00033596660869369992 0.00031914063388760428
leaf_weight=0.11644587209229829 0.64324342049076122 0.19514948502182961 0.32403127494762829 0.56251689383316261 0.33360002209519735 0.37044570176658453 0.80787042772863038 2.3969822770741285 0.65878374439489551 1.0511377574875949 0.92833182813410531 2.0972691024944652 0.31561236199922804 2.227620646357539 0.90794446249492544 1.7693288996815679 1.1556040681898592 1.1398403743514789 1.8814010494243119 1.7925370493903749 5.1721916350070387 2.3214935883879662 1.5062346815830094 60.134190579155984 5.6078412295319131 1.4794366406276847 12.010134781710802 3.5774930412881067 33.045840837992728 4.4022874282673001
leaf_count=12 183 3 29 696 11 64 43 37 15 12 367 123 4 16 19 15 14 57 153 31 48 27 13 1522 116 18 101 40 207 38
internal_value=0.000171472 -0.00119694 0.000179116 -0.000763064 9.49209e-05 -0.00108905 0.000187878 0.000176304 -0.000590413 -0.000182596 -0.000918593 0.000887188 0.000194801 0.000165451 -0.000428037 0.000140408 -0.000495069 -0.00129404 -0.00171466 0.000483311 0.000281039 -0.000246397 0.00108978 0.000200192 0.000292547 3.32837e-05 -0.000256159 -0.000107485 0.00045149 0.000778383
internal_weight=150.933 0.838393 150.094 1.38301 0.820492 0.486892 148.711 146.29 3.44612 2.78734 1.7362 2.4213 142.844 129.655 7.16973 4.97272 3.20339 2.04778 2.19701 13.1894 9.89067 4.71848 3.29877 122.485 62.3507 23.697 17.0671 15.5876 38.6537 6.62991
internal_count=4034 186 3848 783 87 76 3065 2913 437 422 410 152 2476 2320 262 105 90 76 157 156 112 64 44 2058 536 213 159 141 323 54
is_linear=0
shrinkage=0.00192234


Tree=676
num_leaves=31
num_cat=0
split_feature=4 7 17 9 4 2 5 3 3 17 6 16 19 9 13 10 9 0 6 7 7 15 16 4 13 13 18 5 4 0
split_gain=0.0985559 0.355392 0.646071 0.52 0.625502 0.346665 0.315968 0.512733 0.395501 0.727313 0.478331 0.831316 0.378566 0.346525 0.324004 0.469644 0.281257 1.04515 0.410589 0.680577 0.440956 0.354896 0.365748 0.274876 0.352335 0.322383 0.306255 0.247198 0.414588 0.477119
threshold=240.69197607740003 23.109894804950002 189.50863627480001 195.30595290385003 286.86996866160007 158.13149931390004 21.850554661550003 93.14163192940002 92.598563387050021 197.71582798205003 16.235379337050002 22.584947186600004 14.651182102100002 192.31210988165003 117.55820867010002 62.116825104000007 204.12988221610001 88.606203063300015 15.945372561050002 25.271514403800001 24.761435049050004 23.908355817750003 14.544965987550002 245.59135436325002 117.64961624655002 117.57971633515002 13.162733570450003 23.545618314050007 313.22340827140005 85.963448721100022
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 7 12 9 -8 11 -11 13 -3 15 -10 -15 -18 19 20 -19 22 -21 -7 25 26 -25 -16 29 -29
right_child=1 6 3 -5 -6 23 8 -9 14 10 -12 -13 -14 16 27 -17 17 18 -20 21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.0031458336988633303 -0.081696162387843663 -0.053437887506756307 0.0020231154482378074 -0.085535000711764078 -0.087945021083639954 0.069154173011725315 0.071552344192912704 -0.087822924150089479 -0.046275378272938782 -0.080634762207267424 0.032333156304643444 0.028567113158388533 0.076082243673279426 0.0071364319450805394 0.023792857248227762 0.0065632768925145257 -0.093686056942305376 -0.0085577893424716028 0.054327449483713902 0.0028580116988628033 -0.085675587648968432 0.010316096417788656 -0.06789853198319426 0.0038030053847507555 0.04049127306606002 -0.082947309797782837 -0.08149026088075971 0.0062592159103725337 0.017233889338750068 -0.050821118681306066
leaf_weight=66.156021838172819 0.26267732485484696 0.76596453913499374 1.653828906935815 1.0062834941854815 0.57493586578857492 0.35215170972514886 1.4136126537305269 0.40241536311805148 1.6505469940893811 0.7234608623039096 2.0266610477119684 0.82229120843112469 0.32772810012102027 8.9912242961345346 3.8712639906443638 2.1233547586234636 0.77726695593446393 0.74076563492416958 0.62089213076979 0.89556193075804891 0.91489423159509897 5.6989267236713204 0.73376145347720012 2.8673934437561011 0.96891720440180495 0.30666988367738657 0.25290506890451059 1.8347163541766351 3.7688509454310406 1.4452840993180869
leaf_count=1904 16 632 39 31 43 12 35 7 27 31 36 29 5 174 30 19 20 15 17 160 29 226 63 152 27 13 121 58 48 15
internal_value=0.00127736 -0.00125589 -0.0153176 -0.0412016 -0.0211852 0.00139375 0.00160358 -0.00476561 0.0083577 0.0264399 0.0085888 -0.0225428 -0.00313256 -0.00442163 0.00222198 -0.0165461 -0.00248367 -0.010815 -0.00410868 -0.00814729 -0.051172 0.00157321 -0.029007 0.00599056 0.000930566 -0.0102546 -0.00311015 0.00870809 0.000423458 -0.0188924
internal_weight=114.951 48.7952 8.24576 3.23505 2.22876 5.01071 40.5494 20.8694 19.68 4.98603 3.57241 1.54575 20.467 20.1393 14.694 3.7739 19.3733 10.3821 9.6048 8.98391 1.65566 7.32825 1.62932 4.74804 4.39589 3.42697 3.1203 10.9201 7.04885 3.28
internal_count=4034 2130 454 113 82 341 1676 1348 328 131 96 60 1341 1336 197 46 704 530 510 493 44 449 223 325 313 286 273 151 121 73
is_linear=0
shrinkage=0.0743015


Tree=677
num_leaves=31
num_cat=0
split_feature=15 6 10 5 7 5 15 5 13 2 12 16 13 5 7 16 2 14 6 9 12 6 12 6 18 9 5 9 0 5
split_gain=0.0968116 0.384423 0.273587 0.452143 0.507653 0.261233 0.200461 0.436812 0.547802 0.387835 0.214177 0.919417 0.659553 0.477322 0.588672 0.545565 0.282138 0.574989 0.69239 0.499854 0.648043 0.512252 0.490107 0.545662 0.470478 0.42935 1.2275 0.251187 0.250157 0.36311
threshold=45.169600924000008 16.415383542800004 62.009286778800011 25.568932055400001 23.032902590750002 24.367802910700004 43.030193406950012 23.545618314050007 117.54745483760001 198.51835910855002 248.60872946435003 22.644947046300004 117.49368567500001 21.386268748550005 25.520256579150004 22.544947280100004 189.28685862455004 274.43194657740008 13.355312044750002 195.10791980860003 225.59153217100001 13.65531905435 221.60958460755003 16.455384477450004 17.788349580800006 206.54353961905005 18.769588925400004 222.27227736865004 85.705356740550016 23.042623356550003
decision_type=2 2 2 2 2 2 2 2 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 4 -3 -2 10 8 -8 -9 16 12 13 14 -12 -15 17 27 -19 20 -18 24 -23 25 -21 -24 -27 28 -1 -30
right_child=1 2 -4 -5 -6 -7 7 9 -10 -11 11 -13 -14 15 -16 -17 19 18 -20 21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=-0.011448100485222048 -0.06988922296155281 -0.00069209944776918593 0.015904910231491445 0.016376116359187055 -0.079367841643295245 -0.012438456882462454 0.00041052028949290626 -0.022058473137381122 0.067828369923123549 0.017955110031287715 -0.093736822581932999 0.060713121323306987 -0.084058196854402217 -0.0170851036514869 -0.0082491840754702877 0.071619318233838172 0.0078350874165632588 0.013827013215303798 -0.070115315726593408 -0.074025426045182113 -0.081080910030450384 0.064502281665964195 0.050760717762158236 -0.017622022655124109 0.044692220185418172 0.07355654587731715 -0.084132256638523681 -0.026951552712221372 0.0022938060661006694 0.044648779198112484
leaf_weight=6.5084428572154129 0.68340382727910653 0.83002272846351866 3.1276231866322632 1.3291350492945637 0.77974421880207956 0.89761245860972849 1.0765904042273171 2.0770768821821548 1.3094884073361752 2.7725789165124297 0.59340249132901579 0.69180402951315034 0.78901737107662473 0.87096748081876263 1.1802942054671346 0.55744419246912003 1.3999145101338379 0.80035707105184828 1.2099048958625642 0.47640805246919615 0.56359919157898719 1.4518400149827355 2.2543545741937128 1.4568741359398698 0.24926805504219374 0.48584096878767002 0.48216651173424907 1.525530936942231 74.474822183251717 1.0056540780351486
leaf_count=601 35 18 60 29 38 42 24 25 17 26 105 39 42 107 405 14 109 185 40 52 78 32 28 15 55 4 51 47 1697 14
internal_value=0.00108659 -0.00652208 0.00149172 -0.013847 -0.0388013 -0.0372719 0.00163417 0.0128843 0.0374097 0.000817546 0.000812147 -0.0138031 -0.0267194 -0.0125907 -0.0368497 0.0175322 0.00153759 0.000307993 -0.0366949 0.0134602 -0.017687 0.0223796 0.0289635 0.0179368 -0.0332462 0.0340135 -0.00498857 0.00119868 0.00172246 0.00285812
internal_weight=113.911 7.64754 6.06653 2.9389 1.60977 1.58102 106.264 7.23573 2.38608 4.84966 99.0279 4.68293 3.99113 3.20211 1.7737 1.42841 94.345 85.5247 2.01026 8.82027 1.96351 6.85675 6.13108 4.67924 0.725676 3.22236 0.968007 83.5145 81.9889 75.4805
internal_count=4034 222 145 85 56 77 3812 92 41 51 3720 712 673 631 510 121 3008 2584 225 424 187 237 130 98 107 83 55 2359 2312 1711
is_linear=0
shrinkage=0.0700159


Tree=678
num_leaves=31
num_cat=0
split_feature=15 2 2 5 15 5 3 5 16 10 15 3 0 7 5 17 9 2 16 15 18 7 17 2 15 6 12 13 5 2
split_gain=0.0913141 0.284891 0.142688 0.134596 0.109822 0.360083 0.704918 0.507715 0.360305 0.754503 0.602863 0.933381 0.416798 0.3504 0.337518 0.304178 0.56755 0.318569 0.53326 0.600042 0.379854 0.310467 0.959341 0.55161 0.351416 0.322899 0.493164 0.392884 0.385736 0.603487
threshold=46.683480308100009 258.06114663960005 184.38272419390003 25.322158499750007 37.408632939650005 20.911722254300006 88.931506497100017 20.971847224900007 22.544947280100004 61.987779113750001 34.139075990150012 93.394346993650018 85.705356740550016 19.078733418100004 20.872540794500004 183.49170501290004 198.96357396150003 137.73157856955004 22.614947116400003 40.042228346200012 13.314799198000001 23.109894804950002 191.24148878695004 187.91736117530004 40.94720173475001 15.365359009150003 368.00406080990007 117.38883580790001 22.649179082500002 199.66651340635002
decision_type=2 2 2 2 2 2 2 2 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 14 -7 -8 10 -10 11 -9 13 -13 -1 16 -6 18 20 -20 -17 22 24 -24 -19 26 -23 -27 -29 -30
right_child=1 3 -4 -5 15 6 7 8 9 -11 -12 12 -14 -15 -16 17 -18 21 19 -21 -22 25 23 -25 -26 27 -28 28 29 -31
leaf_value=0.0013115706505824323 -0.0089982798162715014 -0.023363954306703166 -0.069973582360185346 0.0094210212643113297 -0.039873803434475122 -0.10442951691832039 -0.077699418892354224 -0.074616097668752351 0.0067887190605719098 -0.037251401621463925 0.041518385793508632 0.013206086991181146 0.059298167485553714 -0.049519992202423722 0.052468923369951868 0.050316576305917973 0.016440043856023476 0.025761025817425537 -0.030501085027584932 0.01924724485696136 0.011048757787354835 -0.053282435996131951 -0.068703534840764621 -0.007075801188596402 -0.0052724657642375401 0.032006411395525715 0.029938347379412217 -0.0076827760354476323 0.033723418573138861 -8.8760642322361529e-05
leaf_weight=57.063900383104055 0.25827954702253864 0.73227328975917805 0.42446417408791604 1.841493417676247 1.7431589390616857 0.32552290806051942 0.4204382742755105 0.68525965392473009 3.2700404226779938 3.2406277488917112 1.5417898794985374 1.3666688380071721 0.5688988510519265 0.51228800875060176 0.5447536391147868 2.3381514977663738 1.3126829287502912 2.2852340675890463 1.6214820888126267 2.7095318539068103 1.8432575426995752 0.84771447856838011 1.3991726100939561 1.0742238229140637 4.5994723532348871 2.698876676149669 0.4593895711004734 5.908052726648747 3.6931603905686625 5.4942585667013191
leaf_count=2436 26 23 41 46 19 57 10 36 45 26 64 226 10 369 17 33 28 17 33 31 12 69 28 18 57 48 21 59 41 88
internal_value=0.000913474 -0.00976057 -0.0469068 9.32287e-05 0.00123072 -0.000322962 -0.0105506 -0.0079175 -0.00529457 -0.0151319 0.00840568 -0.00788892 0.0107909 -0.00389586 0.00179532 0.00392993 -0.0156833 0.00555102 0.0165297 0.000622039 0.0330065 0.00226725 -0.00738501 -0.0419379 0.00502845 0.00699604 -0.024034 0.00927538 0.00521137 0.0135031
internal_weight=112.825 3.25651 0.682744 2.57377 109.568 69.5402 11.9315 11.606 11.1856 6.51067 4.67491 3.13312 2.44786 1.87896 57.6087 40.0278 3.05584 36.972 8.51242 4.33101 4.18141 28.4596 9.3581 2.4734 6.88471 19.1015 1.3071 17.7943 15.0955 9.18742
internal_count=4034 136 67 69 3898 3296 843 786 776 71 705 641 605 595 2453 602 47 555 109 64 45 446 120 46 74 326 90 236 188 129
is_linear=0
shrinkage=0.0646839


Tree=679
num_leaves=31
num_cat=0
split_feature=6 6 19 16 2 5 17 15 2 3 19 5 13 15 10 3 15 5 8 0 5 7 5 6 5 17 2 17 2 15
split_gain=0.384141 0.925327 0.663132 1.19673 0.675444 0.715326 0.536804 0.518058 0.455938 0.445019 0.541521 0.438015 0.434653 0.400632 0.381226 1.24329 0.756817 0.783117 0.669771 0.456198 1.19964 0.992956 0.866167 0.430692 0.396859 0.533215 0.362966 0.746706 0.342189 0.722702
threshold=13.65531905435 13.78532209185 11.850956171350001 17.634958761800004 80.683647763550013 12.451585980350002 162.57770630285003 22.516911658450002 118.06771887965002 81.842042407150018 12.250988447150002 15.904541771600002 95.862351557400004 18.738366799200005 70.206395618550019 83.538459487450012 29.037712645600003 18.160071980500003 8.1436447804000007 93.399723909900004 18.160071980500003 24.966719032500002 18.160071980500003 14.935348962050002 17.089764221050004 183.19621122360005 186.79363985910004 214.03087950770001 108.24034454255001 37.050691080100002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 7 -1 13 -5 10 -3 -11 -8 -6 19 24 17 18 -17 22 -21 23 -13 -22 25 -16 -10 -28 -24 -30
right_child=1 9 3 8 5 -7 12 -9 26 11 -12 14 -14 -15 15 16 -18 -19 -20 20 21 -23 28 -25 -26 -27 27 -29 29 -31
leaf_value=-0.0021011864787236064 0.0010493586900099951 0.00019546363179613854 0.00013587794110184496 -0.0012533732117838441 -0.0019972091628418865 -0.0020610168355992145 -0.0019828076759451745 -0.0020436572152694801 0.00070564869225380399 0.0018664066012362224 -0.0021455786086428522 -0.0012496619189091597 0.00058224762011369567 0.0011022271959822509 0.00051575292980150583 0.00023790747005948001 -0.0020429354707363033 0.0010180298983189736 -0.0021384228355711236 0.0014678819466064767 -0.0016291076356705766 0.0014373316418385843 0.00041587780817022404 2.9639838058631781e-05 0.00058833003636773117 -0.00058300771902447871 -0.0021522504716709355 0.0010192730040362451 -0.00024638609540309354 0.00026612942448612798
leaf_weight=0.32137935858554811 5.0524169420823446 0.8454600442200888 1.4036381042969859 0.69719548133434717 0.20171282410228719 2.5870367757579515 0.2636013587398337 0.46584758349854383 4.1137829182262067 0.60777599364519019 0.68986321205738932 1.5419567460194219 6.9627354318035941 0.78172050182183739 3.07260660082102 0.79935217322781627 1.5964705859223611 1.0228458676283478 1.0616482051555065 3.8649853058159342 1.2329519470222301 1.0882174657890571 27.121953718804434 1.1756873801350591 6.3577580787241459 3.7958248890936375 0.56280056535615564 0.57908290054183453 13.643464074020811 47.080229604303895
leaf_count=178 43 15 52 22 94 213 655 133 47 7 35 22 166 76 12 11 229 25 51 32 28 23 512 13 48 35 37 27 596 597
internal_value=0.000187399 0.000227841 -7.23518e-05 -0.000370977 -0.00103576 -0.00144319 0.000378404 -0.000340349 0.000236524 0.000192244 -0.000856431 0.000206236 0.00048868 0.000466499 0.000197421 -6.71001e-05 -0.000959816 -0.000360211 -0.00111772 0.000245832 0.000714999 -0.000117144 0.000207192 -0.000819452 0.000235304 -9.14749e-05 0.000434168 -0.000543877 0.000232764 0.000150977
internal_weight=140.592 121.651 18.9405 11.3928 5.43996 4.03632 7.54772 1.44928 5.95286 116.599 1.53532 115.064 7.22634 0.983433 114.456 17.7065 4.48032 2.88385 1.861 96.7494 7.36184 3.49686 89.3876 2.40864 13.2262 6.86843 5.25567 1.14188 87.8456 60.7237
internal_count=4034 2334 1700 701 568 516 999 303 133 2291 50 2241 821 170 2234 411 316 87 62 1823 96 64 1727 41 95 47 111 64 1705 1193
is_linear=0
shrinkage=0.00196078


Tree=680
num_leaves=31
num_cat=0
split_feature=0 17 9 9 0 16 0 5 19 9 4 7 7 3 2 10 17 7 16 18 17 0 2 15 2 10 0 0 6 10
split_gain=0.497629 0.44666 0.351881 0.509217 0.636613 1.3476 0.774566 0.674982 0.564522 0.543051 0.415551 0.549543 0.87798 0.526602 0.460114 0.418179 0.478612 0.553046 0.382507 0.331031 0.535345 0.559022 0.324759 0.703545 0.30995 0.283336 1.57967 0.728716 0.845955 0.691339
threshold=103.33357670195001 241.79519611995002 181.33671263215004 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 187.45330412110005 375.65892766775005 20.861906850000004 22.181995028450004 108.56262776565002 56.478612905150008 61.923256118600001 190.25644477395002 22.381996090050006 21.094950670800003 11.982665292400002 168.59667799010003 78.626646483100004 121.36426933400001 36.124429763000009 258.06114663960005 66.590419433100024 90.407470010750018 91.937202686950016 16.235379337050002 65.536543845950021
decision_type=2 2 2 2 2 2 2 2 2 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 22 5 9 7 8 -7 -5 11 13 14 19 -13 -14 17 -17 -15 -1 -21 24 23 -4 -22 26 29 28 -27 -6
right_child=1 -3 3 4 25 6 -8 -9 -10 -11 -12 12 15 18 -16 16 -18 -19 -20 20 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.0016572164152750487 -0.001987390021652124 0.00037480926650703989 0.0010169722309347016 0.00066028311099577356 0.00028398832515470388 -2.6939148052996733e-05 0.001255654745017483 0.00078597704911630682 -0.0021442851276592921 -0.0021315377687391984 -0.0020163538640153066 0.0010438740204054538 0.0020761547675977382 -0.0020091516079275232 -0.0019558157913480739 0.00015843594211262301 0.00067739851980818755 -0.0021244941786691162 0.001249625285354609 -0.0019952333550430556 -0.002094349786631602 0.0014302067364468582 0.001145804032939864 -0.00019215133097672514 0.0020227964842617716 -0.0022893475946832759 0.0016063932265234786 0.00015682153139225683 0.00030618985096328167 -0.00061184902835790492
leaf_weight=1.1633062698820111 0.76110813085324369 0.51666840247344226 3.6578405780019221 0.31567704048938994 60.440099870786071 0.94856515096034877 1.6740654609166083 1.1554053314030168 0.98876483924686909 1.768824062142812 0.44509570340233118 0.22414463013410557 0.36572170459112419 0.48463321264716785 1.5994879201462024 0.91095330256212059 1.4597518200898774 0.7388970792744658 0.19388088956475258 0.31712072681693815 0.32292914169374842 1.263396847687545 3.2898839386180043 3.743811272084713 0.089863412082195282 1.0273066023364652 3.4004664812237015 47.898775863359333 0.91082652995828528 3.5040304511785498
leaf_count=49 864 69 47 4 589 19 15 14 57 153 131 3 4 169 178 14 78 73 3 104 122 43 39 32 1 37 50 1014 19 40
internal_value=0.000186027 -0.00103224 0.000196814 0.000222633 0.00018724 -0.000393714 0.000181342 -0.000400172 -0.00110758 -0.00170874 -0.000166304 -7.61528e-05 -0.000485313 0.000489179 -0.00158712 9.28471e-05 -0.000140411 -0.00086399 -0.00107798 0.000826039 0.000340959 0.000782947 0.000633221 0.000405388 -0.00119806 0.000221207 0.00030415 0.000109128 -0.00106957 0.000234898
internal_weight=145.581 1.27778 144.304 134.724 124.033 6.8513 4.7668 3.09274 1.93733 2.0845 9.57918 9.13409 5.29896 3.83513 1.82363 3.47532 3.1096 1.64985 0.678514 3.15662 1.99331 1.67619 10.6915 7.40165 0.412793 117.182 67.3446 49.8369 1.93813 63.9441
internal_count=4034 933 3101 2129 2011 262 105 90 76 157 972 841 350 491 181 169 165 87 172 319 270 166 118 79 123 1749 679 1070 56 629
is_linear=0
shrinkage=0.00196078


Tree=681
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 9 10 2 18 0 15 18 9 9 17 17 15 16 0 13 15 7 3 6 19 8 13 16 0
split_gain=0.476305 0.809518 1.00504 0.695571 0.815553 0.595162 0.465914 0.630697 0.517904 0.99557 0.452291 0.692421 0.728235 0.411314 0.489316 0.404116 0.454184 0.359945 0.358949 0.368896 0.996171 1.6297 0.936676 0.372523 0.873572 0.639316 0.550673 0.753159 1.75024 1.18977
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 162.13109061465002 205.88909726980003 81.479100559500012 83.777728670400009 15.625782642300001 97.674372337300014 24.719476717350002 17.138111898250003 191.72037998490001 202.49517884540003 200.37850214585004 200.68028944555002 24.006097767650004 18.734956189500004 96.682331287150021 109.49014582065001 27.437241680050004 25.454404031550002 92.324340657750014 16.355382140900002 14.451165964200003 8.1436447804000007 112.64908412395 19.974953289850003 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 -1 7 -7 -8 -10 -11 12 -12 -6 -15 -4 -17 -16 -2 20 21 -20 -23 26 25 -25 -22 28 -28 -29
right_child=18 2 15 -5 13 6 8 -9 9 10 11 -13 -14 14 17 16 -18 -19 19 -21 23 22 -24 24 -26 -27 27 29 -30 -31
leaf_value=-0.0020620205983216864 0.0011025929340598138 0.0011118742253946826 -0.0021315016095055715 0.0011106815398578816 1.3945850220745747e-05 0.00051797905083174963 0.00065106227951653589 -0.0019653265953848706 -0.0019742586834203524 0.0017390260909397512 -0.0016567903465059515 0.00076209069912176654 0.00042207550549774929 -0.0019559020273345056 -0.0015319009604338406 0.0019938792999572904 -0.0013426578489548592 -7.9831403210570986e-05 0.0006296682121757789 0.00066741774614485305 0.0011746021141704819 -0.0019417883944979235 0.0001407617291833934 -0.0017947994565040628 0.00022697699137717739 3.3936295492747711e-07 0.00036210825559763462 0.00029003644354462049 -0.0021281842178843538 0.0014324377545679569
leaf_weight=0.42667666841681295 1.8175419885665167 0.66706816400983315 1.5431103969749531 2.2750213523686389 2.7330301121637595 13.295432499751769 2.2576452004141156 0.38899472224511633 1.2252262514666652 0.48024362232536066 1.586753241659608 1.6092225990723816 1.0249090559882459 1.2438180649187414 0.90588205872336436 0.20921918749809254 0.53961411901400425 2.0777658910665195 2.693532206118106 7.0191933624446383 3.3155838595703271 2.6851079524494712 1.1356533668003974 1.3862158568008447 61.082817567657912 1.5560973251704124 3.8949808879988295 18.358575999736789 1.4243091456592081 4.1259977081790558
leaf_count=281 29 27 183 39 280 485 52 595 34 7 64 14 140 62 89 2 60 102 23 35 39 106 12 42 850 34 36 214 45 53
internal_value=0.000193803 -3.41125e-06 -0.000964783 8.68094e-05 7.18935e-06 0.000186525 0.000230397 0.000447388 -0.000132435 -0.000430908 -2.86737e-05 -0.000229799 -0.00084097 -0.000567239 -0.000942971 -0.00156919 -0.000410451 -0.000520702 0.000255361 0.000241192 0.000211762 -0.000515485 -0.00132279 0.000261555 0.000177695 -0.000845407 0.000434089 0.000345783 -0.0003047 0.000499671
internal_weight=144.985 34.4896 2.95901 31.5306 29.2556 22.2951 21.8684 13.6844 8.184 5.92635 4.70113 4.22088 2.61166 6.9605 4.22747 2.29194 0.748833 2.98365 110.496 108.678 101.659 6.51429 3.82076 95.1446 64.0251 2.94231 31.1194 27.8039 5.31929 22.4846
internal_count=4034 2516 272 2244 2205 1672 1391 1080 311 259 225 218 204 533 253 245 62 191 1518 1489 1454 141 118 1313 926 76 387 348 81 267
is_linear=0
shrinkage=0.00192234


Tree=682
num_leaves=31
num_cat=0
split_feature=3 16 10 0 0 13 5 15 12 5 5 3 7 16 17 5 9 5 5 13 18 16 5 16 16 10 10 10 18 8
split_gain=0.500057 0.455673 0.343975 1.92401 0.989437 0.885125 1.24671 1.20101 1.0268 0.891294 0.860953 0.801908 0.784392 0.67451 0.923151 0.757182 0.585779 0.55757 0.832961 0.914893 0.570879 1.05975 0.551743 0.55159 0.828123 0.758895 0.817609 0.799786 0.621767 1.53488
threshold=108.47659710545001 21.094950670800003 66.590419433100024 90.407470010750018 91.937202686950016 113.97180552410002 20.016397659050003 40.042228346200012 152.73554204000004 20.556063402800003 20.769304081650002 88.931506497100017 19.078733418100004 22.494947397000004 199.59317753375004 21.500664456800006 204.27826083785001 20.305669781650003 21.500664456800006 117.38883580790001 13.036600629150001 22.644947046300004 20.374719724350005 22.624947093000003 22.614947116400003 61.987779113750001 61.93938686740001 62.079186690200011 13.820816557100002 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=2 -2 3 5 11 6 -1 8 9 -8 22 -4 -11 14 15 -7 -13 -15 20 -20 -19 -22 -6 24 28 26 -25 -27 -21 -30
right_child=1 -3 4 -5 10 13 7 -9 -10 12 -12 16 -14 17 -16 -17 -18 18 19 23 21 -23 -24 25 -26 27 -28 -29 29 -31
leaf_value=-0.0022007209368228768 -0.0019371319169971604 0.0011515866310816115 -0.0016922535251331524 0.0015703567331096014 0.00011767789534951899 0.0015405754316363835 0.0019366413554269453 -0.0025186697336549908 0.0013063031895542236 0.001102778174894285 -0.002004439351297843 -0.0013938367764879096 -0.0027014789894566696 0.00069666773156522874 -0.00028753703391405904 0.00045135319697635481 0.0016221007281522451 0.00035469372305881318 0.0013844423300432042 0.00028315690906320195 -0.00018208745802924435 -0.0015751239166407543 0.0017149255885429095 0.00025370500141313568 -0.00098056967645670482 0.0010338454065764058 -0.0011899364609022887 -0.0003055457746986633 -0.0023651625489642522 0.00042086960329391286
leaf_weight=1.2634211110034801 0.71744963468518008 0.22219095006585121 1.9865367882957792 3.7184312551398753 49.272758786484701 4.0927566513419134 0.30911849439144212 0.58636136353015889 1.8867984400167186 0.2592661020462399 0.67229736420995223 0.38213324073876709 0.74766133965749759 6.3448131945915511 2.8692745417356482 5.0812116776942275 0.56985572748817503 4.6300803599879172 2.3865340184420338 13.5120471870323 12.051443307194857 2.3118037097156039 0.78032450136379239 12.78752868040465 2.8972441638470618 8.0868880723719467 1.5638406418729562 1.9690631230187126 1.1559961781022132 1.7898288001306353
leaf_count=24 183 3 72 55 2089 85 4 6 95 18 93 56 143 61 33 204 15 38 38 123 96 34 39 173 58 84 30 32 36 14
internal_value=0.000163694 -0.00120676 0.000172516 0.000242276 5.25296e-05 0.000186527 -0.000579458 -3.88859e-05 0.000415101 -0.000862604 0.000114123 -0.00101071 -0.00172195 0.00023286 0.000645474 0.000937285 0.000411488 0.000163348 0.000111403 0.000248123 -0.00022079 -0.0004063 0.000142579 0.000186155 -5.14466e-05 0.000374574 9.63942e-05 0.000771578 0.000112116 -0.000672421
internal_weight=146.905 0.939641 145.965 92.3014 53.6639 88.583 5.05263 3.78921 3.20284 1.31605 50.7254 2.93853 1.00693 83.5304 12.0432 9.17397 0.951989 71.4871 65.1423 46.149 18.9933 14.3632 50.0531 43.7624 19.3551 24.4073 14.3514 10.056 16.4579 2.94582
internal_count=4034 186 3848 1484 2364 1429 290 266 260 165 2221 143 161 1139 322 289 71 817 756 588 168 130 2128 550 231 319 203 116 173 50
is_linear=0
shrinkage=0.00188464


Tree=683
num_leaves=31
num_cat=0
split_feature=10 18 6 10 0 18 0 18 19 18 7 15 0 3 18 19 0 5 6 17 5 5 16 8 6 6 18 16 0 18
split_gain=0.0954232 0.163182 0.131407 0.124775 0.0952277 0.364626 0.596347 0.364216 0.950106 0.387387 0.36693 0.892612 0.362602 0.587392 0.485891 0.328769 0.273637 0.239923 0.670701 0.41869 0.301469 0.432803 0.735419 0.192368 0.244025 0.622847 0.314229 0.285979 0.352191 0.344909
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 82.457699319000014 85.995710218650018 13.065205089100003 86.756543869550015 13.192618516750001 14.351157895250003 13.327513832500001 22.938075114600004 31.385732506450001 86.692020874450009 93.281431752200021 13.254738337750002 12.651020723000002 85.925810307250018 21.500664456800006 16.575387281250006 187.61467154115005 21.991679690250006 22.327062271350005 22.714946882600003 8.9430209551500024 16.565387047600002 16.525386113000007 13.3584252364 22.654947022900004 86.329079026800017 13.843998451900001
decision_type=2 2 2 2 2 2 2 2 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 16 6 -6 8 -7 12 11 15 13 -9 -15 -11 17 18 19 -1 -19 22 -22 24 25 26 -12 28 -28 -30
right_child=1 2 3 -5 5 7 -8 9 -10 10 23 -13 -14 14 -16 -17 -18 20 -20 -21 21 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=-0.069529150417211874 -0.06893179850542637 -0.067851922158863723 -0.068917711482439858 0.027337285621104795 0.043761883706365579 -0.053640767797948088 -0.0031884515777272572 0.060674432011953376 0.015807069358970652 -0.06803631053735304 0.051928715968484272 -0.052577230718655645 -0.0010723744935033487 -0.019741005632846823 0.034684641410288861 0.039413897014492785 -0.026241425364602465 0.030900547659572095 0.021333381566615652 -0.010761130661670839 -0.097583132715659437 0.0025192125903295776 0.05985520348756912 -0.025593217747664786 0.024207865073844606 -0.034448956934370396 -0.026362252644864713 0.023597080136818601 0.012043669297884725 -0.00044223361815499208
leaf_weight=1.0584131351893189 0.23509262597485658 0.11307154938526764 0.071805766900070012 0.40500605964371061 2.4516200199723235 1.821155656827613 2.4492681358424306 1.6563104335218657 1.7489855512976644 0.14927597127916603 0.58147045411169429 1.7566058044321833 3.1484068338177167 1.3241088017821314 1.6924207331612704 0.94779346703580813 1.9891929944278661 1.5977135826733526 1.3415243448689578 1.1408358868211506 0.47473634167909295 15.742475754972928 0.18741944245994091 1.1435697034467001 2.2158315479755393 2.112898312509059 2.0174357634969047 2.7180358571931711 12.745222964767889 46.85594055916772
leaf_count=23 371 425 7 157 16 21 39 23 20 131 7 24 36 12 32 58 31 34 23 19 66 831 3 37 24 23 24 58 151 1308
internal_value=0.00128358 -0.0215211 -0.00262602 0.0128417 0.00144997 0.00245121 0.020298 0.00141778 -0.0196188 0.00234423 0.000824024 -0.0228328 0.0165806 0.0284746 0.0107944 0.0247934 -0.00235959 -0.000154451 -0.0161682 -0.0390439 0.0029952 0.000277386 -0.0530211 0.00178309 0.00223519 0.00150885 0.00267917 0.00223405 0.00129172 0.00222777
internal_weight=113.894 0.824976 0.589883 0.476812 113.069 89.5364 4.90089 84.6355 3.57014 81.0653 73.2441 2.85368 7.82125 4.67284 3.01653 1.09707 23.5323 21.5431 3.54077 2.19925 18.0023 16.4046 0.662156 70.3904 69.2468 67.031 64.9181 64.3366 61.6186 59.6012
internal_count=4034 960 589 164 3074 2044 55 1989 41 1948 1845 213 103 67 44 189 1030 999 65 42 934 900 69 1632 1595 1571 1548 1541 1483 1459
is_linear=0
shrinkage=0.0672971


Tree=684
num_leaves=31
num_cat=0
split_feature=4 7 17 4 9 6 19 10 3 5 3 4 12 3 16 13 7 2 10 13 5 15 9 17 5 0 12 16 7 2
split_gain=0.0957742 0.248368 0.499527 0.454825 0.567319 0.403759 0.342283 0.876189 0.471281 0.230317 0.606909 0.336324 0.322756 0.252095 0.664068 0.459677 0.455902 0.432156 0.325985 0.261803 0.306222 0.397798 0.624898 0.249533 0.819167 0.281831 0.277751 0.503508 0.610279 0.393704
threshold=240.69197607740003 23.109894804950002 189.31157886915003 285.22127102665007 193.67618212375001 16.555386813950005 14.351157895250003 61.966271448700006 108.40938565220002 21.500664456800006 93.023339771650015 250.05420802265002 170.91907549135001 92.598563387050021 22.604947139800004 117.55283175385001 23.899651152000004 231.65109648115003 62.116825104000007 117.58509325145 23.928204628200003 47.117206525000007 195.94564826430005 191.58460912770002 17.195729971700004 102.21786657775002 248.60872946435003 22.644947046300004 25.138824731100005 200.74412770730004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 10 12 -11 -3 14 16 18 -13 -18 -15 -17 -21 22 -22 24 25 -14 29 28 -28 -25
right_child=1 9 3 -5 -6 -7 -8 -9 -10 11 -12 13 23 15 -16 19 17 -19 -20 20 21 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=0.0028766630851790077 0.036624312838016961 -0.07212432780325416 0.046794278683044088 -0.07756675130337562 -0.047854817730394197 -0.023624084316003484 0.024894055069037021 -0.074916370689482245 -0.072205941350957509 0.040969506039714144 -0.084350054495464066 0.045250313417519505 0.015157139160413611 -0.042866726272067779 0.052503386939425217 0.022857011061474555 -0.040391259181474869 0.024716497865934991 0.00056032505582298477 0.011417393672067015 0.0068547030501577557 0.0074438027621982605 -0.080233577641731224 -5.1195058323463735e-05 -0.089762211341294015 -0.074729321827751119 -0.087314175298905616 0.069304346505621728 -0.005996250573521834 0.030168566416682391
leaf_weight=66.066622053501305 1.1087207196014781 0.30760795566789667 0.75906840841344159 0.76134615043110887 1.5309166820516109 0.77574477251619101 1.981630862894235 0.73979885829294278 0.22564593486822548 1.237308637646495 0.43529993621632357 0.71766757153818916 1.3189312495396763 1.78382224519737 1.66552018513903 3.1743156840675493 1.3974688774906101 0.73196511148125853 1.4987710839850477 4.1889955026563257 0.70118771027773641 1.5764089007279833 0.86980943760136142 11.999760182477987 0.62041892918614383 0.18775630199183968 0.64858101730260331 0.25736340600997198 1.3196749196258677 2.4452732820068368
leaf_count=1904 79 120 35 62 31 8 30 157 52 14 7 18 70 28 46 38 29 46 17 34 7 26 44 342 42 189 57 12 320 170
internal_value=0.00119197 -0.00117784 -0.0122927 -0.0300812 -0.0182886 0.0112025 0.00449257 -0.0149987 0.0182207 0.00106393 -0.00420581 0.00633299 -0.00237979 0.00399188 0.0180751 -0.000615592 -0.00206499 -0.0180113 -0.0230387 0.00638736 -0.000738728 -0.0169177 -0.0413632 -0.00123849 -0.0233791 0.00395591 0.00158656 -0.0209861 -0.0327922 0.00506444
internal_weight=113.033 46.9668 7.88287 3.82708 3.06573 1.53481 4.0558 2.07417 1.33437 39.0839 19.5407 19.5432 19.1054 18.3059 4.51262 13.7933 2.8471 2.12943 3.28259 10.5107 7.3364 3.14741 1.571 18.7978 2.12711 1.50669 16.6707 2.22562 1.96826 14.445
internal_count=4034 2130 454 136 74 43 318 288 131 1676 1329 347 1322 333 139 194 93 75 45 149 111 77 51 1202 301 259 901 389 377 512
is_linear=0
shrinkage=0.0686431


Tree=685
num_leaves=31
num_cat=0
split_feature=9 9 0 16 10 16 19 10 5 4 18 6 6 17 18 17 6 16 19 4 7 7 3 16 13 2 3 5 4 17
split_gain=0.400725 0.828489 0.878756 1.20513 0.538859 1.50532 1.4171 0.878349 0.687507 0.615397 0.574163 0.57359 0.994398 0.594086 1.37335 0.755554 0.542598 0.574235 0.713567 0.535816 0.714641 0.846052 0.598761 0.58314 0.523356 1.13955 0.511122 0.580597 0.458857 0.530283
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 64.407391431150018 22.494947397000004 14.551174033150001 62.837331883000012 21.500664456800006 168.01744813895002 12.909082926650003 16.445384243750002 16.165377701450002 205.83789591070004 15.504699510200002 205.32027903760002 14.275333540900002 17.684958644900004 12.851036860900001 375.65892766775005 20.861906850000004 21.844899366700002 108.56262776565002 18.964955651700002 117.60660091645001 128.12657635055004 103.00289635185001 26.429668882900003 237.14380148740003 193.46017548480003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=19 -2 3 -3 5 8 10 9 -4 -7 -6 12 13 15 -15 -12 17 18 -16 20 22 -22 23 26 25 -23 27 -1 -27 -30
right_child=1 2 4 -5 6 7 -8 -9 -10 -11 11 -13 -14 14 16 -17 -18 -19 -20 -21 21 24 -24 -25 -26 28 -28 -29 29 -31
leaf_value=-0.00096243940587800432 0.00069921949323410899 -0.0020680359658053187 0.0018098016064098607 -0.00010821510109693843 -0.0012621121596223584 0.0012049997692382165 -0.0019903608761741901 0.001422069490950375 0.00057501801237014294 0.0001198715131267317 0.00014114994251979759 -0.0010268181902294553 0.0010629750824919524 -0.0022038475930691607 0.00015322804059632195 0.0017736415922021676 -0.0020423771292641629 0.00054380252952107556 -0.0019822576826356349 -0.0019907383018050889 -0.0020008781081726997 -0.0018303957413928079 -0.0010248875051668039 0.0015133224876717282 0.00088594506142512818 0.0011306134381700772 -0.0019673532790933945 0.0017415932835186604 -0.0020781050645273841 0.00097396263159544433
leaf_weight=0.51526093106985749 11.134874478506388 1.4423219206073543 3.2859687469899646 5.9123444796423428 1.1097865905612696 2.011376127600669 1.2126243244856585 2.1342134028673163 3.380595039576292 48.51927109900862 45.392836360009824 1.5352199065964658 4.2163180932402602 1.2880755802616457 1.5801312123658138 1.0724172070622433 0.46885109296999861 4.0640202227514237 0.91194573734537687 0.57570480226240839 1.1483987007777612 1.485456931348381 0.77962732326704998 2.0341854272410274 1.2848717761225996 1.2215299336676255 0.38562562287552271 0.68159049193491228 0.46876594455716247 0.38163260899455054
leaf_count=90 141 134 82 128 11 11 19 41 27 415 1038 29 43 30 158 9 35 59 98 362 151 123 172 40 9 17 173 25 204 160
internal_value=0.000168452 0.000196039 0.000152786 -0.000492555 0.000191632 0.000323027 6.75972e-05 0.000214086 0.00118365 0.000163065 0.000108083 0.000133205 0.000163392 9.41508e-05 -0.000379147 0.000178828 -4.4575e-05 9.82953e-05 -0.000628227 -0.000185545 -8.54912e-05 -0.000517443 0.000503113 0.000832498 -0.000165629 -0.000545441 -4.26647e-05 0.00057747 0.000375799 -0.000708431
internal_weight=151.636 140.673 129.538 7.35467 122.184 59.3314 62.8522 52.6649 6.66656 50.5306 61.6396 60.5298 58.9946 54.7783 8.31302 46.4653 7.02495 6.5561 2.49208 10.9627 10.3869 5.99066 4.39629 3.61666 4.84226 3.55739 1.58248 1.19685 2.07193 0.850399
internal_count=4034 2508 2367 262 2105 576 1529 467 109 426 1510 1499 1470 1427 380 1047 350 315 256 1526 1164 664 500 328 513 504 288 115 381 364
is_linear=0
shrinkage=0.00192234


Tree=686
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 19 13 12 14 10 18 10 2 2 10 13 6 4 16 14 13 17 16 3 5 19 15 9 10 7
split_gain=0.0994416 0.199047 0.155185 0.0949835 0.421787 0.434767 0.244745 0.260991 0.553833 0.232285 0.429113 0.291251 0.22833 0.22874 0.199683 0.147718 0.176213 0.143197 0.513815 0.506356 0.343526 0.290719 0.235544 0.90397 0.266568 0.727593 0.566852 0.260281 0.482418 0.403697
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 81.105404879350019 13.351077205700003 96.244112611900007 99.140885195450011 171.16849715720005 76.279622535200005 16.119790806350004 75.634392583900009 219.24808729375005 225.71432550675004 75.408562100950022 101.01074887720002 13.355312044750002 250.05420802265002 18.474956797500003 256.58292080065002 109.72404167800001 212.37354083175003 22.674946976100003 93.819123378250012 23.455765688150006 13.851117550450002 40.309074029200012 182.80199813410005 64.307918480350011 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 2 -1 15 5 6 -5 8 -8 11 -11 14 -9 -14 17 -2 -17 22 20 -20 -19 -21 24 -24 26 -26 27 28 -6 -30
right_child=3 -3 -4 4 9 -7 7 12 -10 10 -12 -13 13 -15 -16 16 -18 18 19 21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.074159253377199072 0.0058171326192738406 -0.074280773665333519 0.055102417520392015 0.031196710944961768 -0.077479420416312089 0.0037901817335380837 -0.077234286716673484 -0.075383378617449565 0.065992864575270274 -0.050868458290134873 0.050565774892282214 -0.034171990956898331 0.075829228912270716 -0.073942558214924903 0.024311410761047141 0.074716948740824157 0.0063241380955624486 -0.076301012954521852 -0.043808501214391456 -0.00037363076837114716 0.058875820032825918 0.038242460760373215 -0.062080283291095405 0.0034608029680344228 0.020197778978093443 -0.081925238385811477 0.029432284493537186 0.0045661333652668966 0.027663693419666256 -0.076963637911202948
leaf_weight=0.069617145474238806 4.9226626050112818 0.2664001367520541 0.16873882163781673 0.21966825851268312 0.5927658128348402 2.0173196645919234 0.29332110832911018 1.3896567049378061 0.28002401697449386 0.27399297091324015 1.1509331077977547 1.2038521133654274 0.11433955281972874 0.10272215414079255 2.0610773395746937 0.38890422508120526 0.41132213838864118 0.74095770748681289 1.4021125971194113 31.085390496704349 0.11527910085715121 1.070116409100591 1.3734262026846398 5.9729780995403416 0.83253886810962174 0.66662074972555274 4.9461772473878218 47.398452532317606 0.86035487467597682 0.25329828693065792
leaf_count=455 159 435 40 112 31 85 42 164 5 89 30 17 1 42 20 6 50 156 35 606 30 44 21 101 298 71 55 734 86 14
internal_value=0.00124856 -0.0310115 0.0173487 0.00139377 0.000902133 -0.0211359 -0.0420898 -0.0494743 -0.00728158 0.00185647 0.0310614 0.0014427 -0.0645305 0.00495132 0.00187416 0.0105357 0.0395625 0.00139893 -0.0023788 -0.000957011 -0.0581015 0.00091149 0.00346592 -0.00879225 0.00508704 -0.0252125 0.00592743 0.00355986 -0.024391 0.00386641
internal_weight=112.645 0.504756 0.238356 112.14 106.417 4.41705 2.39973 2.18006 0.573345 102 1.42493 100.575 1.60672 0.217062 99.3715 5.72289 0.800226 97.3105 34.4139 33.5576 0.856237 32.1555 62.8966 7.3464 55.5502 1.49916 54.051 49.1049 1.70642 1.11365
internal_count=4034 930 495 3104 2889 451 366 254 47 2438 119 2319 207 43 2302 215 56 2282 871 685 186 650 1411 122 1289 369 920 865 131 100
is_linear=0
shrinkage=0.0728446


Tree=687
num_leaves=31
num_cat=0
split_feature=16 15 17 19 0 7 16 15 9 6 14 16 17 6 3 10 10 0 16 19 7 16 13 0 13 0 6 16 9 9
split_gain=0.420598 0.756693 0.547809 0.434736 0.902183 1.37533 0.719324 0.666878 0.626299 0.445872 0.43785 0.570329 0.510121 1.04412 0.427141 0.636729 1.25761 0.781888 0.780398 0.942339 1.48626 0.798203 2.75125 1.42305 0.993017 0.714631 0.99105 1.16029 0.712052 0.579657
threshold=18.684956306450005 34.040719645900005 162.13109061465002 12.851036860900001 93.953546284800012 22.775216856700002 18.484956774100002 24.273602154900001 182.80199813410005 11.075258771650001 180.73420799095001 16.954960351900002 192.00947391610003 11.685273024550002 82.885164161750012 70.206395618550019 71.015621515800021 94.940210418650011 19.199955102150003 13.751109481500002 24.175586727800006 19.974953289850003 112.64908412395 90.407470010750018 113.97180552410002 87.170566421650008 16.355382140900002 22.614947116400003 195.30595290385003 197.90890142995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 5 -5 7 8 -6 -4 11 -9 -12 -14 -2 18 -17 -18 -16 20 29 -21 -23 24 -24 26 27 -26 -27 -20
right_child=14 -3 3 4 6 -7 -8 10 -10 -11 12 -13 13 -15 15 16 17 -19 19 21 -22 22 23 -25 25 28 -28 -29 -30 -31
leaf_value=-0.0020920205645246592 0.00072498859443885088 -0.0022235528338717405 -0.00103918289612714 -0.0017003736405366214 0.00041252442450896877 0.0018694735759154292 -0.0021823361403140742 0.00042088213068286197 -0.0021142989631374475 0.00026187871918363767 0.0018221745790135725 -0.0022249676398864338 0.00088449917150487678 -0.002058143258545155 0.0011717599088068328 -0.0023307081111724479 -0.0014259190512940618 0.00040965944276772422 -0.00052814967187276912 0.001185173759147094 -0.0024323517051057495 -0.002191520594680702 -0.00081561338958749613 0.0013648913975532432 0.0001524391472906055 0.0012113943273847063 0.00021195217691381853 -0.002297114529629397 0.00035786063316108654 0.0013287239575859818
leaf_weight=0.46162273195932257 6.5696462537161997 0.58374108398856961 1.061503009576884 0.58164211233088137 0.53341129548789457 1.4475701419578397 0.99541716161184002 0.6163880471140144 1.2872047070122787 22.019419710508373 0.7779269311577085 0.63684094930067658 1.4934134155337235 0.67228272277861822 3.3926440036739214 1.0720126746455196 1.146262962836772 4.0251890593208373 1.9540047883056098 3.4231158156762822 1.3029914204962549 1.7825100808404375 3.4609835669398299 4.3328470308333626 1.6665181564458174 5.1782902851700809 62.083179588691564 1.3422418321715666 13.69833894446492 0.96582452207803715
leaf_count=318 33 90 840 177 37 36 88 3 120 657 10 37 55 48 68 32 59 28 76 35 27 52 34 56 32 50 743 37 153 3
internal_value=0.000184123 -1.08464e-05 2.87934e-05 5.92704e-05 -0.00030517 0.000846232 -0.000638334 -0.000382923 -0.00137398 0.000202042 4.70028e-05 -0.000923633 0.000460245 -2.89658e-05 0.000239209 0.000210412 -0.000397867 2.7997e-06 0.000246726 0.000215712 -0.000691014 0.000255198 0.000221168 0.000268035 0.000213677 0.000256101 0.00015869 -0.000940334 0.000592004 8.60691e-05
internal_weight=150.565 33.1684 32.5846 32.123 9.0421 2.02921 7.01289 6.01747 1.82062 23.0809 4.19685 1.25323 2.94362 2.1657 117.397 110.827 6.24346 5.17145 104.583 101.191 4.22282 96.968 93.5449 91.7624 87.4296 83.9686 65.0919 3.00876 18.8766 2.91983
internal_count=4034 2516 2426 2108 611 213 398 310 157 1497 153 40 113 103 1518 1485 119 87 1366 1298 106 1192 1157 1105 1049 1015 812 69 203 79
is_linear=0
shrinkage=0.00196078


Tree=688
num_leaves=31
num_cat=0
split_feature=15 13 5 19 2 19 6 16 8 19 9 9 5 2 2 17 16 17 6 6 6 5 5 0 5 15 7 13 16 13
split_gain=0.0894717 0.28515 0.136366 0.123417 0.173962 0.144887 0.237721 0.334355 0.511503 0.193736 0.514031 0.594802 0.582133 0.690677 0.324637 0.714699 0.31044 0.205736 0.185286 0.321161 0.682771 0.372537 0.471895 0.340322 0.665859 0.316824 0.310869 1.37881 0.778295 0.970077
threshold=46.683480308100009 117.56896250265002 25.322158499750007 14.651182102100002 173.34516805710004 14.551174033150001 16.575387281250006 22.544947280100004 8.4434108459500017 14.451165964200003 198.74336288960004 201.32298960505003 20.556063402800003 229.44804549725004 106.79778736115001 188.19076296340003 22.624947093000003 192.77618096940003 16.465384711100004 15.255356438950001 15.075352233200002 23.455765688150006 24.107645372150007 86.135510041400025 21.850554661550003 37.870720399650004 23.032902590750002 113.97180552410002 22.534947303500005 112.64908412395
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -5 9 7 -7 -9 18 14 -12 -13 16 15 -11 -14 -16 19 20 25 23 -23 24 -21 -1 27 -25 29 -28
right_child=1 2 -4 4 -6 6 -8 8 -10 10 11 12 13 -15 17 -17 -18 -19 -20 21 -22 22 -24 26 -26 -27 28 -29 -30 -31
leaf_value=0.00075651090583330079 -0.051278120872368466 -0.023593727168040073 0.0090318702215225442 0.0014751498563747951 0.032251876312406211 -0.045376267621118953 0.011980075887281304 0.015924517946351736 -0.032861567482610113 -0.0014612631504072834 -0.071165709472885627 0.05597963040012735 -0.070596632604212714 0.050862476959485522 -0.009048181096686668 0.06189898540649403 -0.0056192927360217615 0.01900290712267199 -0.0047638120958784138 -0.037447231856777279 -0.07142643301165065 -0.036740271035680505 0.030508201991957827 -0.048916276450328505 0.018314988567374468 -0.039928889708632564 -0.01091339057543116 0.023105794176347772 0.0039055154136575206 0.051447024522918793
leaf_weight=41.809080774639824 0.58716360663674949 0.7889377227838853 1.9024967999939688 1.9678458271082484 1.3465121262706814 1.2411160971969355 1.8543536528013644 2.0900156032294039 1.6935719130560754 1.3422341346740707 0.61392920589423772 0.63170496188104186 0.7397416219464501 0.46922531112795685 1.8860031652729956 1.8336693122982977 0.56418042079894803 2.8703475105576217 20.88434580855801 1.6989207440055971 0.59154903999478747 1.5698424712536501 0.63916730673372502 1.6323897019028688 2.065446481014078 0.85011214166297477 1.4044717734213898 3.9739407263696194 5.9640915454365313 4.7869249694049358
leaf_count=2323 63 34 39 40 27 20 31 49 28 24 22 14 40 15 20 23 23 27 682 20 38 26 44 18 33 64 30 43 60 114
internal_value=0.00111911 -0.00961982 -0.000531641 0.00144208 0.0139787 0.00104898 -0.00820939 -0.0156603 -0.00591263 0.00169346 0.00996849 -0.0132026 0.0015947 -0.0177806 0.0187867 0.035121 -0.0424823 0.00788 0.000662167 0.00235384 -0.00103044 0.00852073 -0.0172822 0.0111686 -0.00685142 -5.42675e-05 0.0149877 0.0021352 0.0209155 0.037301
internal_weight=112.293 3.2786 2.69143 109.015 3.31436 105.7 6.87906 5.0247 3.78359 98.8213 10.951 3.01878 2.40485 1.77315 7.93225 3.1759 1.30392 4.75635 87.8703 66.9859 43.2507 23.7352 2.20901 21.5262 3.76437 42.6592 17.7618 5.60633 12.1555 6.1914
internal_count=4034 136 73 3898 67 3831 128 97 77 3703 208 114 92 78 94 47 63 47 3495 2813 2425 388 70 318 53 2387 265 61 204 144
is_linear=0
shrinkage=0.0659776


Tree=689
num_leaves=31
num_cat=0
split_feature=13 18 16 15 9 18 17 9 8 6 3 3 5 9 9 8 7 12 7 17 7 0 5 0 5 0 5 9 4 9
split_gain=0.10672 0.171124 0.143957 0.424712 0.120497 0.385342 0.379728 0.255903 0.195919 0.287985 0.429757 0.613623 0.219113 0.194361 0.555088 0.498468 0.318166 0.421125 0.24269 0.226785 0.191961 0.191316 0.159981 0.154583 0.496073 0.391063 0.312125 0.790355 0.350594 0.277105
threshold=95.986020631400024 17.138111898250003 17.684958644900004 20.903251014350001 219.21617201485003 15.751016342950003 207.44645461240003 222.81044357820005 9.5425530862500008 17.755414852450006 93.72771580185001 95.913432261900013 23.626838821450004 214.31567825310003 211.04147598835002 8.3434888241000014 25.271514403800001 98.38427432280001 26.309119595700004 199.20888372035003 26.726788378400006 95.050437202000012 21.955793948900006 98.142164052000012 13.955288807050001 102.03236296680001 16.351273197450002 198.16621393750003 248.34582299520005 54.542104986550008
decision_type=2 2 2 2 2 2 2 2 2 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 8 6 7 -6 9 13 -11 -12 -10 14 18 -16 17 -17 23 -19 -20 22 -15 26 -25 -26 27 28 29 -2
right_child=1 2 -4 -5 5 -7 -8 -9 12 10 11 -13 -14 21 15 16 -18 19 20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.038902367458647856 -0.0042793687574658613 0.051437260236111511 0.073689030748687157 -0.073914372323508962 -0.052753509532707542 -0.06478997727869576 0.027780659517649034 -0.0018551455683291024 0.074181186567514629 -0.084554055725476474 0.048151415770238286 -0.075035557684071996 0.0061007599114776736 0.053042824637345505 -0.084886815732969537 0.015886915629788015 0.02215248409524688 -0.084525617138398013 0.054123293668854447 -0.025645661524053794 0.0087055489687896566 0.0049558569768217552 0.010657430993669401 0.0027169563461333511 -0.067261640525742197 0.036708881301108498 0.0012717153884012782 0.058370656137581946 0.056339405811185329 -0.079137085476471442
leaf_weight=0.35221516380602125 0.63984648812038292 0.46772683114977454 0.29945134464651346 0.20685846521519125 0.82912376115564246 0.60661508212797333 1.394895678386092 1.4250500008165543 0.41203505508019478 0.51502788718789705 0.53747673914767802 0.35714723448108998 0.64126001659315079 1.0320062745413441 0.64977267486028667 0.70690637454390604 0.88501870166510332 0.65100853983312823 0.81553938350407351 0.74359999573789537 1.2517188897400044 3.5098642920493148 0.8716247247866703 3.6912176294354131 1.1005585103266637 0.2325221472128759 84.102039369198337 1.6849848120473323 0.28086121977048595 0.44482219195924699
leaf_count=987 60 25 17 42 34 48 24 41 11 12 22 161 45 28 63 4 11 20 41 29 22 45 12 154 117 15 1834 26 62 22
internal_value=0.00113153 0.00125857 0.031657 0.0129988 0.000989429 -0.0110286 -0.00209142 -0.0205764 0.00147304 0.00115857 -0.0315441 -0.00102666 0.0327329 0.00160486 0.000861751 -0.0270654 -0.0144854 -0.0299148 0.00193929 -0.053131 0.026623 0.015041 0.0336356 0.00138571 -0.0110385 -0.0491266 0.00210196 0.0249916 -0.0161963 -0.0349785
internal_weight=111.339 110.987 0.974037 0.674585 110.013 4.25568 3.64907 2.25417 105.757 104.704 1.40965 0.894624 1.0533 103.294 97.8804 3.63631 2.98653 2.10151 94.2441 1.39461 2.06726 5.4135 1.90363 92.1769 5.0243 1.33308 87.1526 3.05051 1.36553 1.08467
internal_count=4034 3047 84 67 2963 147 99 75 2816 2760 195 183 56 2565 2480 127 64 53 2353 49 63 85 40 2290 286 132 2004 170 144 82
is_linear=0
shrinkage=0.0728446


Tree=690
num_leaves=31
num_cat=0
split_feature=6 7 7 17 9 12 9 2 15 2 2 6 13 7 6 15 8 0 16 0 6 9 8 15 16 8 8 3 7 18
split_gain=0.0815834 0.162069 0.209402 0.19442 0.106029 0.400593 0.439534 0.525024 0.315779 0.315042 0.389695 1.04264 0.715734 0.349247 0.500895 0.336719 0.338324 0.255572 0.725001 0.343884 0.370012 0.325571 0.257702 0.212522 0.159848 0.217017 0.212592 0.288342 0.205757 0.225484
threshold=6.9501623894500009 22.671301016600001 22.545611589100002 176.44238483465003 186.68586460755003 255.84286977610003 185.90443620030001 80.683647763550013 25.186533201700005 56.478612905150008 118.06771887965002 16.705390318750002 117.50981642375002 22.356277907050004 16.605387982250004 35.965617804200001 7.8438787148500007 85.732241321850012 22.704946905950003 85.121961326250016 21.760508430800005 187.45330412110005 8.543332867800002 22.820574949650005 22.714946882600003 9.3427090425500019 8.8430989333000021 91.017750006350013 22.356277907050004 12.909082926650003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 9 -8 23 -2 12 -12 15 14 -14 16 -11 18 21 20 22 -6 -20 -7 25 26 28 -28 -19 -30
right_child=4 -3 -4 -5 17 8 7 -9 -10 10 11 -13 13 -15 -16 -17 -18 24 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.062635822491775975 0.049160616231776852 -0.064674980578712765 0.060074877458759224 -0.065639794492835857 0.02065562085924243 -0.064834703617381667 0.0024431453558538805 0.064624808657389524 -0.072172239431356242 -0.042281669145638447 0.02673257392988692 -0.061235888363217139 -0.041043532087618601 0.023941893226216818 0.016748552985578563 -0.079809581450598438 0.064673427402922173 0.039517617218336874 0.008795916151574816 0.02995419905455475 0.010580946756306305 -0.067118956214465328 -0.06671996622298923 0.060598656848866929 0.027852230096848816 0.026754553960531287 0.0039833327366050036 -0.039097650698428806 -0.026928022087668327 0.0010257128847288059
leaf_weight=0.063423304085062138 0.57502326900611933 0.22735756890631365 0.15536893352054904 0.18945673765028914 0.20017327080131408 0.082527144377082418 1.0531401545740675 1.1341318879276512 0.44987059104460059 0.50757581174729949 3.9429975998232294 0.62816434889828077 1.2441128531936558 1.7890234589576719 1.1705951589392496 0.72225832752883434 0.15533818304538727 0.55110746622085471 0.25713418982923064 1.135524883167818 1.1060616276226936 1.1252511852562745 0.6197464351716917 0.15893679012606299 0.88286289107054372 1.2713363273069251 1.2319286637939506 1.2677175458520649 1.176437735557555 85.41920159385154
leaf_count=12 20 696 11 64 4 55 28 14 47 242 241 188 19 18 31 16 3 8 4 15 28 153 58 9 19 26 32 23 12 1938
internal_value=0.000889374 -0.0217649 0.00213213 -0.0334678 0.00102044 0.00625877 0.0087749 0.0346852 -0.0407725 0.00349567 0.000911198 0.014644 -0.0103209 0.00270607 -0.0130273 -0.0498552 -0.0172193 0.000279489 -0.0145732 0.00212578 -0.0138101 -0.0538627 -0.0445759 0.0177283 0.00099848 0.000737715 0.000368752 -0.0178656 0.00089177 0.00064595
internal_weight=110.494 0.635607 0.408249 0.25288 109.858 13.6137 12.9224 2.18727 0.691335 10.7351 10.1601 4.57116 5.5889 4.20373 2.41471 1.38517 0.662914 96.2445 4.44389 3.11847 1.98294 1.32542 0.876881 0.241464 91.8006 90.9177 89.6464 2.49965 87.1467 86.5956
internal_count=4034 783 87 76 3251 931 820 42 111 778 758 429 329 68 50 261 245 2320 262 105 90 157 62 64 2058 2039 2013 55 1958 1950
is_linear=0
shrinkage=0.0634156


Tree=691
num_leaves=31
num_cat=0
split_feature=7 7 9 0 5 2 13 15 16 0 8 17 7 10 9 3 4 19 5 0 14 2 5 9 5 18 9 4 2 4
split_gain=0.0834173 0.429543 0.477028 0.350182 0.54577 0.323982 0.309939 0.264102 0.237616 0.644082 0.490057 0.485907 0.226039 0.181414 0.175892 0.970418 0.56782 0.514417 0.529463 1.13281 0.305894 0.355401 0.786917 0.303168 0.287302 0.511086 0.184822 0.525802 0.236537 0.258782
threshold=20.861906850000004 21.844899366700002 180.51130933560003 76.451683855550016 29.026000224750003 319.18044405035005 116.35915634395 25.621990087700002 22.704946905950003 85.495657006400009 8.543332867800002 189.19102531915004 19.078733418100004 65.611820673600008 187.94830913940004 93.846007959550022 278.29044475435006 14.451165964200003 21.876867948900003 86.135510041400025 151.21503237055003 128.12657635055004 20.911722254300006 182.80199813410005 18.066672237450003 15.078113735950003 191.72037998490001 239.70509694970005 54.465024697200008 162.53166217615004
decision_type=2 2 2 2 2 2 2 2 2 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 -6 12 9 -3 -10 -12 -5 -14 16 26 17 18 19 -11 -21 22 24 -19 25 -22 27 -16 -28 -30
right_child=1 8 -4 7 5 -7 -8 -9 10 14 11 -13 13 -15 15 -17 -18 23 -20 20 21 -23 -24 -25 -26 -27 28 -29 29 -31
leaf_value=-0.062374758387961339 -0.067065952955696423 -0.063451368481614492 -0.0079704872491822426 0.047484414085823365 -0.063658905275014804 -0.060683938930625583 0.040413635572488733 0.055276248962795468 0.040398290259867221 -0.068966885800254674 0.016253131430817452 -0.046140280883280552 -0.061954314692402652 0.016942854682544341 -0.0005349102931957294 -0.062971854084486217 -0.064343958104870952 0.011714530827172878 0.031295168421863029 0.06153080670400999 -0.067055327632145445 0.027223250033574935 -0.068736343323899343 0.051375893156773267 0.030668541832017011 0.0082931588232769311 -0.027018450246598193 -0.04142670254405767 0.013014534780615391 0.00075620639707497668
leaf_weight=0.47731901924544162 0.67435626164842633 0.55907875261618656 1.7630566285515668 0.26558406737512974 0.11646029378243816 0.17564596178817737 0.83375705422076862 0.78282882875646465 1.6328859440982335 0.86761519312858215 1.4144006361602808 0.65081961569376279 0.21116570460435469 0.20521336168621929 5.6414137264291631 0.8655858172733123 0.37350079679743053 1.297094770241529 1.7786085050684048 0.31957651861011971 0.42174046479340255 1.3371112248560164 0.64184752851724614 1.4662067117169497 0.98185908049345005 1.3520531122553618 1.0313376518897701 1.4019540802219124 6.7123781166301333 73.380451458333482
leaf_count=239 163 62 39 28 73 40 70 41 35 21 35 39 60 38 80 82 540 10 24 5 41 170 6 35 9 92 35 44 108 1770
internal_value=0.000756945 0.000477258 -0.0243204 0.0104718 -0.00882628 0.013876 0.0276583 0.031593 0.00105772 0.000509935 0.0159339 -0.00340911 0.00440695 -0.0230697 0.000867994 -6.95728e-06 0.00805615 0.0106405 0.00270326 -0.00588429 0.00494463 0.00112518 -0.00914591 0.0327588 0.00473392 -0.00962184 0.000611201 -0.00867426 0.00141738 0.00178355
internal_weight=109.633 106.565 2.43741 3.06797 1.60318 1.12586 0.950217 1.46479 104.128 100.429 3.69811 2.06522 0.681963 0.416379 99.8703 89.0331 10.8372 10.4637 7.70041 5.9218 5.05419 4.73461 3.3975 2.7633 2.75565 1.77379 88.1675 7.04337 81.1242 80.0928
internal_count=4034 3445 202 589 422 183 143 167 3243 3134 109 74 126 98 3072 2119 953 413 368 344 323 318 148 45 142 133 2037 124 1913 1878
is_linear=0
shrinkage=0.0597579


Tree=692
num_leaves=31
num_cat=0
split_feature=18 4 16 18 0 8 0 13 10 6 19 13 17 18 4 16 10 5 7 18 0 6 10 3 16 7 10 17 9 16
split_gain=0.0886004 0.413722 0.543211 0.355787 0.35377 0.60656 0.353471 0.416975 0.328429 0.645464 0.4768 0.398885 0.302087 0.405671 0.405704 0.30012 0.758668 0.440984 0.38266 0.366047 0.822299 0.771412 0.262 0.261247 0.247345 0.499896 0.82592 0.620395 0.56452 0.484026
threshold=13.975517741000003 377.6847677435 22.694946929300002 14.118140587000001 93.55565448145002 8.4434108459500017 92.313586825200005 110.06278740240002 66.590419433100024 15.365359009150003 14.251149826300002 115.12515406205002 212.37354083175003 14.224291663350002 405.17861315740009 19.974953289850003 69.999384342500022 19.865285687250005 24.268610899850003 14.266702464150002 93.953546284800012 14.905348261050003 70.897329358050015 88.315849585200013 22.574947209950004 23.032902590750002 65.611820673600008 198.49975298390004 190.49354742400001 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 6 -3 4 5 -2 23 22 10 15 -5 -12 13 -13 -15 16 18 19 -10 -18 -21 -22 -8 -1 25 26 27 -25 -28 -27
right_child=3 2 -4 8 -6 -7 7 -9 9 -11 11 12 -14 14 -16 -17 17 -19 -20 20 21 -23 -24 24 -26 29 28 -29 -30 -31
leaf_value=-0.039703627017396201 -0.070829587782247766 -0.071797334358868786 0.045753956668695132 0.061562672331832852 0.012014056285132952 -0.0059573616174887368 -0.036827824291421347 0.060240813500556468 0.065528468638326648 -0.051397821334348524 -0.042730243837527743 0.046378123463940164 0.06232235306018203 -0.059480059507225749 0.027282047675673028 -0.044073893835721543 -0.050449335419896796 -0.073249256164118245 0.012429275642903722 0.055865031649783993 -0.00060725906608162484 -0.077641686006817631 0.023266324259471415 0.013634970140507264 -0.00056080602312690237 0.043801237905028954 0.00085593228967187254 -0.059040727773151808 -0.077940942437364977 0.010293861551145363
leaf_weight=0.69958361607495945 1.2160731140065761 0.72883668439953808 0.24834285350516438 0.95059627881300857 1.0632602398618471 1.5380727862939236 0.48665932472522344 1.0867467429488895 1.1784972344457849 1.1914360563387152 0.63101634383201632 0.66437526443041894 0.56781737832352508 0.59299781708978094 0.44415079988539219 0.71397328260354598 0.69243774741699482 0.40422713894849849 1.3981771893450057 1.1940404142114882 28.918606700204808 0.62575929518788953 1.148807094486983 6.3178929685159364 40.67577332730616 2.7106263272653441 0.73101909668912401 0.60659464355558146 1.0348902158948474 8.1057671159505826
leaf_count=29 45 82 16 28 42 28 36 15 23 40 12 22 30 33 18 23 31 118 36 60 1792 16 49 619 575 95 38 12 17 54
internal_value=0.000784584 0.00240291 -0.0419226 -0.00159152 -0.0216175 -0.0346012 0.0030839 0.0272838 0.000311667 -0.00170951 0.0193728 0.00554501 0.0189685 0.00450083 -0.0223249 -2.41271e-05 0.000889815 -0.00200984 0.0367153 -0.00109364 1.81861e-05 -0.00223887 0.00538434 0.00200185 0.00248665 0.00884124 -0.00341804 0.00726848 -0.045322 0.0186909
internal_weight=108.567 64.5815 0.97718 43.9855 3.81741 2.75415 63.6044 2.72221 40.1681 36.3172 3.85095 2.90036 2.26934 1.70152 1.03715 35.1257 34.4117 31.8351 2.57667 31.4308 30.7384 29.5444 1.63547 60.8821 60.1826 19.5068 8.6904 6.92449 1.76591 10.8164
internal_count=4034 1637 98 2397 115 73 1539 100 2282 2139 143 115 103 73 51 2099 2076 2017 59 1899 1868 1808 85 1439 1410 835 686 631 55 149
is_linear=0
shrinkage=0.0686431


Tree=693
num_leaves=31
num_cat=0
split_feature=0 10 16 18 18 16 5 6 6 4 0 18 0 18 7 7 15 6 3 10 5 13 2 15 5 19 7 7 13 0
split_gain=0.323691 0.62745 1.27042 0.775473 0.963858 0.668005 0.898765 0.576283 0.765844 0.743961 0.551318 0.545023 1.015 0.502016 0.761508 0.484797 1.01073 0.460781 1.05056 0.976954 0.752714 0.818987 0.697377 1.03995 0.619468 0.44962 0.41778 0.838056 0.404666 0.500103
threshold=85.995710218650018 64.407391431150018 20.959950986500004 13.065205089100003 13.192618516750001 22.494947397000004 21.500664456800006 16.235379337050002 16.315381206250006 393.99831167250005 89.415428960600011 13.545319032100002 91.937202686950016 13.327513832500001 23.109894804950002 23.433599577300004 23.493087671900003 14.845346859150002 83.538459487450012 71.397382570300024 17.089764221050004 109.49014582065001 106.79778736115001 30.807603489900004 18.160071980500003 14.251149826300002 22.996658327800002 22.620600126450004 116.86189801435002 89.705782438650019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 7 -2 -5 6 -6 9 -9 10 -3 26 25 -7 -15 16 -14 18 -17 20 -20 22 -22 -24 -19 -13 27 -12 29 -16
right_child=1 2 -4 4 5 13 -8 8 -10 -11 11 12 15 14 28 17 -18 24 19 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-1.797165696537297e-05 0.0012595003339208495 -0.0023343938158592462 -0.0014429356120320789 -0.00070172278448029811 0.0018520328128412756 0.00075921239187269542 0.00015671609258317994 0.002032026204102201 0.00016408642676679023 -0.0020361555073495851 0.0010734659151853813 -0.0023152629065058086 0.0013685963011076288 -0.0011712219213661269 0.00014289461374421682 0.00022011888434277224 -0.0023062474090140795 0.0013669549703615145 0.0019593631378513844 -0.0020736356410285652 -0.002191421267809841 0.00026306104209247684 0.0012897512455783543 -0.0020648944671164213 0.00013494315903525073 -0.00036876036704363831 0.0015812789283036104 -0.00076981667121201706 0.0001856089348302195 0.0019993418418586114
leaf_weight=30.318524628750311 3.5757849602086926 0.35262463986873527 2.0308094993233672 3.3448178581893435 2.6285785601939997 7.2854326553642741 2.2157120397314429 1.3954845499247306 2.1348176556639373 0.62801739159385661 2.5103683460838502 0.94322796408232423 0.43336137845108058 1.5133858695626283 1.1320747230201988 33.560754108484616 0.85640625600353815 2.6266564838588229 0.53944510460132633 1.3857955548774041 1.4106675905641171 2.9400627457071096 0.77473565540276446 0.65622023634205107 3.8971430836245418 0.88368029519915581 1.5271519869565962 1.524009760469198 24.450632115826011 1.0999730061739681
leaf_count=1030 22 33 32 32 84 72 23 16 39 384 50 64 101 15 14 1227 50 40 5 116 86 34 12 90 49 17 16 17 235 29
internal_value=0.000161456 0.000210795 8.27125e-05 0.000381615 0.000309733 0.000393628 0.00107662 0.00013352 0.00090246 8.62693e-05 0.000109727 0.000124989 6.13196e-05 0.00030038 0.000181824 0.000114735 -0.0010715 0.000146749 7.01985e-05 -0.000582648 -0.000255776 -0.000462453 -0.0012131 -0.000248651 0.000630984 -0.00137373 0.000707798 0.000377155 0.000258566 0.00105777
internal_weight=140.576 110.258 63.0114 47.2464 43.6706 40.3258 4.84429 60.9806 3.5303 57.4503 56.8223 56.4697 50.9082 35.4815 28.1961 49.0812 1.28977 47.7915 41.2677 7.70693 6.32113 5.78169 2.84162 1.43096 6.5238 1.82691 5.56153 4.03438 26.6827 2.23205
internal_count=4034 3004 2478 526 504 472 107 2446 55 2391 2007 1974 1891 365 293 1810 151 1659 1570 343 227 222 188 102 89 81 83 67 278 43
is_linear=0
shrinkage=0.00196078


Tree=694
num_leaves=31
num_cat=0
split_feature=19 17 17 7 7 9 3 5 15 2 6 16 8 0 18 7 7 7 10 19 3 16 19 9 5 13 7 17 6 13
split_gain=0.0810884 0.14176 0.353703 0.106727 0.359495 0.4345 0.325682 0.289029 0.255423 0.21535 0.30027 0.200835 0.619017 0.375492 0.318188 0.226224 0.478266 0.193353 0.166459 0.151931 0.371844 0.5586 0.160558 0.495759 0.290937 0.306235 0.444122 0.247742 0.237753 0.164836
threshold=14.651182102100002 198.49975298390004 193.31651039250002 20.861906850000004 21.844899366700002 180.51130933560003 103.48681881535002 29.026000224750003 25.621990087700002 319.18044405035005 16.995397094750004 22.764946765650006 8.543332867800002 85.495657006400009 12.885811969150001 22.105125139000005 22.181995028450004 19.078733418100004 65.611820673600008 14.551174033150001 93.499196860750018 22.534947303500005 14.451165964200003 196.64273721640004 22.783584484750005 116.86189801435002 23.626037400350004 192.20712075930001 16.575387281250006 117.72489307420001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 6 5 -5 8 -8 17 10 -9 13 -13 14 -6 -15 -17 -1 -19 22 21 -21 28 27 25 -25 -27 -24 29 -18
right_child=1 -3 -4 4 11 -7 7 9 -10 -11 -12 12 -14 15 -16 16 19 18 -20 20 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.051677272020484638 -0.0083649102135519814 0.00039276181762492083 0.060718359494706095 -0.076252536070630386 0.018119216817160236 -0.0087747013135958847 -0.070275617332258955 0.041650450309083951 0.062527255460332845 -0.069520027966956957 -0.069409459454300604 0.067870616854379173 -0.013439817311208474 -0.044990073571799995 -0.073406208674824502 0.054009182496191688 0.0010191916470949297 -0.070976102437148553 0.017708855470412153 -0.037736040991894114 -0.050227802382418599 0.015393643283697498 0.010277597225387309 0.0089643384243873192 0.022081571754574009 -0.0069774350538726057 -0.076249357047346644 0.039455911432125262 -0.026622286836584408 -0.028961564272763519
leaf_weight=0.2500978139346437 0.66311961808241837 2.3340595582267269 0.73768799123354256 0.61218998934236823 0.25813641888089378 1.6933542613260213 0.30202001348334284 0.63335807246403419 0.78604662980069406 0.14538659823119815 0.1400766321366973 0.80997102661058196 0.96889804632519372 0.50778201534740119 0.58362147923980956 0.79379366301145537 78.489097782666818 0.19360214046173496 0.20566024975232722 1.3973272489383806 0.93117495757178392 2.802646248601377 3.2541708066128177 1.017028400674463 1.0048214760536209 0.96292117796838261 0.79708547913469374 2.3694515881943516 1.5308371068676923 0.87371358834206958
leaf_count=28 24 36 17 163 5 33 235 33 42 38 108 14 50 29 61 20 2678 62 38 22 37 50 32 32 32 8 33 31 37 6
internal_value=0.000814977 0.010753 0.0280155 0.000459156 0.00010424 -0.0266921 0.0140422 -0.0120203 0.036209 0.0071284 0.0215364 0.000726067 0.0235832 0.000309358 -0.0453387 0.000706586 0.000947731 0.00435083 -0.0252944 0.000506363 -0.0109834 -0.00228255 0.00115926 0.00964788 -0.00956963 -0.0210221 -0.0383498 0.0225716 0.000172287 0.00068913
internal_weight=108.049 3.73487 1.40081 104.314 101.658 2.30554 2.65625 1.22084 1.43541 0.918821 0.773435 99.3525 1.77887 97.5736 0.841758 96.7319 96.2241 0.64936 0.399262 95.4303 5.13115 4.19997 90.2991 9.40548 3.78186 2.77704 1.76001 5.62362 80.8936 79.3628
internal_count=4034 77 41 3957 3373 196 584 414 170 179 141 3177 64 3113 66 3047 3018 128 100 2998 109 72 2889 168 105 73 41 63 2721 2684
is_linear=0
shrinkage=0.0686431


Tree=695
num_leaves=31
num_cat=0
split_feature=3 16 15 10 0 9 7 7 5 10 8 13 17 7 3 15 16 19 19 6 0 0 7 9 2 6 9 18 18 18
split_gain=0.388527 0.495672 0.333969 0.32175 0.667267 0.761456 0.680449 0.552707 0.660733 0.598073 0.763617 0.700794 0.592643 0.671308 0.458212 0.354145 0.382494 0.402643 0.351986 0.50645 0.394827 0.86318 0.937856 1.01144 1.18602 0.8939 0.868754 0.737592 0.645606 0.838538
threshold=108.47659710545001 21.094950670800003 50.314162856800003 55.855406118200008 76.451683855550016 66.346857137250012 19.716522186550005 21.725272673150005 25.767562150000003 61.622148808000013 8.4434108459500017 117.80016990185001 172.24349499320002 20.873561687950005 93.72771580185001 46.683480308100009 22.584947186600004 14.651182102100002 14.651182102100002 17.755414852450006 85.995710218650018 85.925810307250018 22.381996090050006 186.68586460755003 83.777728670400009 16.525386113000007 192.98754432855 13.065205089100003 13.192618516750001 13.276755824150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 -1 5 -5 -6 12 9 10 -9 15 -8 -14 -15 18 -17 -18 19 20 21 22 25 -24 -25 -11 -26 -22 -29 -30
right_child=1 -3 -4 4 6 -7 7 8 -10 11 -12 -13 13 14 -16 16 17 -19 -20 -21 27 -23 23 24 26 -27 -28 28 29 -31
leaf_value=0.0013375208630382886 -0.0020135505679694157 0.0012050237470523628 -0.0010874859794950734 0.0010721190139335777 0.0015134919924284316 -0.0021172125909986765 -0.0021382664212626053 0.00052502325617963773 0.0014208947235445342 -0.0018711889270283258 -0.002207126392298107 0.0017674923289794264 0.0013907924826014203 -0.002233208191254824 -0.00021772933939702064 0.00020832039916798221 -0.0020868999654986716 1.6089187852258422e-05 0.00080743250080049067 -0.0012704512603018457 0.00092277534165645988 -0.0013630009310242731 0.0013097312061509481 0.0017629387921541534 -0.0014662903835403062 0.00017297027088450498 6.0724265900458305e-05 -0.00052936629844482612 0.00095878044911228122 0.00018592296028442857
leaf_weight=0.92337153070184186 0.65415433968882908 0.25593557208776474 0.7988912028959011 0.40795621089637168 1.4770571252884099 0.97725034231552854 0.73538573892801595 0.69949972513131686 1.6736360540598969 1.6786773670464818 0.89848768117371947 1.0815553665161122 0.78283805061073541 0.57133348511888504 1.799994706036159 1.4769733571447425 0.84107315633445956 0.59954271116293967 3.5432497886940828 0.91781403124332328 5.7113435864448538 1.8027220368385304 2.9596495658624908 1.2916931603103865 1.7952681542374174 1.612525340169668 7.0871727023913991 4.4779519885778418 5.7428001975640646 89.73569500906342
leaf_count=52 183 3 50 12 53 185 183 9 31 27 45 11 20 50 35 14 55 6 40 16 35 20 25 8 30 14 79 38 64 2641
internal_value=0.000168695 -0.00110842 0.000176761 0.000183809 0.000176327 -0.00117792 0.000189631 0.000175616 0.000196516 0.000181218 -0.00101116 0.000195614 -0.000553149 -0.000183584 -0.000703327 0.000182664 -0.00049284 -0.0012117 0.000198018 0.000180718 0.000191468 -7.50404e-05 6.63195e-05 0.000300865 7.38686e-06 -0.000869653 -0.000247907 0.000237441 0.000198282 0.000232408
internal_weight=145.011 0.91009 144.101 143.303 142.379 1.38521 140.994 139.517 135.627 133.954 1.59799 132.356 3.88955 3.15417 2.37133 131.274 2.91759 1.44062 128.357 124.813 123.895 18.2277 16.425 13.1338 10.1741 3.2912 8.88244 105.668 99.9564 95.4785
internal_count=4034 186 3848 3798 3746 197 3549 3496 3208 3177 54 3123 288 105 85 3112 75 61 3037 2997 2981 203 183 142 117 41 109 2778 2743 2705
is_linear=0
shrinkage=0.00196078


Tree=696
num_leaves=31
num_cat=0
split_feature=17 15 17 17 2 15 17 17 16 2 15 12 5 18 18 17 7 9 4 17 17 17 15 18 7 17 19 6 13 15
split_gain=0.0853764 0.408134 0.0982086 0.519377 0.250348 0.209911 0.209585 0.257261 0.220765 0.218307 0.350967 0.198663 0.19446 0.179211 0.167825 0.232881 0.178573 0.167391 0.286308 0.137414 0.614147 0.358403 0.411332 0.26405 0.625832 0.221076 0.898835 0.351055 0.338479 0.618514
threshold=160.21442126885003 35.098844929350008 164.98791775435004 168.59667799010003 41.467794892200004 26.912781836550003 174.57458007295003 179.91109285790003 19.314954833200002 162.53466164215004 25.186533201700005 94.328280857900012 13.812766882300002 11.781261354600002 13.24088655595 172.24349499320002 18.748507117750005 226.28914430085004 227.97173202615002 182.20563699335005 183.35201426355002 182.63036160245002 22.351147806600004 13.036600629150001 22.589037079550003 187.61467154115005 14.251149826300002 16.485385178400005 104.08096806215002 20.520114807950005
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -5 12 8 11 9 14 -11 -8 -2 -4 15 16 -6 18 -13 -9 21 -21 -23 24 -22 26 27 28 29 -25
right_child=2 -3 3 4 6 -7 7 19 -10 10 -12 17 -14 -15 -16 -17 -18 -19 -20 20 23 22 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.076061526844413987 0.018425876647971202 0.076351517825925239 -0.017446890829024855 0.040526354325637066 0.059463360569570051 0.067715670055297564 -0.063108690686732624 0.01310028997300846 -0.02330569287218635 0.043198766283432104 -0.082255283768661702 -0.001864789907248235 -0.04910583970707845 -0.089915230000057397 0.07336037924276366 0.074139264790078319 -0.077550445613928959 0.064437139909804042 -0.079994811076729941 -0.0014653245120357691 0.0046230524578369471 -0.015265420609112934 -0.088359059622818176 0.04511410030596754 0.056597462005060224 0.0010736998866544289 -0.10696498115179204 -0.046328264705697279 0.014196988560799579 -0.079012806921399198
leaf_weight=0.31446644630784604 1.1877666544060037 0.13251626491546631 0.30956567032990179 0.85059091169387002 0.074451803171540876 0.35884627714403894 0.5351327633397881 4.6763369935790697 0.42505288503889449 0.30901764896498196 0.19175627549702767 1.1263220071650719 0.27950493962271128 0.43626267594527235 0.74999254880003718 0.19850283005507663 0.15673782294834382 0.1394624477252363 0.31947535882977707 1.102548173763352 7.3800585516069059 0.74919430630347938 0.89846216626756359 0.32899251031199028 1.4750514887928146 77.733724047864598 0.50074538639455557 0.89830650994554151 3.4472327226831112 0.60426494164494216
leaf_count=277 24 1 22 21 15 22 19 75 34 62 19 119 171 117 42 11 43 6 106 30 96 20 25 78 31 2391 7 12 66 72
internal_value=0.00089429 -0.0308759 0.00102646 0.000736872 0.00116766 0.0177753 0.000845818 0.000375841 0.0235946 0.0354575 -0.00484008 -0.0247321 0.00556156 -0.0598363 0.0525637 0.0162649 -0.0334268 -0.0117774 -0.019129 0.000909321 0.000309974 -0.0336119 -0.0551232 0.00131997 0.0132808 5.17444e-05 -0.0136934 -0.00484564 0.0036612 -0.0352555
internal_weight=107.89 0.446983 107.443 105.617 104.871 1.82612 104.021 101.915 2.10551 1.68046 0.500774 2.12039 1.46727 0.745828 1.17969 0.429692 0.23119 1.58526 1.4458 99.7949 95.1186 2.7502 1.64766 92.3684 8.85511 83.5133 5.77954 5.2788 4.38049 0.933257
internal_count=4034 278 3756 3539 3400 217 3379 3153 226 192 81 250 195 139 111 69 58 231 225 2903 2828 75 45 2753 127 2626 235 228 216 150
is_linear=0
shrinkage=0.0728446


Tree=697
num_leaves=31
num_cat=0
split_feature=0 17 9 9 9 9 0 16 0 5 19 9 15 7 17 18 4 6 7 10 3 13 7 5 18 16 16 2 15 4
split_gain=0.353004 0.536413 0.239476 0.223677 0.67901 0.424601 0.627853 1.11817 0.628754 0.795293 0.407261 0.398586 0.368299 0.430752 0.329408 0.485304 0.310664 0.299911 0.336527 0.613325 0.426647 0.341555 0.62799 0.403661 0.297825 0.788858 0.653748 0.93052 1.05371 0.598291
threshold=103.33357670195001 241.79519611995002 218.72979271345005 179.18874144770004 177.77223095870002 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 14.451165964200003 187.45330412110005 30.807603489900004 22.671301016600001 188.19076296340003 12.909082926650003 377.6847677435 17.475408310100004 19.078733418100004 64.730006406800015 108.56262776565002 105.33378955095002 22.356277907050004 23.195398057700004 13.843998451900001 22.654947022900004 22.614947116400003 133.20345888755003 37.491361913600009 267.94697827110002
decision_type=2 2 2 2 2 2 2 2 2 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 12 14 7 11 9 10 -9 -7 13 16 15 -5 17 18 20 -20 -1 22 23 -21 26 -26 27 28 -8 -29
right_child=1 2 -4 5 -6 6 24 8 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 19 21 -22 -23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.0015828697275639446 -0.0019863607027459278 0.0014286162252227488 -0.001437956324123742 0.00071730404855951393 -0.0022493843292767392 0.00056437362910294884 0.00059335543350004505 -0.00020724541192332008 0.001136800168778871 0.00085242209772342856 -0.0021149513281320592 -0.0021002410831925025 0.0010719193568791551 -0.0020553281367446928 0.00087360450996779211 -0.00036143592810192871 -0.0020026197429597551 -0.001984650741931211 -0.0020827770162015684 -0.0020572376612252022 -0.00067721031684051154 0.0015206168605240728 0.0015580042964158905 0.0015471227086848308 6.0494237076884871e-05 0.0018189370463863549 3.1850797596815737e-05 -0.00032392955161730948 0.001985933580274104 0.0004590873584780431
leaf_weight=1.1232580194482573 0.71881706943804491 0.38539397261774866 0.15797358882264234 3.5404179412871581 0.56149348057806481 0.24963220208883186 11.727440263144674 0.76993026537820719 1.4503822098486123 1.1052591018378732 0.97516039229230955 1.5939568065841738 1.0308504263666689 0.44570706308149954 5.7538023458328098 2.9306185288587585 0.28817944802722184 0.24892388231819484 0.53379222011972194 0.62077701919406514 0.44969406393647648 0.59866304951719929 0.44752356859680731 0.14792523508367594 60.134335021873994 0.99711183551698823 21.651395345106721 6.2041974500752977 2.5417839474976054 9.490927081787957
leaf_count=30 864 26 43 26 12 4 159 19 15 14 57 153 34 160 84 35 68 154 262 124 43 27 26 5 1237 37 171 50 21 74
internal_value=0.000157229 -0.000874998 0.000595216 0.000166697 -0.000188435 0.000184294 0.000148514 -0.000461865 8.57902e-05 -0.000449009 -0.00127328 -0.00173944 6.53554e-06 -0.000217394 0.000532267 0.000228762 -3.36696e-05 0.000102382 0.000234855 -0.000235203 0.000936731 0.000308203 -0.000288584 -0.00136363 0.000181777 8.91761e-05 0.00029145 0.000479029 0.000841416 0.000149565
internal_weight=138.875 1.26218 0.543368 137.613 6.49679 131.116 118.892 6.14432 4.30073 2.85035 1.74509 1.84359 5.93529 4.90444 12.2248 6.47104 4.45874 4.17056 3.92163 2.34868 1.57295 1.81489 1.21623 0.768702 112.747 61.1314 51.6157 29.9643 14.2692 15.6951
internal_count=4034 933 69 3101 945 2156 2011 262 105 90 76 157 933 899 145 61 739 671 517 444 73 182 155 129 1749 1274 475 304 180 124
is_linear=0
shrinkage=0.00196078


Tree=698
num_leaves=31
num_cat=0
split_feature=3 17 18 16 19 9 9 15 6 6 9 9 9 6 7 16 7 9 17 17 2 3 15 15 15 5 4 5 4 15
split_gain=0.0824285 0.217905 0.103368 0.136594 0.34187 0.104959 0.266433 0.252093 0.302097 0.175378 0.146582 0.170436 0.553394 0.382492 0.277914 0.244422 0.165128 0.195358 0.139494 0.165824 0.132794 0.489492 0.308912 0.545005 0.53996 0.753532 0.88171 0.449026 0.310558 0.3815
threshold=76.172084209950015 241.79519611995002 17.138111898250003 17.684958644900004 12.150980378200002 219.59809404590001 220.80451164160004 35.098844929350008 14.335334942800001 14.385336111050002 216.0493559571 211.04147598835002 212.35746315350005 14.205331905300001 26.309119595700004 16.744960843000005 26.157592435900003 217.73656073310005 202.13833745355001 203.30705351230003 108.24034454255001 81.105404879350019 28.626568391100005 27.980927088250002 37.050691080100002 20.872540794500004 274.66550124645005 18.393720489900002 274.40025405315004 35.215351613950006
decision_type=2 2 2 2 2 2 2 2 2 2 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 10 -7 8 -8 -9 11 14 13 -13 20 -15 17 -12 -14 -20 -2 -22 23 -23 25 27 -27 -24 -29 -30
right_child=2 -3 3 -5 -6 6 7 9 -10 -11 16 12 18 15 -16 -17 -18 -19 19 -21 21 22 24 -25 -26 26 -28 28 29 -31
leaf_value=-0.073339151315031423 0.0044657928108330219 0.019792496978709901 0.043943503363522513 0.073640165797819804 -0.073960124047244238 -0.057334363742914174 0.0011553201608268343 -0.010706588039664179 -0.0607105979541099 0.038149508900264771 0.056323559719536731 -0.085822543059792811 0.0077866797869366143 0.013041015969211579 0.028856180443627762 -0.063481978374992337 -0.0094084484992611808 0.0089554927877721294 0.0075432169906105261 -0.046767337770408916 -0.052403674005708015 0.0062289386413774284 -0.051448117997446939 0.072249133840304305 0.0025982706605690992 -0.095283698870216371 -0.0036663668451691186 0.0053276760459334705 -0.074276540088535112 -0.005546763332558104
leaf_weight=0.27176855692414292 36.740812521706175 0.26166892752371496 0.4324678014672817 0.23453445453196764 0.18689186988922302 0.56026467232732047 1.1238082909840161 0.66708426154218592 0.6676580041530541 0.93824019073872478 0.83120176449301597 0.73805111140245461 4.1091427168648806 0.58753062412142754 1.9537254058777751 0.35550946759030921 0.80804043146781612 1.0401838007310287 0.57785636559128739 0.61665671062655747 0.97327926429625122 3.7972733906613021 1.0665789137401578 0.80398088327638095 35.707104655037256 1.21324699660181 1.0311221607262266 7.3748954830225539 0.62422162265283976 1.3671123331296255
leaf_count=856 874 69 26 15 40 30 33 12 25 39 25 24 76 3 42 52 19 31 4 37 178 654 65 24 552 46 24 94 35 30
internal_value=0.000908814 -0.027655 0.00105105 0.0262945 0.00836607 0.000848219 -0.0107926 -0.00311599 -0.0219014 0.0178476 0.00129842 0.00084628 -0.0101266 -0.0465459 0.00167348 -0.0158068 0.0181118 0.0299947 0.00141715 -0.0204941 0.00108795 -0.00121204 -0.000271716 0.0177647 -0.00198694 -0.0149019 -0.0531923 -0.0066646 -0.00156488 -0.0270914
internal_weight=107.662 0.533437 107.128 0.853894 0.61936 106.275 3.95706 3.39679 1.79147 1.60532 102.318 99.6381 6.98475 1.68109 92.6534 0.94304 2.67943 1.87139 5.30366 1.19451 90.6996 53.9588 52.9855 4.60125 48.3843 12.6772 2.24437 10.4328 9.36623 1.99133
internal_count=4034 925 3109 81 66 3028 139 109 58 51 2889 2814 196 79 2618 55 75 56 117 41 2576 1702 1524 678 846 294 70 224 159 65
is_linear=0
shrinkage=0.0728446


Tree=699
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 10 17 10 0 3 3 6 16 8 0 18 16 15 17 18 3 6 13 18 18 6 16 18 5 16
split_gain=0.320425 1.42884 0.673069 0.616544 0.958747 0.531531 0.493156 0.497523 1.38182 1.33811 0.856537 1.47989 1.06704 1.02683 0.875574 0.821793 0.688421 0.979293 0.661074 0.876357 0.466864 0.815868 0.628612 0.782638 0.549475 0.517532 0.916321 0.63586 0.565989 0.466129
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 67.074341896550024 65.536543845950021 162.13109061465002 69.999384342500022 93.399723909900004 86.589859465500012 83.538459487450012 14.745344522600002 19.199955102150003 7.943800736700001 94.940210418650011 14.522586764600002 18.684956306450005 29.329759478700002 194.73806315685002 13.581061237400002 92.324340657750014 16.355382140900002 117.38883580790001 13.565177112500001 13.4793103924 16.565387047600002 22.604947139800004 13.843998451900001 21.336111252450003 18.704956259700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 5 -5 20 -1 8 9 -8 29 13 16 14 -12 18 17 -13 19 -11 24 22 -22 -24 -2 26 27 -26 -28 -9
right_child=3 -3 -4 4 -6 -7 7 10 -10 15 11 12 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 23 -25 25 -27 28 -29 -30 -31
leaf_value=-0.0020384041088010894 0.0012566385005373618 -0.0017177612079662043 -0.0019973750307804871 0.0013364781943409915 -0.00041067649745241824 -0.00059411416425107246 -0.0025198862374468112 8.3352100645453259e-05 0.0016385095891298881 0.00052553988845573552 -0.0020164798738038334 0.0011081686300574312 -0.0010707258584979722 -0.0021132413685459196 0.0016603370252600282 -0.0023425073671513594 0.0017271346686869083 -0.0012590518231824642 0.0018826973704084294 -0.0024002282775361628 0.00065231297906815722 0.00020632541594698146 -0.0024083460518907829 0.0001666762499623489 0.00011653358174533267 0.0012667717913839457 0.00018762440204995212 -0.0016739949685204681 0.0014505319691758682 0.00062677545998697569
leaf_weight=0.39883185921234954 3.2614293079823247 1.6948436097009096 0.57597103604803024 4.3508403608575454 1.6714285630732773 3.1085585206747046 0.70302070677280237 25.716149204625253 3.0682491483512422 3.3653788492847529 0.41356638373690502 1.5615409181336875 1.9488950159866361 2.5631111116090324 0.62578716054849792 0.40101101191248734 1.5426023155450819 1.1793047581013523 1.1444159232487434 0.44573725408190501 0.73293625190854017 56.934213507876848 1.2527221087948417 0.71155039221048344 1.6171177923679336 1.9389028549194325 4.4281481392681599 1.4429300576448438 1.9719035867601631 7.9430469973012796
leaf_count=319 35 49 279 63 24 39 8 1258 56 389 112 30 29 225 23 9 15 42 8 27 12 745 41 20 13 20 32 35 42 35
internal_value=0.000170536 5.47798e-05 0.000110831 0.000247258 0.000851571 0.000200239 0.000133733 0.000150196 0.00056638 2.35091e-05 6.28545e-05 -0.000446192 0.000132084 -0.00144662 0.000197305 0.000357318 0.000679342 8.96237e-05 0.000575793 0.00018335 0.000233477 0.000156406 -0.00089733 -0.00147555 0.000546963 0.000343914 0.000154769 -0.000727769 0.000576736 0.000211592
internal_weight=138.714 55.2915 53.5966 83.4227 6.02227 77.4004 53.0206 52.6218 9.12781 6.05956 43.494 9.83481 6.23234 3.60246 1.03935 5.35654 4.28345 2.74085 4.95553 3.81112 74.2919 59.6314 2.69721 1.96427 14.6604 11.399 9.4601 3.06005 6.40005 33.6592
internal_count=4034 2913 2864 1121 87 1034 2585 2266 497 441 1769 476 116 360 135 433 87 72 424 416 995 818 73 61 177 142 122 48 74 1293
is_linear=0
shrinkage=0.00196078


Tree=700
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 17 15 16 6 17 7 0 2 4 9 18 16 13 18 18 12 0 7 16 2 0 6 9
split_gain=0.382432 1.02977 1.08434 0.831465 1.0167 0.531924 1.11605 0.684426 0.505329 0.489356 0.468218 0.45593 0.361438 0.356279 0.318281 0.88302 0.438458 0.906085 0.477454 0.725061 0.44499 0.372582 0.331454 0.30931 0.892892 0.56104 0.483882 0.588815 0.544362 0.470971
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 174.23065882520004 24.273602154900001 18.734956189500004 14.935348962050002 162.13109061465002 22.575645983950004 103.33357670195001 83.777728670400009 191.03149642590003 205.88909726980003 15.625782642300001 14.934965075550002 99.115385895250014 15.064837217800003 14.674589207750001 92.218642671200016 85.732241321850012 22.721067571950005 22.824946625350005 90.745765132650021 85.667718326750006 16.575387281250006 187.45330412110005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 11 8 -7 -8 12 -2 -4 -1 -6 14 22 -16 20 -18 19 -19 21 -17 -13 24 26 -26 28 -28 -11 -30
right_child=9 2 10 -5 5 6 7 -9 -10 23 -12 13 -14 -15 15 16 17 18 -20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.0020467873158480743 0.001255500975950346 0.0012082571184317088 -0.0019606196704491366 0.0012347376648324619 0.00068606236452493333 -0.0021224812676072934 -0.0026945783957739813 0.00058069758677107165 0.00094749086244658935 -0.001388426197986581 0.00023480532742698484 0.00026237936685302791 -0.0016629901071413872 -0.0012758439405830941 -0.0021688634965377636 4.5146545251009298e-05 -0.0019165856785015472 0.000516747596509635 0.0010919553091187785 -0.0014027665912602107 0.00080237576325910016 -0.0025256320435025916 0.0010610163753397824 0.00027029272556437973 -0.0021091001402150805 0.00045658652469120328 0.00022049314446083226 0.0018800123589674941 0.00091615941613386407 -0.00087029898627631022
leaf_weight=0.3370949921432026 1.817548470571636 0.66634351064567399 2.2073773901065583 2.3757905704987925 0.37723932473454558 2.0374842789024119 0.29599442698236078 1.4321149094939754 1.1881122293852966 1.4333178424276396 0.4495441389735787 4.7827132082893566 0.75752600262057967 0.57313732117563532 0.62479956039169238 1.8037982374989936 0.9780829915544017 1.8489554947009312 1.451319138985127 1.2805718686431644 5.6622221765446739 0.24634764532675024 3.4313869297038764 90.178011735668406 1.1911882671629417 0.45202090160455544 6.9307598929590313 0.93261358235031355 1.321380847017281 0.99430631846189488
leaf_count=296 29 27 237 39 17 128 82 86 43 29 8 42 109 753 92 256 32 36 22 27 117 41 26 1047 100 29 224 10 23 27
internal_value=0.000187984 9.81788e-06 -0.00102825 0.000119388 2.83563e-05 -0.000684195 -0.00113939 1.9701e-05 5.37165e-05 0.000246906 -0.00158916 0.000216813 -0.000882075 0.000250452 0.000290016 0.000109144 0.00021639 -0.000203403 0.000162388 -0.000268699 0.000518969 -0.000263761 0.000596005 0.000229183 -5.04876e-05 -0.00140332 0.000140945 0.000417316 -0.000438731 0.000149093
internal_weight=140.059 34.808 3.32327 31.4847 29.1089 6.08847 3.76559 1.72811 2.32288 105.251 2.65692 23.0204 1.13477 22.6833 22.1102 13.8961 13.2713 5.55893 4.58085 3.12953 7.71237 2.05015 8.2141 103.434 13.2556 1.64321 11.6124 7.86337 3.74901 2.31569
internal_count=4034 2516 272 2244 2205 465 296 168 169 1518 245 1740 126 1444 691 623 531 117 85 63 414 297 68 1489 442 129 313 234 79 50
is_linear=0
shrinkage=0.00196078


Tree=701
num_leaves=31
num_cat=0
split_feature=10 18 15 13 15 18 2 6 8 17 6 3 9 17 10 7 10 7 12 3 5 16 6 9 0 10 13 13 10 6
split_gain=0.0868346 0.139383 0.111432 0.120182 0.0864367 0.268944 0.296897 0.546497 0.264546 0.139785 0.128472 0.331479 0.753834 0.427171 0.505844 0.288651 0.632393 0.29869 0.433519 0.272928 0.769535 0.620359 0.560498 0.57009 0.453057 0.709697 0.309192 0.803118 0.253691 0.22246
threshold=81.479100559500012 17.323446153950005 20.313914079200003 92.38617519475001 19.763739472850002 15.788786379500001 138.63208387490002 12.625294988000002 7.7439566930000003 162.13109061465002 14.825346391850003 83.538459487450012 200.52256857420005 189.50863627480001 65.536543845950021 24.876210878000006 70.389210771400016 23.822419043000004 134.98489220775002 86.272621406050021 18.160071980500003 19.144955230800004 15.255356438950001 197.02865361825005 90.407470010750018 66.590419433100024 113.82394032690001 113.13031812925001 68.20618276945001 15.760368238450001
decision_type=2 2 2 2 2 2 2 2 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 8 -7 -8 9 -1 11 -6 15 -14 -15 16 17 18 -13 20 -12 -22 23 -21 26 -26 27 -24 -27 -28
right_child=1 2 -4 -5 10 6 7 -9 -10 -11 19 12 13 14 -16 -17 -18 -19 -20 22 21 -23 24 -25 25 28 29 -29 -30 -31
leaf_value=-0.07814341969735579 -0.076266678968168591 -0.074561402027058798 -0.075205232485007045 0.030132479713492463 0.0014634344758671463 0.062194143733019985 0.068044517073735239 -0.078509174765945738 -0.078285138282770811 0.010502681310855069 0.05859337699722602 -0.078413631728680891 0.0093722488903497693 -0.0053617192439446406 -0.083522333446032077 0.050228296567422934 -0.067284513547233776 0.022338574892701881 0.0042042777925913911 -0.083710460315359378 0.02088451318830992 -0.054806255773034364 0.038712971310272806 -0.0076889314832149216 0.05879158896595723 -0.03419876333937133 0.02603985173232223 -0.08798911328288514 0.020209864486914128 0.0010667903037475091
leaf_weight=0.10478615387637491 0.2058557139093854 0.072983304569561369 0.098992006798653165 0.35484422646186431 23.928655340077057 0.93298276979476191 0.27740013686297971 0.28457908707787283 0.24138834181940172 1.5637100112921869 1.7621735087595869 0.47363000868062766 0.59280577825848046 0.63649572152644429 1.6221156164465353 0.57005556696094561 0.77578372967082021 2.4864917849190533 1.3502171567379262 0.82703671569470261 1.7721341910073536 0.90210046176798631 0.46219481421530761 1.5945712123066185 1.96133330091834 0.87834828160703171 2.0392538569867602 0.6862861835215881 1.0254668014822526 57.371056772401062
leaf_count=30 371 514 34 41 527 23 32 13 17 257 37 66 33 29 211 14 144 21 27 32 39 21 72 31 40 21 41 33 22 1241
internal_value=0.00106935 -0.0244229 -0.00416484 0.0122727 0.00124371 0.0128926 0.0364956 -0.0061684 -0.0055827 0.00493546 0.000861298 -0.00301529 -0.0156122 -0.0467626 -0.061496 9.14064e-05 -0.00552797 0.00558711 -0.0172505 0.00262531 0.0204718 -0.00464828 0.00144087 -0.0336521 0.00275997 0.0274235 0.00118582 -0.0369991 -0.00489222 0.00192399
internal_weight=107.856 0.732675 0.52682 0.427828 107.123 3.40485 1.49496 0.561979 1.90988 1.6685 103.718 32.4363 8.5076 2.85142 2.25861 5.65618 5.08612 4.31034 1.82385 71.282 4.43641 2.67423 66.8455 2.42161 64.4239 3.86515 60.5588 1.14848 1.90382 59.4103
internal_count=4034 960 589 555 3074 372 68 45 304 287 2702 1072 545 273 240 272 258 114 93 1630 97 60 1533 63 1470 83 1387 105 43 1282
is_linear=0
shrinkage=0.0743015


Tree=702
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 17 15 9 19 16 17 0 0 7 16 2 0 6 9 2 2 15 16 9 13 15 2 7
split_gain=0.551705 0.882651 1.01162 0.980699 0.967323 0.61842 0.98533 0.795038 0.593749 0.553172 0.772887 0.53733 0.455568 0.359197 0.357602 0.747334 0.567717 0.461411 0.507524 0.499909 0.557705 0.332137 0.917868 0.492315 0.955 0.587093 0.5211 1.15121 0.474556 0.457896
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 174.23065882520004 24.273602154900001 213.27127849780001 13.251069136700002 18.734956189500004 162.13109061465002 103.33357670195001 85.732241321850012 22.721067571950005 22.824946625350005 90.745765132650021 85.667718326750006 16.575387281250006 187.45330412110005 108.63443756215001 114.12323913765002 33.235275174000002 22.554947256700004 193.67618212375001 115.12515406205002 31.504255087500002 84.960908098050012 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 12 8 -7 -8 -6 -4 -11 -2 -1 -14 15 17 -17 19 -19 -13 -21 23 -23 26 -25 28 27 -16 -26 -24
right_child=11 2 9 -5 5 6 7 -9 -10 10 -12 14 13 -15 21 16 -18 18 -20 20 -22 22 29 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0020647339379981119 0.0013062609441612907 0.0011425843877802726 -0.0021320346289676714 0.0012874839884665383 -0.0009769940785034311 -0.0021127627086066502 -0.0030755255923741896 0.00052638325755178551 0.00098306279920214569 -0.0021643319890872802 0.0014435020430265729 -0.0014485393308717317 0.00024954067613640291 -0.001190853414350172 0.00032239351697857825 -0.0021030117460927428 0.00033656763021733911 0.00022463584718625249 0.0018764208679694575 0.00094488755022004958 -0.00090678032097685603 -0.0011311132833822105 -7.3522605629151543e-05 0.0016435294815168725 0.00035672407263145288 0.00082177554049510013 0.001265299506513053 -0.0013526709968972985 -0.0010718568883806372 0.0003414717421601339
leaf_weight=0.34532111341060101 1.8695677737705398 0.69686038914369364 1.8125359808473152 2.397862635771161 1.1121306340282893 2.0653222256805752 0.28392822177920596 1.3842801598475487 1.2758528140693668 0.43304637934488699 0.48280838910432067 1.2611025562509879 21.470097774039463 0.68692093054414627 12.063278201501818 1.100975308982014 0.54992714733816672 6.9022217146557523 0.79783762805163849 1.3159105599625038 1.1917253118008373 1.9054663153365243 13.064376896712927 3.36852753907442 2.4683372694998966 5.9090316072106361 1.6615873230621208 1.8147404454648484 1.4016662165522573 46.986439486965537
leaf_count=296 29 27 196 39 126 128 82 86 43 39 10 29 691 753 142 100 29 224 10 23 27 34 138 89 43 31 22 40 13 495
internal_value=0.000194148 -2.13383e-05 -0.000965911 8.29564e-05 -1.79487e-05 -0.000709041 -0.00120746 -8.66598e-05 7.02259e-05 -0.00150444 -0.000262401 0.000264418 0.000170055 0.000204885 0.000245647 -5.69154e-05 -0.00129037 0.000120637 0.000395785 -0.000441528 6.49035e-05 0.00028944 0.000208675 0.000463869 0.000743126 0.00043297 0.000227598 0.000103356 -0.00016069 0.000251187
internal_weight=140.08 34.447 3.42525 31.0217 28.6239 6.12151 3.73353 1.66821 2.38798 2.72839 0.915855 105.633 22.5023 22.157 103.763 13.1197 1.6509 11.4688 7.70006 3.76874 2.50764 90.6435 61.9563 28.6872 13.1476 9.77904 15.5396 13.878 3.87 60.0508
internal_count=4034 2516 272 2244 2205 465 296 168 169 245 49 1518 1740 1444 1489 442 129 313 234 79 50 1047 667 380 176 87 204 182 56 633
is_linear=0
shrinkage=0.00196078


Tree=703
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 16 5 5 17 15 17 3 19 7 18 10 7 16 5 10 8 0 16 15 13 16 10 16 5 10
split_gain=0.443791 1.00926 0.910329 0.769731 0.840038 0.64974 0.618543 0.798733 0.568368 0.495906 0.391745 0.383642 0.879472 0.824967 1.87288 0.721977 0.497921 0.702483 0.427499 0.60315 1.9522 1.13931 1.08568 0.421182 0.768717 0.463337 0.834762 0.681094 0.430221 0.647258
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 18.734956189500004 13.716117217950002 17.438757606550002 174.23065882520004 24.273602154900001 200.37850214585004 82.885164161750012 13.751109481500002 24.175586727800006 15.042884401850001 70.123053416500014 23.899651152000004 19.314954833200002 17.679107616400003 66.964115113200009 8.1436447804000007 90.407470010750018 20.784951395750003 46.683480308100009 117.56896250265002 20.864951208700003 64.94239459915002 22.494947397000004 21.500664456800006 64.407391431150018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 -2 9 -8 -9 -6 -4 -7 13 15 -15 16 17 -13 -14 21 -21 22 -20 25 -25 -24 27 28 29 -27
right_child=5 2 10 -5 6 11 7 8 -10 -11 -12 12 18 14 -16 -17 -18 -19 19 20 -22 -23 23 24 -26 26 -28 -29 -30 -31
leaf_value=0.00017536063440357506 0.0013353825765746645 0.000959378680302544 -0.0021562656736781121 0.0012053094256327071 -0.00086477638342080719 0.00066972720675217187 -0.0020552334003033634 -0.0026631870711792452 0.00037221911363299735 0.00093823236020733173 -0.00049572014864744652 0.00083786932254530848 0.0011441369702010337 -0.0022255509987350627 9.8259388981637345e-06 -0.001498908811050794 0.0021068813888352632 -0.0014936088612884234 -0.0013417103706852502 0.0012191369590239369 -0.0016006666345306105 0.0013119491303832281 0.0011685184396319701 -0.00203412778284599 6.225237586928108e-05 0.0017997589532282678 -0.0010289703901038389 0.00022303920131792903 0.00039317027566209968 -0.00023111334347155756
leaf_weight=21.254621656792104 1.950542272068559 0.64100836825673413 1.6237412984264668 2.113969042300595 1.0383049373049282 6.4458257644437245 1.8021777560934427 0.27781755242176576 1.270187427937344 1.2333118832902981 0.77586148401314847 2.0575801644590674 1.9212171584367741 2.1848421385511756 3.7836637645959854 0.6765325623564421 0.71044535934925068 0.6219104203628375 1.625066691165556 1.4729273803532117 2.3626014608889818 3.6498547671362749 2.1049504288239396 0.80894609887400193 3.216370066977106 2.6249529365450139 1.8275802358984936 61.486433359445073 3.5666929943254218 0.74437880888581265
leaf_count=1740 29 27 183 39 126 33 128 82 86 43 62 67 22 62 47 20 3 39 59 16 62 55 23 61 73 81 27 685 43 11
internal_value=0.00017617 -2.2085e-05 -0.00107572 8.84243e-05 5.75504e-07 0.000236167 -0.000660243 -0.0011853 -0.00017254 0.000114118 -0.00161936 0.00021553 0.000185486 -0.000353508 -0.00080846 0.000314242 0.000676094 0.000296733 0.000247363 0.00022721 -0.0005178 0.000262205 0.000213087 0.000246167 -0.000359046 0.000279837 0.000253209 0.000287456 0.000858498 0.00135108
internal_weight=137.874 32.031 3.04061 28.9904 26.8764 105.843 5.6218 3.35018 1.548 2.27162 2.3996 103.893 97.4469 10.035 5.96851 4.06647 3.38994 2.67949 87.412 85.4908 3.83553 81.6552 78.0054 76.3803 4.02532 72.355 70.25 68.4225 6.93602 3.36933
internal_count=4034 2516 272 2244 2205 1518 465 296 168 169 245 1489 1456 238 109 129 109 106 1218 1196 78 1118 1063 1004 134 870 847 820 135 92
is_linear=0
shrinkage=0.00192234


Tree=704
num_leaves=31
num_cat=0
split_feature=7 6 4 14 7 6 18 17 17 18 12 7 14 14 19 2 16 12 5 18 6 12 10 13 15 16 7 3 0 6
split_gain=0.0813073 0.545136 0.332363 0.505325 0.267288 0.305408 0.258987 0.213006 0.311486 0.268984 0.202976 0.396897 0.401879 0.331709 0.76576 0.319994 0.462293 0.676107 0.607061 0.54676 0.306071 0.491977 0.392356 0.336159 0.270959 0.437462 0.686243 0.329921 0.559 0.378741
threshold=24.384659815400003 16.475384944750001 162.53166217615004 171.16849715720005 24.545313225450005 14.845346859150002 15.117211030200002 207.10399803250002 204.49254535040004 14.329845562450002 93.660658182900008 23.974509389900003 347.08922461895003 157.58516208295003 12.651020723000002 104.38256328765002 22.614947116400003 121.36065266065002 20.305669781650003 12.933745112000002 14.745344522600002 98.38427432280001 62.272755675600003 117.06622083225001 37.050691080100002 19.334954786500003 23.203497038450006 92.598563387050021 88.17067284620002 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=7 2 6 -4 5 -5 -2 8 10 -10 13 12 15 -1 -15 16 17 19 -18 -12 21 -13 -22 -23 25 -17 -27 28 -26 -29
right_child=1 -3 3 4 -6 -7 -8 -9 9 -11 11 20 -14 14 -16 24 18 -19 -20 -21 22 23 -24 -25 27 26 -28 29 -30 -31
leaf_value=0.002429405974667558 0.00040099465376839988 -0.087331939312694881 -0.078174048241103106 -0.078993846159601644 0.00030982976861587642 -0.0094574428295825796 0.060441492418580843 0.035028341153008007 -0.058021718531742816 0.0080108528413092121 0.06425507964312327 0.025906353681718845 -0.051207571605383806 -0.0015191786604696765 -0.077505466379995142 0.014631782612544147 0.044450674990965305 0.056585532492715723 -0.010554231632043816 0.0018232654105642674 0.014450753057241613 -0.076985040609724581 0.054023019132399958 0.0036953224185471488 0.058726289914896555 -0.074861539487593221 -0.011350531938180896 -0.031052143581789444 0.0011773012813348529 0.0018579970588386611
leaf_weight=6.2350819389321241 0.71932472381741408 0.39188044104957853 0.46209762620856309 0.47953110437629476 27.187333721436744 1.113220438826829 0.81108394802140538 1.0506453724374285 0.84120231412089086 0.53587142746255267 0.86333309948531844 1.4153486117720588 0.7465585350969367 2.145591738626536 1.0472381381987359 2.3451148649196494 1.2705340036191035 2.3028844555665273 6.5716674763243645 5.4011604032630203 3.9354652975307545 0.58262805213735169 2.0078083872795105 0.51737655699253082 1.4090419318527012 1.0876505301712311 5.3107958938926458 2.006975479504038 2.4580665081739426 24.596988607205276
leaf_count=131 22 37 27 88 1687 18 36 35 40 18 75 6 151 25 43 609 27 76 86 119 43 68 31 2 17 78 46 42 34 317
internal_value=0.00117943 -0.00195803 -0.000870816 -0.00260271 -0.00138932 -0.0303928 0.0322212 0.00245448 0.002002 -0.0323259 0.00263859 0.00409095 0.00188308 -0.00734825 -0.0264424 0.00259563 0.0111367 0.0228344 -0.00164275 0.0104272 0.0188048 -0.00249478 0.0278194 -0.0390378 -0.000978421 -0.0122822 -0.0221466 0.00226516 0.0221462 -0.00062471
internal_weight=107.85 31.1645 30.7726 29.2422 28.7801 1.59275 1.53041 76.685 75.6344 1.37707 74.2573 64.8294 56.3708 9.42791 3.19283 55.6242 16.4096 8.56738 7.8422 6.26449 8.45863 2.51535 5.94327 1.1 39.2146 8.74356 6.39845 30.4711 3.86711 26.604
internal_count=4034 1915 1878 1820 1793 106 58 2119 2084 58 2026 1827 1677 199 68 1526 383 270 113 194 150 76 74 70 1143 733 124 410 51 359
is_linear=0
shrinkage=0.0728446


Tree=705
num_leaves=31
num_cat=0
split_feature=15 2 10 2 2 19 17 18 19 13 17 9 0 5 19 9 9 5 2 16 18 2 6 6 0 6 6 5 2 0
split_gain=0.0805142 0.260997 0.135753 0.246115 0.124174 0.117699 0.142764 0.277201 0.116627 0.228729 0.493745 0.321893 0.545368 0.597625 0.171248 0.318731 0.534671 0.480229 0.582751 0.299626 0.289538 0.684899 0.141807 0.306225 0.632994 0.274624 0.569233 0.32191 0.437796 0.288675
threshold=46.683480308100009 258.06114663960005 61.982402197500001 263.04952530525003 184.38272419390003 14.651182102100002 200.26331585350002 13.4793103924 14.551174033150001 116.35915634395 199.03437346465003 186.68586460755003 86.83719761350001 22.783584484750005 14.451165964200003 198.74336288960004 201.32298960505003 20.556063402800003 229.44804549725004 22.624947093000003 12.971888692100002 130.44142995155002 16.465384711100004 16.505385645700006 86.135510041400025 15.255356438950001 15.075352233200002 23.455765688150006 178.70687671690004 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 -3 -4 -2 8 7 -7 14 -10 11 -11 13 -13 22 20 -17 -18 19 -19 -16 -22 25 24 -24 26 -1 29 -29 -27
right_child=1 2 3 -5 -6 6 -8 -9 9 10 -12 12 -14 -15 15 16 17 18 -20 -21 21 -23 23 -25 -26 27 -28 28 -30 -31
leaf_value=-0.00033511992536352955 -0.012727209311781689 0.015594172369231132 0.014534979896349182 -0.057476879959677762 -0.080954809786448131 0.027597525409134325 0.040361593481460005 -0.02737917872401089 -0.042207171478110088 0.023339686620775381 0.042432130013687758 -0.08347057246671763 0.014907156170887063 -0.0027882833440916114 -0.011790359438024704 -0.079004550798084383 0.063763845141419681 -0.080415545829737783 0.058540537257128308 -0.0029013669124008331 0.065359238992028335 0.0096124956575191923 -0.00081566281155987159 -0.00075049110842823074 -0.068677219774404774 0.0077278781385804437 -0.08095955915583028 -0.074796352755898909 0.0021557320814967976 0.031021196708400357
leaf_weight=40.960379092584049 0.25339738855836857 1.4253977093612777 0.56985197961330392 0.52259141053218627 0.38754447079554666 1.2952207329217342 0.95562703488394607 0.88790764845907677 0.99633693788200517 1.0111078433692453 1.1092306207865474 1.2147226632805548 1.2263206169009206 0.93181278143310908 1.4102361975237707 0.53634945101657683 0.59130448009818826 0.61767968774074666 0.43439868371933688 0.53409072279464453 1.80939270183444 4.2138857473619282 2.1528933541121691 16.72616180410796 1.2466540671885011 16.563172501573725 0.50923444530781026 0.58461913451537784 1.5518486132095857 3.7472905619069925
leaf_count=2387 26 18 2 49 41 39 19 9 26 33 17 25 6 21 29 22 14 40 15 23 25 40 41 624 17 242 38 33 37 76
internal_value=0.00111654 -0.0108032 0.000188162 -0.0199133 -0.0539809 0.00147921 0.0159316 0.00523776 0.00102864 -0.00879839 -0.00273881 -0.014168 -0.0254119 -0.0484463 0.00170571 0.0110057 -0.0112244 0.00547108 -0.0162597 -0.0444712 0.0191214 0.0263588 0.000582825 -0.00496507 -0.0257013 0.00232972 -0.00132516 0.00908194 -0.0189013 0.0120255
internal_weight=106.977 3.15878 2.51784 1.09244 0.640942 103.818 3.13876 2.18313 100.679 6.48953 5.49319 4.38396 3.37286 2.14654 94.1896 10.1473 2.71382 2.17747 1.58617 1.15177 7.43351 6.02328 84.0423 20.1257 3.39955 63.9165 41.4696 22.4469 2.13647 20.3105
internal_count=4034 136 69 51 67 3898 67 48 3831 128 102 85 52 46 3703 208 114 92 78 63 94 65 3495 682 58 2813 2425 388 70 318
is_linear=0
shrinkage=0.0757875


Tree=706
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 17 5 5 17 15 16 6 13 16 7 9 5 0 0 10 15 7 0 6 10 13 0 7 18
split_gain=0.338996 0.644026 0.815011 0.590397 0.655848 0.475633 0.451882 0.451872 0.883074 0.584013 0.457319 0.404211 0.395372 0.3363 0.508908 0.358566 0.313007 0.388212 0.289043 0.268988 0.755799 1.02319 0.979998 0.31589 0.590315 0.474668 0.403711 0.555643 0.448991 0.378329
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 200.37850214585004 200.68028944555002 13.716117217950002 17.438757606550002 174.23065882520004 24.273602154900001 18.734956189500004 15.51536251395 108.65403534205002 16.209962094050002 19.506002767000002 182.80199813410005 9.1983704482500013 103.33357670195001 96.682331287150021 70.123053416500014 27.437241680050004 25.454404031550002 85.995710218650018 16.375382608200002 62.181348099150007 117.53132408880002 85.925810307250018 22.792619241600004 13.065205089100003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 12 -4 -7 10 -9 -10 16 -2 13 14 18 -16 17 -6 -1 20 23 -22 -23 24 25 -13 28 -28 -26 -25
right_child=11 2 5 -5 7 6 -8 8 9 -11 -12 19 -14 -15 15 -17 -18 -19 -20 -21 21 22 -24 29 26 -27 27 -29 -30 -31
leaf_value=0.00025581445159993549 0.0011461351047803634 0.0010773960485807026 -0.0020764680706878511 0.0010727129206725937 -0.0019647320283098044 0.0019636058126456602 -0.0011874356790104322 -0.0020086520308861752 -0.0025306527265198729 0.00049499321878023167 0.00089989281179145655 -0.0020401652604985394 -0.0019109330160035948 0.0019049370701536637 0.0019493000647039787 -0.0019533648647823555 -0.0019591557037002333 0.0014326188640082413 -0.0010590572452740643 0.00057540243697300664 0.00049845973010066475 -0.0020248598674824279 0.00020650269204184314 0.00079658959192691211 0.0010420415554010399 5.3034765561243773e-05 9.5179156292203793e-05 -0.0012143393005849695 -0.00042579535153716052 0.0002553987867015669
leaf_weight=19.024620556105244 1.6680090227164317 0.59517911414150093 1.3774311606612175 1.9985454156849289 0.19016484145686208 0.23342347145080555 0.52572093005437637 1.6152451799716803 0.27397642798314326 1.3101696668400107 1.1481310821545774 0.83574681838217901 0.32250554773599915 0.39924080565106024 0.096974313259123757 0.60717675058913301 0.4714861793036107 0.32134336023591459 0.6129530588086699 6.691378947114571 2.0765098612755528 1.935711413389072 1.0943430659826843 4.9991363100707522 2.9619805442343963 0.71313337027095258 19.37885312867002 1.2235488323494781 0.98677848679653823 55.793761406908743
leaf_count=526 29 27 183 39 54 2 60 128 82 86 43 38 185 8 1 148 61 11 872 35 16 97 12 36 75 13 407 19 20 721
internal_value=0.000172828 9.89779e-07 -0.000873013 8.50809e-05 1.02977e-05 -0.00141633 -0.000218546 -0.000580255 -0.0010281 -2.82891e-05 9.20733e-05 0.00022612 0.000159748 0.000191946 0.000158326 -0.0014159 -0.000851455 0.000169576 0.000214773 0.000210571 0.000184036 -0.000520605 -0.00121897 0.000225446 5.20214e-05 -0.00107642 0.000123212 1.74086e-05 0.000675235 0.000299902
internal_weight=131.483 31.1243 2.73175 28.3925 26.394 2.13658 0.759144 5.33052 3.19939 1.58415 2.13113 100.359 21.0635 20.741 20.3417 0.704151 0.982994 0.511508 19.6376 98.6909 91.9995 5.10656 3.03005 86.8929 26.1 1.54888 24.5512 20.6024 3.94876 60.7929
internal_count=4034 2516 272 2244 2205 245 62 465 296 168 169 1518 1740 1555 1547 149 126 65 1398 1489 1454 125 109 1329 572 51 521 426 95 757
is_linear=0
shrinkage=0.00188464


Tree=707
num_leaves=31
num_cat=0
split_feature=5 10 18 7 18 10 5 2 0 17 10 16 0 6 8 7 0 13 18 9 12 5 19 0 7 17 2 15 16 17
split_gain=0.0820329 0.315963 0.366637 0.262605 0.431956 0.246458 0.389792 0.165579 0.164096 0.242945 0.174856 0.221252 0.353933 0.453429 0.168581 0.221692 0.394513 0.574859 0.340053 0.164065 0.479525 0.443888 0.649211 0.758922 0.28375 0.650359 0.699636 0.623121 0.73477 0.378528
threshold=29.996566321350006 60.613977009100005 11.80968402675 21.725272673150005 11.928667296000002 57.041016153700006 29.026000224750003 301.32168012610003 83.941728207000011 171.92791459955001 61.622148808000013 22.744946812400002 85.667718326750006 16.545386580300001 9.3427090425500019 22.105125139000005 89.582113364650013 105.33378955095002 12.844794714750002 187.11236276785004 209.59843599465003 21.876867948900003 14.451165964200003 86.20003303655001 23.109894804950002 183.92349703790003 144.59935509355003 38.213426205600008 22.614947116400003 190.94474013770002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 7 6 -1 -2 9 -3 -10 12 13 -12 15 16 -14 -18 -17 20 21 22 23 -20 25 -21 27 -27 -29 -28
right_child=3 8 -4 -5 -6 -7 -8 -9 10 -11 11 -13 14 -15 -16 18 17 -19 19 24 -22 -23 -24 -25 -26 26 29 28 -30 -31
leaf_value=-0.076303460636689815 0.052960549511111656 -0.073156114540839201 -0.075637969896157078 0.073542047930421475 -0.060960322177274893 0.060344730993625216 0.056558909951686512 -0.027734022562121055 -0.031236534289505489 0.061406356903066943 -0.076795384418763948 0.024342585371019302 -0.064498951227729334 -0.0036282904274859118 0.028912380587278307 0.06726853471797084 -0.075920401780011221 0.072156765098973369 -0.082105160977513109 -0.058456677847808551 -0.083847920412215116 0.045126484157791122 0.043140216890389819 0.0027064943898954114 0.0022167575477332244 -0.0063042850552954008 -0.0098841187405229007 0.067576081130813578 -0.0036855956068615877 -0.05191833404555584
leaf_weight=0.32692716088058549 0.56571430364419828 0.083979782342793352 0.61547755837545992 0.34713651728816319 0.38995387246768587 0.24400121904909611 0.18262530186621007 0.177193617913872 0.88044410791553573 0.46769510436160999 0.70002576440674502 2.1765032960101953 0.7260751715821232 1.2555372198476105 1.174285317538305 0.41602919809520145 0.22482553755162371 0.36492204706883058 0.65874704346060564 1.2815551555249829 0.272969238214955 1.8944459038903003 1.687450344674289 3.7296355585966694 72.213366768758078 5.6522016082308237 2.8422202924266449 1.6489869728684428 1.4367160852998493 1.8945895430515518
leaf_count=84 80 144 185 13 47 5 12 27 21 91 105 24 43 23 24 7 117 10 17 18 414 24 34 402 1874 73 35 23 19 39
internal_value=0.00108029 0.00084036 -0.0339261 0.0181106 0.00112506 0.000142793 -0.0286851 0.0337138 0.00129942 0.0409223 0.00108746 0.00136579 0.000866075 -0.0298196 0.00147766 0.00114534 -0.0285512 0.0157063 0.00155396 0.00126682 0.0110886 0.0143401 0.00474086 -0.0100247 0.000335877 -0.00886866 -0.00415244 0.00806873 0.0343964 -0.0266966
internal_weight=106.532 105.052 1.36903 1.48 1.13286 0.753554 0.509552 0.742908 103.683 0.551675 103.132 102.251 100.075 1.95556 98.119 96.9447 1.31582 0.589748 95.6289 95.2129 8.24325 7.97028 6.07583 4.38838 86.9696 14.7563 13.4747 8.7379 3.0857 4.73681
internal_count=4034 3867 286 167 154 101 96 107 3581 235 3346 3325 3301 128 3173 3149 170 127 2979 2972 891 477 453 419 2081 207 189 115 42 74
is_linear=0
shrinkage=0.0728446


Tree=708
num_leaves=31
num_cat=0
split_feature=10 18 15 15 6 0 18 0 18 19 18 8 7 10 6 13 0 18 6 6 2 6 3 18 9 2 19 4 4 6
split_gain=0.0782915 0.134265 0.104457 0.117182 0.206085 0.0823063 0.252005 0.400043 0.282439 0.72208 0.436488 0.291973 0.246173 0.245907 0.374058 0.291974 0.283723 0.239475 0.221893 0.236611 0.208886 0.525029 0.591138 0.445007 0.431598 0.744646 0.725638 0.481258 0.278392 0.578069
threshold=81.479100559500012 17.323446153950005 20.313914079200003 20.123524217100002 13.200308423050002 85.995710218650018 13.065205089100003 86.756543869550015 13.192618516750001 14.351157895250003 13.276755824150003 9.1428649988500013 23.203497038450006 63.353515844050008 16.375382608200002 117.38883580790001 85.925810307250018 13.254738337750002 16.565387047600002 16.525386113000007 188.47750099235003 13.565316951450002 82.081315180750025 17.788349580800006 205.88909726980003 253.13454704850002 14.251149826300002 290.29001804785008 274.66550124645005 11.745274426450001
decision_type=2 2 2 2 2 2 2 2 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 -3 13 7 -7 9 -8 12 18 17 14 15 -1 -16 -10 19 20 28 23 -23 -22 26 27 -24 -26 -12 -30
right_child=1 2 -4 -5 -6 6 8 -9 10 -11 11 -13 -14 -15 16 -17 -18 -19 -20 -21 21 22 24 -25 25 -27 -28 -29 29 -31
leaf_value=-0.0050965833069156561 -0.07919266227167869 -0.078075251718355082 -0.078195011212948015 0.076394531806412563 0.048446523487290387 0.044063866809196724 -0.057219515378806068 -0.0027408703483344935 0.024648312983138378 0.016194668001714624 4.0570289937837586e-05 -0.041155851826289142 -0.0028420652829591053 0.043413085496863561 0.00077742709412214196 -0.082626589082702234 -0.033627129897196739 0.073706228392913353 0.022489166773181631 -0.022280914457711777 -0.065110922762366213 0.072197542540848467 0.068223756613744579 0.05317272412314622 -6.4593129831839285e-06 0.023670479250028895 0.0085980436948002812 -0.079709882298504203 0.043753340137598289 -0.077650168400480321
leaf_weight=0.53606654503210538 0.19475996761707293 0.15017659505588199 0.093159734016808216 0.12149064289405942 0.15774003206752241 2.1565818265080443 1.630965017830021 2.2090276462658949 1.9529676661477422 1.5725378096103666 50.826348982212039 0.97407788236159731 1.1527648288756607 0.65725596763058902 17.534819274118494 0.63305537470841955 1.5597957768477488 0.85490859206765879 2.8761505610309532 2.6045464396011075 0.90578185605613615 0.97424941437202406 1.4850911350658842 0.24054605874698609 0.77294195097056162 1.7346741693690999 6.82485142769292 1.0927026973586178 0.34182261957903282 0.74562271680770209
leaf_count=46 371 539 34 4 12 16 21 39 38 20 1076 34 6 143 778 38 25 29 34 26 273 23 43 26 13 74 112 80 25 36
internal_value=0.00104146 -0.0244102 -0.00399284 0.0121053 -0.0132605 0.00121558 0.00229693 0.0203804 0.0013047 -0.0211819 0.00224807 0.000881079 0.0272363 -0.00312247 -0.00463186 -0.0470775 -0.002033 0.0395849 0.00145437 0.000571799 0.00147439 0.00984316 0.0143035 -0.0402902 0.00956782 -0.0127888 0.0192539 -0.0466885 -0.000787456 -0.0394887
internal_weight=105.567 0.717327 0.522567 0.429407 0.307917 104.85 83.9292 4.36561 79.5636 3.2035 76.36 72.3994 3.96064 20.921 20.2637 1.16912 19.0946 2.80788 71.4253 68.5492 65.9446 14.0308 12.8845 1.14633 11.9103 3.60032 8.30994 1.86564 51.9138 1.08745
internal_count=4034 960 589 555 551 3074 2044 55 1989 41 1948 1875 73 1030 887 84 803 67 1841 1807 1781 644 345 299 322 167 155 93 1137 61
is_linear=0
shrinkage=0.0773033


Tree=709
num_leaves=31
num_cat=0
split_feature=15 13 5 19 2 16 19 13 17 2 10 19 9 5 15 17 2 16 6 18 17 0 17 13 13 13 9 7 13 16
split_gain=0.0765011 0.22849 0.139785 0.120818 0.138369 0.114535 0.106042 0.18707 0.43165 0.263038 0.196328 0.14184 0.266602 0.367801 0.636881 0.281581 0.56353 0.193917 0.115894 0.344108 0.4943 0.423192 0.252145 0.161375 0.326888 0.262496 0.40105 0.218669 0.386075 1.15444
threshold=46.683480308100009 117.56896250265002 25.322158499750007 14.651182102100002 173.34516805710004 22.654947022900004 14.551174033150001 116.35915634395 199.03437346465003 108.63443756215001 62.030794443850006 14.451165964200003 199.38481636575003 20.120233242600005 42.841315546000011 188.19076296340003 130.44142995155002 22.624947093000003 16.575387281250006 13.065205089100003 183.49170501290004 87.48511602295001 182.50770257345002 117.72489307420001 117.67112391160002 117.60660091645001 195.70012057590003 22.720542346200002 113.97180552410002 20.184952798800001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 6 5 -5 11 -8 9 10 -9 18 15 -14 17 -13 -17 -15 23 20 22 -21 -20 24 25 27 -27 28 29 -1
right_child=1 2 -4 4 -6 -7 7 8 -10 -11 -12 12 13 14 -16 16 -18 -19 19 21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.025488903737502105 -0.066939592835839445 -0.033476249550344665 0.012007333342789707 -0.020096898691501976 0.041721574771026629 0.024921452203896934 -0.046136745558387753 -0.019032358442106018 0.046841015442812509 -0.042506297489710784 0.0323863882941193 -0.015761403400424596 0.046710831611380274 -0.096583156121694505 0.051599249034524008 0.073243871826155521 0.011808177627053849 -0.029658410566551698 -0.0026369259825015567 -0.10065984035609175 0.089906803500744856 -0.00049867095046152187 -0.096284384843489043 -0.034147029744091915 0.033216819371076019 -0.04836821904491391 0.0032889748946544109 0.00037084134779928965 0.028963584733637637 -0.12129941339047029
leaf_weight=1.4929439812055982 0.51126801892132734 0.76568697981565526 1.7515612431670886 0.86366736702620917 1.2429172645788638 0.92060552095063031 0.96789877489209075 1.3907663484569641 1.0640067439526317 1.7689385937410405 1.0112507911399005 1.3640626147389392 0.61119223991408977 0.7071105404756961 0.51488311807770504 1.6367309577763078 4.1936799827963114 0.66003597533563152 2.2663432511708379 0.67338404822612552 0.44098613315145474 0.65725589724024758 0.25189973540545896 0.99942611285950889 2.5206616576760998 2.1098151677288106 2.7036260641179979 62.724326714575568 5.397450369931903 0.58918415755033482
leaf_count=352 63 34 39 12 27 28 26 29 17 31 25 30 15 38 29 25 41 30 366 46 7 19 11 14 19 25 22 2453 155 6
internal_value=0.00108774 -0.0128198 -0.00182769 0.0015017 0.0189754 0.00313057 0.000965872 -0.0102737 -0.00364294 -0.0165214 0.00261497 0.00171945 0.0118859 -0.0131371 -0.0325728 0.0205575 0.0290546 -0.064273 0.000530358 -0.0136818 0.0031824 -0.0511863 -0.0120045 0.00130665 0.00176363 0.000706773 -0.0193533 0.00208216 0.0164335 -0.0160481
internal_weight=104.774 3.02852 2.51725 101.745 3.02719 1.78427 98.7179 6.20286 5.23496 4.17096 2.40202 92.515 9.6877 2.49322 1.88203 7.19447 5.83041 1.36715 82.8273 4.28987 2.95923 1.33064 2.51824 78.5374 77.538 75.0173 4.81344 70.2039 7.47958 2.08213
internal_count=4034 136 73 3898 67 40 3831 128 102 85 54 3703 208 112 97 96 66 68 3495 449 384 65 377 3046 3032 3013 47 2966 513 358
is_linear=0
shrinkage=0.0887971


Tree=710
num_leaves=31
num_cat=0
split_feature=6 3 10 3 3 6 13 12 10 9 9 15 16 7 9 9 9 2 3 3 2 14 5 10 2 15 16 9 17 7
split_gain=0.367661 0.927765 1.26029 0.671908 0.648049 0.621226 0.656154 0.621311 0.615671 0.545533 0.675032 0.508046 0.880281 1.26636 1.33138 0.964294 0.838038 0.832087 0.778461 0.42657 0.44279 0.747592 0.661478 0.504787 0.381966 0.445754 0.44127 0.534302 0.477811 0.678776
threshold=14.845346859150002 83.538459487450012 70.123053416500014 93.281431752200021 84.812788641250009 16.375382608200002 117.38883580790001 121.36065266065002 71.397382570300024 202.86075815500001 206.75106037490002 35.517387705950007 18.964955651700002 24.346818680050003 200.76482212275002 211.36251378275003 190.73543849905005 104.38256328765002 85.538672336450006 93.337889372900023 125.56293566760002 227.56668127245004 22.468249633400003 62.079186690200011 189.95856246190002 45.169600924000008 22.544947280100004 196.14870163055002 197.20536406400001 23.032902590750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 11 8 6 7 -5 -4 -3 -11 12 18 14 16 -16 -14 -13 -2 -7 23 -22 -23 -21 26 -26 28 -28 29 -19
right_child=3 2 4 5 -6 19 -8 -9 -10 10 -12 17 13 -15 15 -17 -18 24 -20 20 21 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.00020201177817811303 -0.00023945594605296431 0.00038859722263555335 5.2308989666527143e-05 -0.0021175415253579044 -0.0021118130800114867 -0.0010660835236070882 -0.0021246781778352206 0.0010986741063308443 -0.0017666439202663094 -0.002461638986327553 -3.9720469230330514e-05 0.0017404282263358555 0.00059762609592361549 -0.0016505300541768595 0.0013991186639052495 -0.00048259294206010473 -0.00078555967578442746 0.00010817813528275098 0.001419583027592843 0.00027918377073974353 -0.0014666907343220271 -0.0015347954617691238 0.00014106865418889904 0.0014909319841839342 0.00087812388118553813 -0.00010954356290761361 0.00046467185618380598 -0.00050297355863379285 -6.4793299829241456e-06 0.0014575316533528861
leaf_weight=33.207348528186685 1.6326146470382834 5.6221334482470393 1.8743239453178833 0.33814961295865875 1.8614516099005411 1.1532219033688296 1.0130848341432281 0.72829562904007616 1.1570859561870745 0.6404548138380054 1.4311316328821702 2.0716410353779784 2.3780161160975677 1.7689186404459167 3.8198038004338732 1.4424169883131979 5.7710745735093951 2.4189135879278236 3.2560294778086245 14.100361789001907 1.3351283802840068 0.95557081140578048 17.287820196608664 1.4584406407666382 10.719638237496836 2.1012152489274731 4.1947528943419439 4.599413588643074 3.4903827630914748 3.5175913646817207
leaf_count=1641 33 174 56 25 274 12 48 37 110 25 32 67 27 43 57 24 66 22 46 347 122 17 394 70 122 33 28 29 25 28
internal_value=0.000173631 3.01886e-05 -0.000423135 0.000245379 -0.00120117 4.76198e-05 -0.000994631 7.8873e-05 -0.000641983 7.166e-05 -0.000788484 0.000388059 0.000141887 -9.1155e-05 0.000114523 0.000883326 -0.000381927 0.000537254 0.000865529 0.000107343 0.000145855 -5.03642e-05 5.32885e-05 0.00039277 0.000456958 0.000716255 0.00027451 -4.14138e-05 0.000569229 0.000907718
internal_weight=137.346 45.7939 12.5866 91.5525 4.89286 38.3701 2.07953 1.06645 3.03141 7.69372 2.07159 53.1824 20.0689 15.1802 13.4113 5.26222 8.14909 33.1135 4.88864 36.2905 35.1373 19.5785 18.2434 15.5588 31.0419 12.8209 18.2211 8.79417 9.42689 5.9365
internal_count=4034 2312 671 1722 440 1072 110 62 166 231 57 650 296 217 174 81 93 354 79 962 950 533 411 417 287 155 132 57 75 50
is_linear=0
shrinkage=0.00196078


Tree=711
num_leaves=31
num_cat=0
split_feature=0 10 6 17 13 0 18 0 18 18 7 17 17 16 4 2 17 4 12 7 9 16 5 17 7 16 4 8 13 15
split_gain=0.0744061 0.212709 0.338326 0.28251 0.257707 0.221152 0.206705 0.313 0.231708 0.359627 0.294067 0.364006 0.434593 0.62651 0.307232 0.404583 0.310784 0.439711 0.589338 0.299247 0.685706 0.313378 0.312152 0.274268 0.231224 0.217547 0.20301 0.187912 0.211753 0.176844
threshold=85.995710218650018 63.353515844050008 16.375382608200002 171.92791459955001 117.38883580790001 85.925810307250018 13.077716774800001 86.756543869550015 13.192618516750001 13.276755824150003 23.203497038450006 199.59317753375004 196.70243143610003 22.614947116400003 143.78867033265001 80.683647763550013 193.58923865885004 228.57615118090004 152.73554204000004 23.445318439400001 194.04304600165003 22.564947233300003 19.749058312400006 190.94474013770002 23.203497038450006 22.624947093000003 209.09593824165003 8.2435668022500028 102.32002798675002 45.169600924000008
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 7 -2 -8 24 11 12 13 14 -11 -16 17 18 27 20 26 22 -22 -19 25 -10 -12 28 -17 -21
right_child=6 3 5 -5 -6 -7 8 -9 9 10 19 -13 -14 -15 15 16 -18 23 -20 29 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0073291948798778657 0.038567658178097021 -0.077875746954292932 0.00033893025845945559 0.062923019920259116 -0.082098042124382667 -0.030143132283070067 -0.020126250995334716 -0.002648761360842205 0.023005128566564084 0.062298330097647195 -0.0027448190958995599 -0.067904962958401427 0.033911052151800389 -0.094925454596248501 -0.071879219393491386 0.0082015638995196066 0.027881759783081713 -0.0072203240569944042 0.081657977153214975 0.001445988776895178 0.0074518500145964528 0.015852547332422438 0.077123389538568704 -0.073616872337564573 -0.0042424904778992217 0.07097064494538978 -0.074130660240895319 0.005629686848230492 -0.10510429139826435 -0.022901145542626962
leaf_weight=0.53008719533773418 2.2389160171151152 0.10113328736406302 17.391091665312619 0.53914761163150615 0.57351816102982411 1.5490088551305223 2.9598856095690271 2.1664050347353623 1.9007025604951193 0.33910339325666328 0.43809765100013365 0.67333369311654667 1.2017511268022643 0.55945236608386029 0.62497480731690291 0.15953883670681557 1.2098448457836637 0.61647190428993759 0.48374740034341801 57.010829230220111 0.55545357428491104 3.4352818392217159 1.2470101502258328 0.93661696797062177 1.1400576699525116 0.80410712677985419 0.52137404286168021 0.60481307143345475 0.25789264038030524 1.8402913903701108
leaf_count=46 19 119 778 24 38 25 38 39 38 6 16 30 21 10 13 32 26 133 5 2307 9 24 68 24 6 29 29 12 17 53
internal_value=0.000975589 -0.00317726 -0.00457837 0.0406837 -0.0461848 -0.00215403 0.00199908 0.0182987 0.00109611 0.00191658 0.0006983 -0.0136202 -0.00839416 -0.0171712 -0.00885856 -0.0137891 -0.00528464 -0.0184017 0.011361 0.00238608 0.0185436 0.0295491 0.0556532 -0.0472619 0.0249572 0.0372647 -0.0415357 -0.021905 -0.0617997 0.000684647
internal_weight=104.61 20.684 20.0437 0.640281 1.10361 18.9401 83.926 4.40532 79.5206 76.5607 72.7159 7.66754 6.99421 5.79246 5.233 4.8939 4.26893 3.05908 1.50599 65.0483 6.19722 5.23775 1.80246 1.55309 3.84487 2.70481 0.959472 1.02224 0.417431 58.8511
internal_count=4034 1030 887 143 84 803 3004 58 2946 2908 2835 329 299 278 268 262 249 223 66 2506 146 101 77 157 73 67 45 61 49 2360
is_linear=0
shrinkage=0.0773033


Tree=712
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 16 5 5 17 2 19 10 16 16 17 15 9 4 2 13 4 5 5 18 0 13 10 10 9 10
split_gain=0.0742964 0.424192 0.586651 0.490755 0.517793 0.311896 0.290223 0.539118 0.379745 0.285067 0.387954 0.25609 0.236462 0.386116 0.203246 0.191034 0.189907 0.160039 0.160813 0.276426 0.274454 0.243109 0.199834 0.529229 0.415203 0.235104 0.286277 0.353875 0.20134 0.422221
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 18.734956189500004 13.716117217950002 17.438757606550002 174.23065882520004 192.44078413960003 13.251069136700002 70.504814471000017 17.874958200600002 16.209962094050002 162.13109061465002 26.135540888150004 187.94830913940004 142.34057910165004 186.79363985910004 102.94912718925001 267.94697827110002 14.711207928400002 16.078966488550005 14.773181214800003 97.878695155250014 101.53768667075001 78.895492296100016 80.468240302450013 198.74336288960004 74.916574263050009
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 15 -8 -9 -4 -11 -10 13 14 -1 16 -6 -16 20 21 22 -20 24 28 -19 26 -26 -28 29 -24
right_child=5 2 9 -5 6 -7 7 8 11 10 -12 -13 -14 -15 17 -17 -18 18 19 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=-0.077197403406064902 0.038287318810469845 0.041700948421849508 -0.081260075432584414 0.04094575011247549 0.0060297277010908923 0.0013444404801359953 -0.078971823001774258 -0.10179065938324308 0.062925013446161832 -0.075795553518694228 0.053290398284229955 -0.016394955619922026 0.068763540913495957 -0.062755911718552507 0.074358560766289841 0.070220299153122598 -0.059934820629672793 0.068210759970424098 0.025542880332619679 0.062489508380439526 -0.05899255986409329 -0.075604646315639526 0.0043381210068005639 -0.04897947736528848 0.054745446404171019 -0.026419397070505123 -0.077648416123087649 0.010338177740425482 0.011986423664565777 -0.099028691933944257
leaf_weight=0.169808100390484 1.2821795819327224 0.4169359965089815 0.98840727741480783 1.5148742354176636 0.91306438355422803 78.848333104852827 1.1846752773853952 0.20089633082352509 0.33711910780903032 0.26448693604288565 0.25005305575905368 0.67391223576851189 0.2947388272441448 0.49870338089294897 0.17913014907389779 0.18158755387594272 0.32731789032550296 0.65248264589171956 0.4035416227012536 0.65675213198392157 0.4028383478012082 0.19437292778684423 0.79955916342078104 1.2845228537917135 0.75258535793000181 1.0361017333343623 0.26707144130341465 4.5796409370223046 4.0496762670518365 0.30001837389499997
leaf_count=189 29 27 123 39 85 1489 128 82 74 96 26 12 10 237 2 22 62 21 409 23 188 94 106 30 28 27 38 308 22 8
internal_value=0.000853332 -0.00279423 -0.0362798 0.000147361 -0.00289119 0.00193557 -0.0275501 -0.0433284 -0.0084864 -0.0579126 -0.0130631 0.0100536 0.00280814 0.00161015 0.00365105 -0.000957177 -0.0113773 0.00453346 0.00372017 0.0292127 0.00145568 -0.00733864 0.00323031 -0.00631293 0.0116551 0.00609382 0.0121101 0.0054898 0.00433059 -0.0238654
internal_weight=103.905 23.7749 1.91988 21.855 20.3401 80.1305 3.81857 2.3966 1.21193 1.50295 0.51454 1.01103 16.5215 16.2268 15.7281 1.42197 1.24038 15.5583 15.3792 1.25467 14.1245 0.597915 13.7217 6.43378 7.28788 6.6354 5.5993 4.84671 5.14925 1.09958
internal_count=4034 2516 272 2244 2205 1518 465 296 168 245 122 86 1740 1730 1493 169 147 1304 1302 526 776 503 588 166 422 401 374 346 136 114
is_linear=0
shrinkage=0.0743015


Tree=713
num_leaves=31
num_cat=0
split_feature=3 17 17 7 16 19 3 18 7 2 17 9 7 17 18 18 9 17 17 16 2 10 16 16 0 6 17 18 6 18
split_gain=0.0720741 0.192181 0.0995703 0.342988 0.194045 0.0914097 0.140796 0.165535 0.10104 0.443198 0.198353 0.308102 0.216468 0.535952 0.459566 0.215131 0.997345 0.201259 0.555918 0.176984 0.166265 0.174168 0.165063 0.67955 0.155045 0.22832 0.227627 0.125554 0.146822 0.658803
threshold=76.172084209950015 241.79519611995002 221.27458857605004 26.637125930550003 17.809958352600002 14.651182102100002 93.14163192940002 13.455547561900003 25.335171910400003 80.683647763550013 207.25292259465002 204.02774515060003 25.138824731100005 195.92600399440002 15.343833331950004 14.797467221750003 202.13708171315002 191.24148878695004 203.48482458890001 19.124955277500003 74.580378076100018 76.279622535200005 15.524963695900002 18.634956423400002 98.674478761850011 12.625294988000002 193.31651039250002 14.738651916450001 14.745344522600002 14.349498564250002
decision_type=2 2 2 2 2 2 2 2 2 2 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 8 -7 -8 10 -10 12 -12 14 -14 15 27 17 20 -19 22 -17 -22 24 -24 -11 -26 -27 28 -2 -30
right_child=2 -3 3 4 -6 6 7 -9 9 19 11 -13 13 -15 -16 16 -18 18 -20 -21 21 -23 23 -25 25 26 -28 -29 29 -31
leaf_value=-0.080900732688472698 -0.0078839829344465769 0.021495475642540961 -0.084282567894923097 -0.051387170445323108 0.043452848854375219 0.029526086397162005 0.018681773883653618 -0.032677818849567906 0.06385140005259822 0.03503855970523808 -0.074883847631677311 -0.0047582318489584633 -0.078422266019442827 0.0043619227794090901 0.05607094630665195 -0.0090051141704098302 -0.090300362942899032 -0.06955390902610073 0.029657235855778015 0.025217598528611794 0.0834171585581715 0.016587441071927365 -0.075475146848397873 0.0016726536359447774 0.011405768181984934 0.003352501318493527 -0.084039721545846824 0.029216835229383047 0.00036032711416631873 0.035536845759349477
leaf_weight=0.24061785421542836 10.484201081981153 0.23372347829536011 0.38187718903645762 0.20795498258667067 0.42419395706383511 1.815634063445031 0.96851678180973955 0.69880278536584228 0.83688626081857265 1.2080660918581978 0.57843889553441741 1.3536590016447005 0.77501313287939355 1.4565659921645417 0.96855806189978366 0.67199163784971405 0.94098576332908113 0.70460965409256437 0.75871255685342476 2.0473067468847139 0.40743279283833522 0.66225851207309461 0.86916304741862394 4.9139669018331915 3.3346730437297083 0.41709250339772541 0.35847816793830134 1.0292437529215011 59.636301005168662 3.6549297596793613
leaf_count=856 508 69 33 43 24 23 33 18 22 28 49 39 86 30 41 9 46 63 7 33 11 39 168 44 72 31 27 30 1489 63
internal_value=0.00083133 -0.0304468 0.000975984 -0.0241013 0.0122538 0.00122639 0.0140303 -0.00284393 0.000771653 0.0071015 -0.0002812 -0.0257527 0.000317862 -0.0243885 0.00100774 0.000332227 -0.0175007 0.00387321 -0.0181143 0.00348951 0.0223466 0.0420421 -0.000517549 -0.00992211 0.00970897 0.0022642 -0.0370412 0.0013206 0.000931421 0.00239169
internal_weight=103.04 0.474341 102.566 1.01403 0.632149 101.551 3.48295 1.66732 98.0685 13.9856 84.0829 1.9321 82.1508 2.23158 79.9192 78.9507 4.14599 3.20501 1.46332 13.1487 1.74168 1.06969 11.1014 5.78313 5.31831 4.11024 0.775571 74.8047 73.7754 63.2912
internal_count=4034 925 3109 100 67 3009 74 51 2935 425 2510 88 2422 116 2306 2265 175 129 70 403 59 50 370 212 158 130 58 2090 2060 1552
is_linear=0
shrinkage=0.0804263


Tree=714
num_leaves=31
num_cat=0
split_feature=16 16 2 0 10 17 10 7 10 3 6 18 16 10 0 3 16 15 18 3 6 8 0 16 16 15 16 16 18 12
split_gain=0.29856 1.25461 0.75604 0.574704 0.971015 0.514704 0.450146 0.410327 0.557702 0.400486 0.641602 0.549665 0.43472 0.369534 1.17232 1.14613 0.68657 0.639268 1.04759 0.465678 1.46667 0.770015 0.748054 0.518083 0.593082 0.730109 0.409939 0.618725 0.631943 0.655477
threshold=20.404952284350003 19.974953289850003 322.38159739250005 90.297243227400017 67.074341896550024 162.13109061465002 65.536543845950021 19.078733418100004 64.730006406800015 92.324340657750014 16.355382140900002 13.4793103924 22.614947116400003 69.999384342500022 93.399723909900004 86.589859465500012 19.284954903400003 35.098844929350008 13.975517741000003 83.538459487450012 14.745344522600002 7.943800736700001 94.940210418650011 19.199955102150003 18.684956306450005 29.329759478700002 18.704956259700005 15.629963450350003 17.551307094650003 167.80616279730003
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -7 -9 11 12 -2 -11 14 15 -10 19 18 -17 26 21 22 -21 24 25 -22 27 -15 29 -29
right_child=3 -3 -4 4 -6 7 -8 8 13 10 -12 -13 -14 16 -16 17 -18 -19 -20 20 23 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0020300516494977513 0.0012633106403814286 -0.0016578750198238065 -0.0020031774146283604 0.0013860946326628334 -0.00042306173747734229 0.0012808891741782037 -0.00059240380208579375 -0.0020156394267836514 -0.0024353550598874753 3.9676682542572216e-05 0.00021989139990020681 0.00033459880106930369 -0.0016776262915020083 0.00026590715027554056 0.0016237487584193041 0.00053916476661750132 -0.0017847101108955233 0.0016412350970336888 -0.0023283036200193443 -0.0020180201785385404 0.0010306550085881182 -0.0020963456735367419 0.0016729529215804158 -0.00074750180581242896 0.0017021252941585277 -0.0012076402692564338 0.00063127101587837347 -0.00028894588340104338 0.0013961891577449306 -0.002032659946699102
leaf_weight=0.41010093325030439 3.1932761073112479 1.55882099631708 0.63097724096905849 4.0141836749389759 1.5933338329195974 1.2582280431724928 2.5268527269363394 0.4543542354786031 0.65048905462026496 1.1013411984094994 55.220531004772056 10.528833205811678 1.1675065981544319 18.155121599528236 2.6101971429234254 2.1075036177062438 0.73515921249054272 1.100860175443813 0.63816362343277422 0.36438054681275334 1.3387550714542165 1.9781632238227755 0.50189155332554947 1.2530219013569874 1.4286965169012544 0.96355097558989644 7.644273168174549 2.6438092548924028 0.55853239144198585 1.2073298825926029
leaf_count=319 35 49 279 63 24 83 39 239 8 32 745 142 41 967 56 86 22 14 16 110 30 223 22 14 15 42 33 118 31 137
internal_value=0.000192034 7.36781e-05 0.000129178 0.000266903 0.000872036 0.000157208 0.000220885 0.000176055 0.000146053 0.000249744 0.000177904 0.00055072 -0.000844015 0.00016746 0.000578476 -2.82295e-05 9.2119e-05 0.000378841 -0.000127309 0.000128393 -0.000297791 -0.00142123 0.000120417 0.000343368 0.000709727 9.38935e-05 0.000238835 0.00010589 -0.000552919 -0.000835599
internal_weight=129.538 50.1924 48.6336 79.3459 5.60752 48.0026 73.7383 47.5925 46.3343 71.2115 57.4894 13.7221 2.26885 45.8799 7.10721 4.49702 38.7727 3.84653 2.74567 38.0375 7.82846 2.84444 0.866272 4.98402 3.731 2.30231 30.2091 22.5648 4.40967 3.85114
internal_count=4034 2913 2864 1121 87 2585 1034 2266 2183 995 818 177 73 1944 180 124 1764 116 102 1742 456 355 132 101 87 72 1286 1253 286 255
is_linear=0
shrinkage=0.00196078


Tree=715
num_leaves=31
num_cat=0
split_feature=13 18 16 19 0 6 16 6 3 17 2 5 5 7 18 15 18 10 2 9 18 10 15 17 17 8 15 3 10 3
split_gain=0.0810057 0.148527 0.112781 0.27483 0.107197 0.38348 0.413842 0.363155 0.33299 0.266017 0.321465 0.222711 0.605419 0.191361 0.182272 0.117105 0.935712 0.313579 0.167088 0.312089 0.38059 0.17614 0.123943 0.363523 0.485114 0.498921 0.267617 0.1347 0.240568 0.752608
threshold=95.862351557400004 17.138111898250003 17.684958644900004 12.150980378200002 97.878695155250014 12.26528657645 14.934965075550002 13.65531905435 77.69375151185001 200.93854407600003 82.82761181390002 15.904541771600002 14.711207928400002 22.575645983950004 13.314799198000001 23.735720730600004 14.738651916450001 75.408562100950022 49.864842700850012 200.17144541975003 13.154691941050002 57.041016153700006 26.809453849000004 168.59667799010003 174.98430420910003 8.2435668022500028 27.063546193350003 82.69159517635002 70.206395618550019 84.452535251750007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 3 -3 11 9 -7 8 -8 -6 -11 12 13 14 -2 16 18 22 -13 20 21 -20 23 -17 -25 -26 -24 -28 -29 -30
right_child=1 2 -4 -5 5 6 7 -9 -10 10 -12 15 -14 -15 -16 17 -18 -19 19 -21 -22 -23 26 24 25 -27 27 28 29 -31
leaf_value=-0.042930186411029088 -0.052804301513442849 0.059598377390748421 0.081189036029047729 -0.05228917750994775 0.0084122990175861754 -0.085320030701869456 0.03326361550778846 0.020680197586042032 -0.083336925836080766 0.006767236403757741 -0.084488567262135841 0.036148107795090118 0.078576002875929057 -0.082874274036796092 0.039502761466056184 -0.096888105198201166 -0.091213373388187122 0.038682221650748305 -0.056056079809374514 0.010436267575867377 -0.096679849669815229 0.036869092035496966 0.042675066473943778 0.066249153825683874 -0.089783683055528293 -0.0020030510149552771 0.028777460892823375 0.0022612747970720114 5.9948013289018956e-05 -0.064085112414054762
leaf_weight=0.27217560689348275 0.22083302971441188 0.36432215571403403 0.24081773590296507 0.23270497791236266 6.1325936460270878 0.73232178065518416 0.21509746485389747 0.94146792159881443 0.60130535659845918 0.5292590260505674 0.47271156878196052 0.82940588146448035 0.84237132896669209 0.21966851453817071 0.37055765897821402 0.31016982119945113 0.79172837962641995 1.462566791102289 0.210138695533715 2.7267297904763836 0.45289262027472432 0.35457773055532016 1.0208161573973473 0.50886076689812432 0.52366650399926618 2.0919235068140551 1.1317524341866363 70.660021119750127 5.7547011528513385 1.4893526744199332
leaf_count=972 14 20 17 50 201 76 8 33 62 2 83 4 15 92 34 100 35 16 151 13 85 103 22 40 73 46 15 1350 78 224
internal_value=0.000888063 0.00100449 0.0347282 0.0159876 0.00072638 -0.00734937 -0.0345226 -0.0133606 -0.0526162 0.00213497 -0.0362856 0.00157149 0.0308222 -0.0187751 0.0050341 0.00103601 -0.0104874 0.0017638 0.00348645 -0.00374841 -0.0417569 0.00229037 0.00111708 -0.0138435 -0.00559949 -0.0195776 0.00175893 0.00123046 0.000830269 -0.0131281
internal_weight=102.708 102.435 0.837845 0.597027 101.597 9.62476 2.49019 1.75787 0.816403 7.13456 1.00197 91.9727 1.65343 0.811059 0.591391 90.3193 5.36547 84.9538 4.57374 3.74434 1.01761 0.564716 83.4913 3.43462 3.12445 2.61559 80.0566 79.0358 77.9041 7.24405
internal_count=4034 3062 87 70 2975 465 179 103 70 286 85 2510 155 140 48 2355 391 1964 356 352 339 254 1948 259 159 119 1689 1667 1652 302
is_linear=0
shrinkage=0.0804263


Tree=716
num_leaves=31
num_cat=0
split_feature=16 16 16 18 16 15 17 0 6 16 6 3 17 2 5 5 7 15 16 7 15 18 13 15 7 17 18 5 2 9
split_gain=0.0760728 0.151055 0.121709 0.0739553 0.143895 0.277798 0.0759243 0.0734262 0.338152 0.377619 0.317546 0.303967 0.240009 0.298791 0.19249 0.54733 0.176362 0.100296 0.361906 0.0948083 0.0945824 0.97258 0.382957 0.140516 0.478423 0.508832 0.265465 0.203678 0.12277 0.203257
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 17.138111898250003 17.684958644900004 20.729785921300003 212.37354083175003 97.878695155250014 12.26528657645 14.934965075550002 13.65531905435 77.69375151185001 200.93854407600003 82.82761181390002 15.904541771600002 14.711207928400002 22.575645983950004 21.178773360300003 14.224966735800002 21.623105384250003 24.006097767650004 14.738651916450001 104.19119484555002 26.583493790300004 24.054467534550003 169.81593227610003 13.946975448150001 16.424511567200003 49.864842700850012 200.17144541975003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 14 12 -10 11 -11 17 -14 15 16 19 18 -9 -2 21 28 -22 24 25 -24 -27 -25 -16 -30
right_child=3 -3 -4 4 -6 -7 -8 8 9 10 -12 -13 13 -15 20 -17 -18 -19 -20 -21 22 -23 23 27 -26 26 -28 -29 29 -31
leaf_value=-0.088613677092882842 -0.025693344760690628 -0.088312735692685468 0.064045611819572329 0.086828441192320666 0.087737777175295448 -0.087972166821856171 0.009037711775889851 0.0062079519867028208 -0.092000002726469063 0.03284795913669343 0.020282880621444399 -0.089909521268971032 0.0066304962581803066 -0.091034179892838976 0.036439953597784049 0.083897202065065193 -0.089415045805569054 -0.0023254458860003644 0.082334205415373257 0.04562978552393291 0.048157368029912148 -0.09723994312609506 -0.10333676464438138 0.04249733760706987 -0.081801111482673522 0.073125385712658295 -0.0024768796258360132 0.0011702131053830808 -0.033963691041745715 0.011348436143962741
leaf_weight=0.056155510442748802 0.32793058299284783 0.2083267874786543 0.13409061208949424 0.1791699606937972 0.21816778687934857 0.17099844057247537 0.20261971783838817 2.5805044111666562 0.64333874653675627 0.21235027327202238 0.93546906346455216 0.54578966257395223 0.52639021724462498 0.43243671596246713 0.80295159667730232 0.77219223009888083 0.20254453533743799 2.8627791869403154 0.57958937074727135 0.24812000124074984 1.3261648844927538 0.82344616408227 0.28524518923950326 0.91417577862739463 0.67748073546681542 0.53121298826590635 1.0433236882381605 79.604397838503246 1.0327643273403739 2.7427976961480454
leaf_count=455 20 435 40 31 18 65 36 85 69 8 33 62 2 116 4 15 102 83 35 28 14 37 104 8 42 73 8 1692 302 12
internal_value=0.000860708 -0.0370977 0.0189847 0.00100988 0.0278702 0.00424243 0.0455441 0.000804138 -0.00655711 -0.035221 -0.0136527 -0.0555259 0.00303739 -0.0374169 0.00155519 0.0319646 -0.019541 0.00947761 0.0201702 0.00502739 0.00102994 -0.0101375 0.00174486 0.00100378 -0.0191679 0.00364809 0.0230296 0.00163942 0.00552788 -0.00104621
internal_weight=101.823 0.398573 0.190246 101.424 0.770956 0.552788 0.38179 100.653 9.31865 2.33695 1.69361 0.75814 6.9817 0.958827 91.3347 1.55079 0.778595 6.02287 3.16009 0.576051 89.784 5.40196 84.382 83.0558 2.53726 1.85978 1.57454 80.5186 4.57851 3.77556
internal_count=4034 930 495 3104 150 132 67 2954 493 172 103 70 321 118 2461 165 150 203 120 48 2296 355 1941 1927 227 185 81 1700 318 314
is_linear=0
shrinkage=0.087056


Tree=717
num_leaves=31
num_cat=0
split_feature=15 6 5 4 13 16 15 10 7 6 10 0 3 17 13 0 16 0 3 10 0 3 9 19 16 5 13 3 9 2
split_gain=0.0685112 0.297246 0.446248 0.296539 0.315908 0.398806 0.187893 0.335831 0.525155 0.192212 0.41729 0.728793 0.339401 0.319068 0.24744 0.692398 0.555327 0.829993 0.399597 0.348593 0.941385 0.857469 0.532063 0.458494 0.404223 0.367452 0.310307 0.346454 0.500745 0.513946
threshold=45.169600924000008 16.435384010100005 24.367802910700004 313.22340827140005 117.59584708395001 22.724946859200003 43.030193406950012 61.93938686740001 23.576742473100005 16.455384477450004 64.665483411650015 87.278104746850019 92.703413254150021 181.44667750215004 112.64908412395 90.407470010750018 19.974953289850003 96.531777631850005 88.931506497100017 69.999384342500022 93.399723909900004 86.589859465500012 201.61239113610003 13.751109481500002 19.284954903400003 19.865285687250005 113.97180552410002 93.499196860750018 195.70012057590003 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=6 2 -2 4 -3 -6 9 -8 -9 14 11 12 -11 -12 16 26 19 -18 -17 20 21 -1 23 -23 25 -21 -16 28 29 -28
right_child=1 3 -4 -5 5 -7 7 8 -10 10 13 -13 -14 -15 15 18 17 -19 -20 24 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10035314150943316 -0.085169343759835231 0.0082279568545126913 -0.0060516371402012312 0.03286794810766723 -0.094687409334791084 0.0041897158344053392 0.039706723155281981 -0.021546583474976108 0.037076456481040077 -0.049207980868850178 0.013082773076616958 0.050467947659395697 -0.0050163633714124314 -0.089612816780175145 -0.027220642483230063 0.01306712498912305 -0.088806658659578028 0.0096505615560362728 0.084177380397494075 -7.695485212136782e-05 0.066128876858937896 -0.00063018334884328182 -0.095399007080779474 0.074629663258400813 -0.074362542893775752 -0.086681364447412965 0.050666667519818409 -0.014893046331484763 0.0019508569792227172 0.0030517849632678779
leaf_weight=0.54245073622587314 0.7194606306511554 2.1347875223218584 1.4400081460344152 1.6164551138062959 0.55654757300362667 0.5417140144854784 2.3300441093742839 2.6627178012568038 1.6754328613278628 1.2385653229430413 0.29147807584376906 1.5633851848542679 20.998828164061706 0.67530359137572304 1.8644265259208683 0.93796533672138993 1.1739016175270074 1.131684008752927 1.2281364882364867 29.418241763388387 1.9292790243484885 1.6058009766302355 0.27545876055955876 0.82444584969789492 0.51485317404149 0.33343574131003961 3.7023779479786816 3.7444240479289865 10.820250158198176 2.5946948518976569
leaf_count=9 38 53 49 42 26 14 25 34 33 36 40 22 700 25 31 22 53 7 27 1991 58 188 4 11 19 127 118 74 133 25
internal_value=0.000729972 -0.00709438 -0.0324109 0.004179 -0.0101649 -0.0459166 0.0013129 0.0145864 0.00109416 0.000300306 -0.00581756 -0.00367149 -0.00747772 -0.0586508 0.00271921 0.00906849 -0.00146754 -0.0404795 0.0533852 0.00107013 0.0207404 -0.00621859 0.0126539 0.0249012 -0.00229469 -0.00104756 0.00484453 0.00771021 0.0126547 0.0310471
internal_weight=101.087 7.00897 2.15947 4.8495 3.23305 1.09826 94.0776 6.66819 4.33815 87.4094 24.7676 23.8008 22.2374 0.966782 62.6418 24.8923 37.7496 2.30559 2.1661 35.444 5.17744 3.24816 2.70571 2.43025 30.2665 29.7517 22.7262 20.8617 17.1173 6.29707
internal_count=4034 222 87 135 93 40 3812 92 67 3720 823 758 736 65 2897 430 2467 60 49 2407 270 212 203 199 2137 2118 381 350 276 143
is_linear=0
shrinkage=0.0820348


Tree=718
num_leaves=31
num_cat=0
split_feature=5 10 7 7 18 3 5 2 7 15 7 15 16 0 8 7 19 7 16 16 6 3 18 19 10 0 9 9 5 17
split_gain=0.0654239 0.268277 0.34891 0.248114 0.393467 0.188681 0.24181 0.152626 0.123786 0.270144 0.261576 0.362574 0.25933 0.525418 0.296347 0.178107 0.158103 0.15024 0.122132 0.217099 0.295426 0.221475 0.330552 0.255517 0.731101 0.809153 0.514094 0.451733 0.393422 0.255146
threshold=29.996566321350006 60.613977009100005 19.623463571950001 21.725272673150005 11.928667296000002 103.48681881535002 29.026000224750003 301.32168012610003 21.147833206800005 27.201366220250005 21.844899366700002 43.216642080150002 22.704946905950003 85.495657006400009 8.543332867800002 19.716522186550005 11.550931964450003 22.181995028450004 22.664946999500003 22.644947046300004 16.525386113000007 93.281431752200021 13.843998451900001 14.251149826300002 66.590419433100024 91.937202686950016 205.22231928645002 209.54955617820002 21.566902724800006 200.11066131620001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 7 -1 -7 -2 9 15 11 -10 13 -12 -14 -3 -17 -15 19 21 -21 22 -19 24 -24 -26 28 -28 29 -25
right_child=3 8 -4 -5 -6 6 -8 -9 10 -11 12 -13 14 17 -16 16 -18 18 -20 20 -22 -23 23 26 25 -27 27 -29 -30 -31
leaf_value=0.058402703123902153 0.056878198136458037 0.046247040381786002 -0.084206053563285546 0.081032763208329445 -0.067661538523879558 -0.082719975722420194 0.03555966866898972 -0.031906660747332005 -0.079808526012020681 0.073166625642404365 -0.084831679641714258 0.00051325205163109335 0.051679404787326862 0.031391464339071022 0.00040699821818804505 0.038687553841092341 -0.08276638896861381 0.0097895858476544414 -0.011837740814442039 0.027368334342036053 -0.008644612599084802 -0.0094715945415967898 0.062822746819723149 0.014599920500130105 -0.089177901331630324 0.00026118063357240685 0.030575865114805194 -0.021428807366535452 -0.078575846569618954 -0.04117504340379264
leaf_weight=0.24349362961947807 0.51973031491252075 0.22225449294569333 0.55440883577557543 0.31277426984161127 0.36768402979487291 0.2481517009982781 0.20347628290983266 0.16500225942581892 0.62050890317004703 0.47468205279437825 0.46583402269607077 0.87771977577358484 1.3853805037215345 1.0268247771000449 1.5394113156944511 0.098546814101609925 0.23383096760517219 22.591362733296592 4.9435101014896636 4.3586320562753817 2.2258797716349363 13.297128444964072 1.1831135896936746 0.85780393332242955 0.66731985640944813 33.517426326876375 2.0193280051462352 2.3236910328269005 1.1009106598794458 1.3905223709298296
leaf_count=8 80 37 139 13 47 104 35 27 82 42 58 4 33 46 24 36 195 284 79 58 23 239 32 6 66 2064 46 53 25 49
internal_value=0.000653448 0.000411518 -0.0366181 0.0181393 -0.000552457 0.00133665 -0.0294303 0.0354834 0.000886461 0.0286294 0.00059021 -0.032753 0.00111665 0.000366872 0.0246931 -0.00948772 -0.0467565 0.000800609 0.000453431 0.00116382 0.0151942 -6.35507e-06 0.00191075 -0.00222286 0.000666435 -0.00148476 -0.0155074 0.00275126 -0.0391838 -0.0198952
internal_weight=100.036 98.6712 1.24953 1.36519 1.05242 0.695122 0.451628 0.684733 97.4216 1.02931 96.3923 1.49823 94.8941 91.9693 2.92479 0.554632 0.332378 91.5035 90.4766 85.5331 6.58451 78.9486 65.6515 43.0601 35.3679 34.1847 7.69226 4.34302 3.34924 2.24833
internal_count=4034 3867 286 167 154 147 139 107 3581 310 3271 86 3185 3128 57 268 231 3070 3024 2945 81 2864 2625 2341 2162 2130 179 99 80 55
is_linear=0
shrinkage=0.0804263


Tree=719
num_leaves=31
num_cat=0
split_feature=15 2 16 10 2 19 2 4 19 2 8 19 16 13 7 19 9 6 12 18 15 7 16 7 18 4 9 9 15 15
split_gain=0.0672287 0.203077 0.113144 0.0996363 0.181375 0.0927661 0.147494 0.105158 0.687756 0.2357 0.332779 0.43115 0.196823 0.287917 0.263837 0.122114 0.242418 0.228978 0.127302 0.131384 0.604284 0.329156 0.309775 0.679648 0.49089 0.427193 0.341828 0.476404 0.32324 0.370513
threshold=46.683480308100009 258.06114663960005 23.064946064100003 61.982402197500001 263.04952530525003 14.651182102100002 173.34516805710004 372.47712237630009 14.351157895250003 237.82463207520001 8.543332867800002 14.151141757350002 22.644947046300004 116.53390612245002 26.189412761600007 14.551174033150001 186.68586460755003 16.485385178400005 251.89085751685002 13.975517741000003 39.883592142850006 23.433599577300004 22.534947303500005 23.032902590750002 13.565177112500001 241.36451620315003 192.57902085675002 198.16621393750003 33.423812040500003 31.385732506450001
decision_type=2 2 2 2 2 2 2 2 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 9 12 15 11 -11 13 14 -9 18 -17 -18 19 22 21 -21 23 26 -25 -26 28 -28 29 -1
right_child=1 3 -4 4 -6 6 -8 8 -10 10 -12 -13 -14 -15 -16 16 17 -19 -20 20 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.0069214391680246078 -0.088030416996157795 0.013801645565198514 -0.008047326794000503 0.011549471343760012 -0.061167383632054512 0.0001327905184885605 0.039593221253386178 0.044426613987771896 0.074171277925349902 0.022307296778200352 0.016676147604814045 -0.092987842639121396 0.067841539715392973 -0.098115818875367439 -0.064678553691482316 0.030316058178441199 -0.041729904467180307 -0.0037631090337665977 0.033088047328370195 -0.069677626344271618 -0.10284997566624504 -0.00047362570987133086 -2.026025249681332e-05 0.073046773647400004 0.045686160001142534 -0.0082089612029574727 -0.050692827195113331 0.02725437463133569 0.052171909372883768 -0.10395971064480067
leaf_weight=2.4920119802836771 0.35052081714093164 1.3625963927479463 0.20370735973119736 0.54812607914209344 0.45918583564343862 1.6996484736446285 1.1615466929506508 0.3667189796130963 0.93089831806719292 0.33611050670515286 0.68381068639064313 0.79536783182993531 0.14798139035701741 0.36599182014469989 0.28843947384905277 0.86316557042300601 1.9145275434129869 2.9249821907724254 0.92240349332860105 0.50796496447992368 0.43354805489070614 34.77633287409725 34.57131259531161 1.82799954656366 2.2695457488298416 2.0292031384415168 1.870508708059788 0.8222657864098436 1.087403565237764 0.24073227556073096
leaf_count=608 62 18 5 2 49 40 27 160 42 55 14 18 14 34 345 32 38 43 35 123 28 1605 394 84 39 14 23 49 26 8
internal_value=0.000627237 -0.012122 -0.0586325 -0.00124501 -0.0215987 0.00101424 0.0161524 0.000550849 0.0194339 0.00011684 -0.0303304 -0.0587389 -0.0241496 -0.0374806 -0.00360793 0.000734016 -0.0113512 -0.0187829 0.00155593 0.0012052 -0.00270048 -0.00146991 0.00416007 0.0155939 0.0359993 0.0202452 -0.00360165 -0.0268909 0.0128146 -0.00284628
internal_weight=99.2546 2.92414 0.554228 2.36991 1.00731 96.3304 2.8612 93.4692 2.10003 91.3692 1.81529 1.13148 1.16913 1.02115 0.655158 89.5539 5.70268 4.83951 83.8512 82.9288 35.7178 35.2843 47.211 12.6397 6.12675 4.29875 6.51292 2.69277 3.82015 2.73274
internal_count=4034 136 67 69 51 3898 67 3831 595 3236 87 73 553 539 505 3149 113 81 3036 3001 1756 1728 1245 851 137 53 714 72 642 616
is_linear=0
shrinkage=0.085349


Tree=720
num_leaves=31
num_cat=0
split_feature=6 16 9 19 9 9 16 8 9 7 13 9 0 16 0 13 9 2 19 17 14 15 6 9 9 0 16 17 18 7
split_gain=0.0689791 0.0960458 0.0766427 0.255161 0.141784 0.270256 0.309625 0.176231 0.13471 0.194402 0.207608 0.117543 0.220585 0.562817 0.283939 0.309421 0.219112 0.191353 0.259561 0.281333 0.233361 0.229189 0.129156 0.227887 0.115716 0.457592 0.323372 0.348293 0.143834 0.315737
threshold=5.3251244207000008 17.634958761800004 66.346857137250012 13.551093343600002 179.18874144770004 177.77223095870002 21.094950670800003 5.9453602998000008 63.789425898000005 21.844899366700002 105.33378955095002 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 121.87049551135001 187.45330412110005 118.06771887965002 14.451165964200003 188.41589330430003 234.57881148155005 35.965617804200001 16.445384243750002 181.33671263215004 191.72037998490001 86.256490657300006 22.634947069650003 192.20712075930001 13.043896815850003 23.032902590750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 8 5 6 7 -4 9 10 -2 17 13 16 15 -15 -13 18 21 -20 -19 -6 23 -22 25 -14 27 -27 -26 -30
right_child=2 -3 4 -5 11 -7 -8 -9 -10 -11 -12 12 24 14 -16 -17 -18 20 19 -21 22 -23 -24 -25 28 26 -28 -29 29 -31
leaf_value=-0.092204273174269838 -0.093367576735499613 0.030100840252554301 -0.056302188002344419 -0.092737588500327039 0.0096549519345651615 -0.099155833969702012 0.045355982925717742 0.081592892082173712 0.077957319434482683 0.069964521185591308 0.033794535313671388 0.018572138016872942 -0.05249191396563032 -0.054315790696859406 0.037774826857825516 0.027289921649690629 -0.094796305031518369 0.074943629493036262 -0.0074186007937953376 0.064477335762631247 -0.0033061345668469965 -0.035494400099579868 -0.011950873674831268 0.074465038494407707 0.01979778958439898 0.0064969932850661742 0.049542297842694344 -0.044342845115004234 -0.018839901563460357 0.0029232469722762699
leaf_weight=0.14878199781526191 0.19905667400280325 0.081540537226828746 0.7534298995260531 0.13957765500526864 1.8900092210096757 0.32922558988138906 0.54415603203233331 0.084562961282244942 0.41714039202452113 0.29247066022105628 0.22367273605777882 0.16553184570511736 1.6181320825126002 0.99461317044915654 1.0332563740666953 0.61798810539767146 0.90164887928312965 0.71846492402255568 0.86556239426135995 0.9221831364557147 0.64764104580172011 1.8014530856162307 0.85524205741239701 0.59126986283081351 3.5460858298465601 4.1469900906249677 0.97025981545448292 1.5072042452011372 5.9655977058573617 65.649041791965828
leaf_count=655 78 17 570 23 27 15 11 19 32 76 27 4 28 72 15 18 153 13 15 35 8 18 17 33 39 60 8 66 101 1781
internal_value=0.000603869 -0.0489049 0.000719763 0.0228089 0.000430474 -0.0254088 -0.00784234 -0.042387 0.0370517 0.0131936 -0.0260841 0.000893963 -8.68371e-05 -0.0216874 0.000707796 -0.0230425 -0.0772116 0.0111985 0.00134054 0.0296679 0.0304027 -0.0123782 0.0151216 0.0338101 0.000874798 -0.0093127 0.00123454 -0.00705507 0.00199202 0.00111035
internal_weight=98.6218 0.230323 98.3915 1.27192 97.1196 1.71137 1.38215 0.837993 1.13234 0.7152 0.422729 95.4082 87.1163 3.71304 2.64586 1.6126 1.06718 8.29183 5.47921 1.78775 2.81262 3.69146 2.09415 1.23891 83.4033 8.24259 6.62445 5.65419 75.1607 71.6146
internal_count=4034 672 3362 236 3126 615 600 589 213 181 105 2511 2345 262 105 90 157 166 95 50 71 45 58 41 2083 162 134 126 1921 1882
is_linear=0
shrinkage=0.0905731


Tree=721
num_leaves=31
num_cat=0
split_feature=16 16 2 17 0 10 10 13 0 3 16 16 0 3 13 18 16 16 18 7 10 8 2 3 6 16 0 18 7 3
split_gain=0.439971 1.04915 0.666547 0.516599 0.436635 0.932029 0.576829 0.424329 1.05436 1.16933 0.924223 0.703897 0.630433 1.66612 0.853571 0.601459 0.394347 0.702724 0.773416 1.10075 0.706379 0.959301 0.684338 0.375582 0.683299 0.587488 0.395714 0.409364 0.351112 0.346791
threshold=20.404952284350003 19.974953289850003 322.38159739250005 162.13109061465002 90.297243227400017 67.074341896550024 65.536543845950021 109.63263410155001 93.399723909900004 86.589859465500012 19.199955102150003 18.554956610400005 94.047642319350018 84.812788641250009 105.33378955095002 14.224291663350002 18.764956119400004 15.584963555600002 17.551307094650003 25.181638183950003 71.015621515800021 8.2435668022500028 72.843776848050013 92.324340657750014 16.355382140900002 22.614947116400003 87.638358136350021 13.659439901750002 23.9417051038 76.927540944650019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -6 23 10 9 -9 12 -11 14 16 -5 -15 17 29 19 20 -19 -22 -21 26 25 -25 27 -2 -13 -14
right_child=4 -3 -4 7 5 -7 -8 8 -10 11 -12 28 13 15 -16 -17 -18 18 -20 22 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020448567157451184 0.0020322559400614854 -0.0015475280652664893 -0.00199738211107437 -0.001175066716178673 0.0013318480256384498 -0.00046030905101358436 -0.00067838318408416757 -0.0024696433671792337 0.0016201449796311143 -0.0021365305229350691 -0.0010892923295754173 0.0010042006493150102 -0.00067222976146489948 0.00040738630966020945 0.0014133955175383267 -0.0021550182162505789 0.00056722762362753558 0.0012744555717788813 0.0014586428957358152 0.0010264375019256838 3.3872049066159979e-05 -0.0021124274336005106 -0.0020698940424749902 0.00021788034257062987 0.0002469265647935236 -0.0017510638376028191 0.00041418105013750348 0.00036250422937210506 -0.00054842281107467901 0.00034586058374718126
leaf_weight=0.42058812001323431 1.3004299774765962 1.5390680989949022 0.57852392209679138 0.5960469550773263 3.8687423951923838 1.5677971169352529 2.5432067066431037 0.62328078597783942 2.4564229073002934 0.37331405461009159 2.511616271804086 2.8148758433526386 1.3872934132823562 0.44512145802582326 2.7476719557816978 1.6867897762349455 7.4044803699944159 1.1463615359680224 0.79120704345405179 0.31489764398429576 3.586991463394952 1.0306888613849876 2.1356163750897394 1.0898894730635214 54.73841790464212 1.251821947735152 11.200198048725722 0.99751012586057175 0.69904600083827961 17.675923723818414
leaf_count=319 19 49 279 139 63 24 39 8 30 166 42 94 657 8 128 186 44 29 31 8 96 57 198 32 745 41 132 26 8 337
internal_value=0.000185792 4.76783e-05 9.54186e-05 0.000119229 0.000278912 0.000815023 0.000239052 0.000137279 0.000586514 2.36002e-05 6.52643e-05 0.000423368 0.000136079 6.35326e-05 0.00095198 -0.00162001 0.000164712 5.85296e-05 -0.000392855 -0.000571187 -0.000103186 -0.000445193 -0.00167201 0.000272111 0.000202554 -0.000834669 0.00056625 0.00130744 0.000695328 0.000271771
internal_weight=131.524 52.9658 51.4268 50.8482 78.558 5.43654 73.1215 50.4276 6.96694 4.51052 43.4607 3.88724 40.9491 37.6054 3.34372 2.13191 35.4735 28.069 9.00576 8.21456 5.76404 4.61768 2.45051 70.5783 57.0801 2.34171 13.4981 2.29794 3.51392 19.0632
internal_count=4034 2913 2864 2585 1121 87 1034 2266 306 276 1960 268 1918 1651 267 194 1457 1413 419 388 182 153 206 995 818 73 177 45 102 994
is_linear=0
shrinkage=0.00196078


Tree=722
num_leaves=31
num_cat=0
split_feature=5 10 7 7 18 3 5 2 0 0 5 15 15 12 15 13 16 19 19 17 17 9 9 3 6 18 0 18 16 0
split_gain=0.0589838 0.237738 0.318545 0.224945 0.326377 0.154159 0.223277 0.127297 0.126694 0.126492 0.113057 0.422265 0.130572 0.142138 0.158631 0.172643 0.138994 0.211622 0.129704 0.122682 0.385012 0.280483 0.240411 0.348731 0.464038 0.172398 0.160154 0.337098 0.20217 0.158138
threshold=29.996566321350006 60.613977009100005 19.623463571950001 21.725272673150005 11.928667296000002 103.48681881535002 29.026000224750003 301.32168012610003 71.131225215400022 70.937656230000016 25.767562150000003 50.314162856800003 46.683480308100009 368.00406080990007 45.169600924000008 115.12515406205002 22.584947186600004 14.651182102100002 14.651182102100002 205.83789591070004 205.32027903760002 202.16842692300003 208.51380245710001 82.69159517635002 15.945372561050002 17.957852018100002 97.752337623100019 17.138111898250003 17.684958644900004 99.642323688800005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 7 -1 -7 8 9 -2 12 -12 13 18 15 -15 -14 -18 19 20 -3 25 -23 26 -25 -21 -24 -28 29 -29
right_child=3 10 -4 -5 -6 6 -8 -9 -10 -11 11 -13 16 14 -16 -17 17 -19 -20 21 -22 22 23 24 -26 -27 27 28 -30 -31
leaf_value=0.0588467852335764 -0.087967288962455842 0.00062995158329761964 -0.090984299141352656 0.087619665013324022 -0.070374420980960667 -0.089385017786496851 0.037502439829274051 -0.033747948059707454 0.085974675610321155 0.087571315364369143 0.06081593926423981 -0.089161237150095454 -0.00043869926658238119 -0.045155890056515394 -0.047316952040210351 0.08781956778561141 -0.089732616896756559 -0.0077994908238593437 0.021069630771775365 -0.079867791814141539 0.063537147229140986 0.014498657245759498 0.029675585713898459 -0.099263773693809884 0.011886484321315298 0.044963964641323774 -0.091573511369250141 0.089473526224614144 0.08776627241866955 -0.048535476547512106
leaf_weight=0.22890561399981268 0.075191370237006394 83.050108763088247 0.50173945589949653 0.28374241112032905 0.33199671794113783 0.2241132406215911 0.19791482886466838 0.14877966698259115 0.34566578431986272 0.053068477660417557 0.72865878457287081 0.17679736979516747 1.1613571886409766 0.090141986547222497 0.12019117129966617 0.41309553338214755 0.43926064595143532 0.52381624770350754 2.3392737628892055 0.61510360699548883 0.74395076828113715 2.6054167106121895 0.86672851967159681 0.75994312421244081 0.45515766437165439 0.097078475952002918 0.33845708461012691 0.079498410224914551 0.20308926468715072 0.30182229132879002
leaf_count=8 65 2604 139 13 47 104 35 27 12 3 107 36 16 100 5 27 62 6 46 126 17 75 13 42 22 93 49 1 17 117
internal_value=0.00068401 0.000443621 -0.0388576 0.019563 -0.000663753 0.00132161 -0.0298797 0.0365026 0.0585564 -0.0153369 0.000914977 0.0315317 0.000623788 0.00111086 0.0425395 0.0640005 -0.0207166 -0.0451693 0.000831507 0.000306158 0.00118846 -0.0113877 -0.0048545 -0.0216359 -0.0576286 -0.0628518 0.00280246 -0.022436 0.0176046 -0.0197631
internal_weight=98.5001 97.2616 1.15267 1.23844 0.954702 0.650934 0.422028 0.622705 0.473926 0.12826 96.1089 0.905456 95.2035 93.0791 0.623429 0.503238 2.12443 0.963077 92.4556 90.1164 83.7941 6.3223 5.61011 3.0047 1.2151 0.712182 1.7896 0.922867 0.58441 0.381321
internal_count=4034 3867 286 167 154 147 139 107 80 68 3581 143 3438 3354 132 127 84 68 3222 3176 2621 555 336 261 64 219 197 184 135 118
is_linear=0
shrinkage=0.087056


Tree=723
num_leaves=31
num_cat=0
split_feature=18 13 13 9 9 8 17 8 2 17 2 10 15 10 17 9 7 5 6 19 16 6 18 0 17 6 0 3 7 8
split_gain=0.0616937 0.0676019 0.144228 0.179718 0.161403 0.133361 0.146812 0.137453 0.437381 0.187829 0.136527 0.125016 0.290035 0.0915597 0.342693 0.717849 0.258561 0.23503 0.149787 0.253923 0.347699 0.180986 0.267647 0.297583 0.303828 0.144363 0.162877 0.138466 0.130488 0.261912
threshold=11.051189286700001 121.87049551135001 118.72231104060002 187.45330412110005 226.28914430085004 9.5425530862500008 162.57770630285003 8.9430209551500024 73.245799595050016 204.12988953870004 247.80701080120002 64.184249406300026 35.098844929350008 61.901748453550006 187.51563899930002 186.16747084260001 22.356277907050004 23.389417063900002 16.625388449550005 14.451165964200003 21.569949560100003 16.585387514950003 12.794482498400003 85.667718326750006 184.67080164680002 16.495385412050002 85.242941942100018 95.346167596350014 19.078733418100004 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 5 -4 -5 6 10 13 -9 -10 -2 -7 -13 14 15 16 17 -8 21 20 -20 22 -15 24 -24 -16 -27 -19 -29 -30
right_child=1 -3 3 4 -6 11 7 8 9 -11 -12 12 -14 18 25 -17 -18 27 19 -21 -22 -23 23 -25 -26 26 -28 28 29 -31
leaf_value=-0.091801974051115912 -0.091302205995840949 0.032260805704457121 0.027223424538318608 -0.093162011740216141 0.0069935291918664533 0.090521747762021307 -0.074250241720856799 0.02907264067291471 -0.097449371943631929 -0.021349961769303843 0.089040246517390315 -0.094225920610102543 0.085865244199360452 0.05847116100392289 0.0093650168079775602 -0.12039296043954459 0.09383767443451714 0.091003916733130977 -0.097421181755083505 0.09016950701176564 0.054222956557031507 -0.037255082041647493 -0.0011790187668752838 0.00066143854941857485 -0.093277248109617156 0.017343314482551424 0.063464885141328989 0.033495665485250459 -0.097424019808104459 0.0054700777551765908
leaf_weight=0.056907176473940946 0.2283610851466723 0.53158717148471524 0.25001685658207762 0.41381883920985274 0.18296376708894968 0.25199664197862048 0.32497716013926981 0.7210310697555532 0.53669809945858993 0.48852156498469412 0.038710246793016267 0.12842264013306703 0.15636799903586507 0.62276132311671872 2.2899703442672035 0.42308283690363158 0.23303539775224624 0.14459145405271545 0.19630715329912973 0.39149012416601181 0.30360352993011475 1.0145956017950073 0.59120651082048314 82.694438221484347 0.54079115896365693 1.2032838523032299 1.2117019798606632 0.61525196182992647 0.25054118202024234 0.88088507950305939
leaf_count=52 258 27 51 59 6 5 14 16 24 21 36 36 8 15 20 10 3 4 45 9 6 16 78 2860 97 26 17 105 107 3
internal_value=0.000627334 0.000681082 0.000508603 -0.0359782 -0.062456 0.000828836 0.000581904 0.00076542 -0.023919 -0.0611877 -0.0651627 0.0449657 0.00465547 0.00122431 0.0105833 -0.0135853 0.00486441 -0.00449101 0.0004031 0.0366146 -0.00532534 2.54081e-05 0.000473306 4.24297e-05 -0.0451773 0.0253382 0.0404845 0.00749573 0.000582852 -0.0173146
internal_weight=97.9179 97.861 97.3294 0.846799 0.596783 96.4826 95.9458 95.6788 1.74625 1.02522 0.267071 0.536787 0.284791 93.9325 7.57732 2.87237 2.44928 2.21625 86.3552 0.891401 0.499911 85.4638 84.4492 83.8264 1.132 4.70496 2.41499 1.89127 1.74668 1.13143
internal_count=4034 3982 3955 116 65 3839 3790 3496 61 45 294 49 44 3435 309 246 236 233 3126 60 51 3066 3050 3035 175 63 43 219 215 110
is_linear=0
shrinkage=0.0887971


Tree=724
num_leaves=31
num_cat=0
split_feature=16 16 13 7 7 15 8 8 0 0 10 13 2 3 13 16 0 15 19 13 5 9 13 15 13 17 0 18 7 3
split_gain=0.232592 0.382608 0.28728 0.184607 0.552028 0.46919 0.381689 0.484873 1.00652 0.31192 0.620809 0.359949 0.299107 0.395107 0.364454 0.2553 0.808 0.441842 0.214839 0.622777 0.835662 0.625578 0.530371 0.625747 0.636727 0.662256 0.688668 1.21197 0.657839 0.477842
threshold=12.604970524100002 9.719977270450002 95.862351557400004 21.725272673150005 21.147833206800005 43.216642080150002 9.5425530862500008 8.9430209551500024 87.009258933850006 76.451683855550016 55.917240655200011 105.33378955095002 319.18044405035005 108.56262776565002 120.87576600310001 22.704946905950003 85.495657006400009 42.841315546000011 14.351157895250003 115.12515406205002 20.204934414350003 195.30595290385003 116.72209819155002 35.965617804200001 117.47755492620001 190.38166638035003 86.382848189450016 13.303774303900001 23.445318439400001 92.913112988300014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 9 -6 7 15 -9 10 12 -11 13 -2 -15 16 -5 -17 -18 21 -21 -20 -22 29 -25 -26 27 -27 -28 -24
right_child=3 -3 -4 6 5 -7 -8 8 -10 11 -12 -13 -14 14 -16 17 18 -19 19 20 22 -23 23 24 25 26 28 -29 -30 -31
leaf_value=-0.001999490214918282 0.0014847039698560286 -0.0020010080371236079 0.0016218995380279299 -0.0021169427528409043 -0.0022017166629080117 -0.00019496342916565767 0.0011969380231642466 -0.0022049936566241636 0.00033906910320610393 -0.00090220322124518512 -0.0020391865332125571 0.0010482619794632876 -0.0019901011990324674 -0.0019959612562005808 0.0020453102597738468 0.00016399233902485993 0.00013362447972454651 0.0014595917660348979 0.00049725114992215931 0.001433599541145984 0.0015337405621469293 -0.0014610308140710511 9.9034166465294431e-05 -0.00028615544915885411 0.0010166401460003809 -0.0019141363324947408 0.0013216257719065444 0.00018205354622751491 0.00022885397303160803 -0.0016456762710647412
leaf_weight=0.11863122071826993 0.82313341466942735 0.48696869360537676 0.2903448854740418 0.5852175414620423 0.78722686300170597 1.0393337914720175 1.4377315242309112 0.9941139174625272 1.500148987630382 0.44500920686550705 0.5914138108055339 1.992579425088479 0.18311867467855325 0.30222392521682195 0.11980682611465454 2.5883962358348063 76.563367937615112 1.6617050981149075 1.1012488920241588 2.6922288918867698 1.2774054389446998 1.4569116104394195 1.2995577440597146 5.2930010390409761 6.1826342345448237 1.2787969111741428 3.3262690100818855 6.2109010161220795 5.8304724409244955 1.1268478967249391
leaf_count=481 50 435 14 54 58 6 29 48 32 40 200 164 35 131 1 48 1642 27 20 45 28 29 26 71 58 26 70 82 67 17
internal_value=0.000168842 -0.000826747 0.000571447 0.000175774 -0.000151998 -0.00105985 0.0001926 0.000180663 -0.000674893 0.000220034 -0.000349807 0.000692183 0.00034972 0.000693824 -0.000848718 0.000198675 0.000181118 0.000670546 0.000192952 0.000315466 0.000384647 -0.00061802 0.000295914 0.000244153 0.000326584 0.00046865 0.000265122 -0.000175852 0.000625813 -0.000711227
internal_weight=129.587 0.895945 0.408976 128.691 6.28385 1.82656 122.407 120.969 2.49426 4.45729 2.0197 2.43759 1.42828 1.24516 0.422031 118.475 114.225 4.2501 113.64 37.0763 34.5181 2.55816 31.8259 30.5485 28.1221 22.8291 16.6464 7.4897 9.15674 2.42641
internal_count=4034 930 495 3104 685 64 2419 2390 80 621 417 204 217 182 132 2310 2235 75 2181 539 490 49 445 417 374 303 245 108 137 43
is_linear=0
shrinkage=0.00196078


Tree=725
num_leaves=31
num_cat=0
split_feature=15 5 3 5 5 16 10 15 3 3 7 16 6 10 10 3 2 6 5 19 6 19 2 9 18 0 18 17 8 8
split_gain=0.0601524 0.238865 0.611941 0.312314 0.257767 0.230693 0.46479 0.398995 0.566834 0.296761 0.23267 0.216407 0.180861 0.384638 0.515883 0.323798 0.522897 0.369545 0.448808 0.257919 0.190564 0.179009 0.205941 0.172297 0.346657 0.33382 0.184032 0.592142 0.333554 0.325821
threshold=37.408632939650005 20.911722254300006 88.931506497100017 20.971847224900007 20.872540794500004 22.544947280100004 62.025417527550012 34.139075990150012 93.394346993650018 94.173999851450006 19.078733418100004 22.514947350300002 15.365359009150003 62.837331883000012 64.407391431150018 92.598563387050021 189.95856246190002 16.355382140900002 22.580289596950006 14.451165964200003 16.235379337050002 13.851117550450002 319.18044405035005 186.68586460755003 12.993189857450002 85.877418060900013 13.24088655595 190.94474013770002 8.543332867800002 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 4 -3 -4 -1 7 -7 8 -5 -10 21 -9 13 -2 -15 16 20 18 -17 -18 -14 22 -11 24 -19 -26 28 -28 29 -25
right_child=12 2 3 5 -6 6 -8 11 9 10 -12 -13 15 14 -16 17 19 23 -20 -21 -22 -23 -24 26 25 -27 27 -29 -30 -31
leaf_value=0.00082274387253461804 -0.09630180360818906 -0.13588483192131706 -0.098121253291201457 -0.096252462402069833 0.068931438007146739 0.00037268515727254708 -0.051788305292325962 0.087955507995841523 0.07845670357363381 0.047529189690180142 -0.069959637684906414 0.016591670104408561 -0.016577745255260717 0.088013303231571055 -0.051762859882630213 0.0036384537456762467 0.075277029193588876 -0.0063474082567447337 -0.10259044837979137 0.013093487845280171 0.024937423829491708 -0.087928872465671382 -0.087819912430632641 -0.011302997614552517 0.077921013417270729 0.010696199051553109 0.046337520824649578 -0.0011720083453556917 0.0043112857415304046 -0.063620192012340843
leaf_weight=49.971132193950154 0.42604019865393528 0.30008349311310567 0.29272947111166914 0.47167670998896838 0.42471338300674588 3.8133493196801282 1.9601895101368425 0.59261698741465785 0.38932039588689793 0.66109545469316777 0.34026070676145537 0.70533866435289383 1.894192525185644 0.33902748255059123 0.48840462088446657 0.64316341793164855 1.5800006529316308 2.1193956146016744 0.56727692398453655 0.74333699513226736 1.5027675116434691 0.11175260294839973 0.097802491072798148 2.8772858781794657 1.0699543031514624 1.1741756298579273 2.3587292170559513 12.656948054886014 5.9893840382683265 1.3142502352347945
leaf_count=2436 16 57 10 36 17 51 20 59 10 143 369 5 30 18 68 18 49 19 44 29 15 51 32 40 24 16 18 200 102 32
internal_value=0.000694905 -0.00101495 -0.0134981 -0.00960603 0.00139673 -0.00677218 -0.0173366 0.0113277 -0.0123817 0.0123397 -0.00891764 0.0491748 0.00341894 -0.0290958 0.00550826 0.00453583 0.0235555 0.00100005 -0.0461461 0.0553818 0.00178798 0.0149383 0.0300862 0.00293061 0.0189018 0.0427476 0.000164735 0.006291 -0.0088708 -0.027707
internal_weight=97.8764 60.1321 9.73622 9.43613 50.3958 9.1434 5.77354 3.36986 2.07191 1.60023 1.21091 1.29796 37.7443 1.25347 0.827432 36.4909 5.7203 30.7706 1.21044 2.32334 3.39696 0.870651 0.758898 29.5601 4.36353 2.24413 25.1966 15.0157 10.1809 4.19154
internal_count=4034 3296 843 786 2453 776 71 705 641 605 595 64 738 102 86 636 123 513 62 78 45 226 175 451 59 40 392 218 174 72
is_linear=0
shrinkage=0.087056


Tree=726
num_leaves=31
num_cat=0
split_feature=5 10 18 7 18 10 5 2 0 0 0 0 10 16 0 15 8 8 3 6 6 18 18 7 15 18 2 16 16 19
split_gain=0.0543731 0.208925 0.275145 0.195034 0.256231 0.184887 0.292255 0.104575 0.110073 0.107496 0.101943 0.168356 0.153933 0.145785 0.484321 0.12915 0.124521 0.189248 0.213792 0.194878 0.120844 0.115217 0.631031 0.382984 0.492325 0.329464 0.364449 0.292081 0.774158 0.389988
threshold=29.996566321350006 60.613977009100005 11.80968402675 21.725272673150005 11.928667296000002 57.041016153700006 29.026000224750003 301.32168012610003 71.131225215400022 70.937656230000016 83.941728207000011 78.626646483100004 61.622148808000013 22.704946905950003 85.495657006400009 41.800301886400014 9.3427090425500019 8.8430989333000021 91.017750006350013 16.625388449550005 16.585387514950003 13.4793103924 13.531614672700002 23.051546669900002 31.504255087500002 13.552878921100001 188.47750099235003 22.614947116400003 22.624947093000003 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 7 6 -1 8 9 -2 11 -3 -12 14 -14 -15 17 19 -19 20 21 27 -23 24 -24 26 -25 -16 -29 -30
right_child=3 10 -4 -5 -6 -7 -8 -9 -10 -11 12 -13 13 15 16 -17 -18 18 -20 -21 -22 22 23 25 -26 -27 -28 28 29 -31
leaf_value=-0.098057340220581699 -0.095057996609224621 -0.094801541857850211 -0.097174829843804114 0.094677761509036451 -0.071438565755652925 0.076696932517092586 0.070801482455298839 -0.033546590111274345 0.091739419120854621 0.094698246995076854 -0.041216635351011041 0.073303783796172653 -0.098728922779413225 0.00076846914692997527 0.015832530354198241 0.039446014416489518 0.03524902928094463 0.006785047220267802 -0.052552831694648916 0.048830802834465017 -0.032088303562608646 -0.063009626395532634 0.011176962431592769 0.096731365363530344 -0.10783441889381079 0.00032723578708474671 -0.006941306134401721 -0.050713511248516779 -0.011858526427823639 0.021099570204025558
leaf_weight=0.24832949074152455 0.065736397104045663 0.062378635029744056 0.44890712625806373 0.2500029337243177 0.29169495361861664 0.19200319796800613 0.14367268703063019 0.1358484283555299 0.29727733717299998 0.044423843733966351 0.77145965108138526 0.34817702825421293 0.43585950149099417 1.4496479816734784 13.897557939177206 1.6270322673954067 0.92451016796985541 0.9515871219336981 1.2440519893279995 0.75537180859828268 0.9832335994578888 1.4367209786405499 0.58557022838772244 0.6672029998153437 0.65268937598011689 52.265880814408604 0.54873027908615768 2.5254663128616803 5.7734436731552687 7.1192703301639995
leaf_count=84 65 123 185 13 47 5 12 27 12 3 21 112 63 27 228 23 24 32 31 19 12 23 184 55 16 2388 5 34 48 113
internal_value=0.00068642 0.000449486 -0.0417022 0.0216633 -0.000198065 0.000937947 -0.0361689 0.0380516 0.0619239 -0.0185358 0.000907667 0.0477623 0.000704354 0.00104897 0.000365173 0.0212222 0.000843314 0.000487542 -0.0268359 0.00117544 0.000759071 0.00113693 -0.00136281 0.000255781 -0.0515542 0.00145533 0.0499456 0.00592539 -0.00300465 0.00634071
internal_weight=97.1437 96.0588 1.03291 1.08498 0.834981 0.584005 0.392002 0.543286 0.407438 0.11016 95.0258 0.410556 94.6153 93.8438 90.7671 3.07668 90.3313 89.4068 2.19564 87.2111 86.4558 85.4725 56.1568 54.7201 1.23826 53.4818 1.21593 29.3157 15.4182 12.8927
internal_count=4034 3867 286 167 154 101 96 107 80 68 3581 235 3346 3325 3275 50 3212 3188 63 3125 3106 3094 2671 2648 200 2448 60 423 195 161
is_linear=0
shrinkage=0.0942322


Tree=727
num_leaves=31
num_cat=0
split_feature=6 3 9 10 5 2 5 3 10 16 6 0 10 0 5 13 13 17 7 0 8 2 16 7 3 6 16 7 19 9
split_gain=0.0546953 0.297838 0.573732 0.302167 0.551356 0.290159 0.286715 0.655792 0.292523 0.867091 0.409397 0.289506 0.564623 0.714068 0.353164 0.321849 0.375035 0.279972 0.261975 0.406854 0.245725 0.237498 0.184009 0.471868 0.262043 0.489221 0.394364 0.601241 0.387479 0.383478
threshold=14.825346391850003 83.538459487450012 201.61239113610003 70.776348742200014 17.089764221050004 327.65694121785003 18.280220412300004 86.272621406050021 68.910558799650019 19.199955102150003 14.905348261050003 91.937202686950016 66.964115113200009 90.407470010750018 20.971847224900007 113.82394032690001 113.13031812925001 189.50863627480001 23.822419043000004 91.394134144600017 8.7431769115000026 73.245799595050016 20.784951395750003 22.620600126450004 92.324340657750014 16.355382140900002 22.644947046300004 23.899651152000004 14.451165964200003 197.55459634620004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 18 21 17 7 -2 11 10 -10 12 13 15 -15 16 -8 -4 19 -3 -19 -5 23 -17 26 28 27 29 -26 -24
right_child=6 2 5 4 -6 -7 8 -9 9 -11 -12 -13 -14 14 -16 22 -18 20 -20 -21 -22 -23 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0022388445894378889 0.064066587775835807 0.0014138522384590747 -0.0055861424754746758 0.077413304493885171 -0.091963081395136398 0.040998073800830051 0.015461390635244097 -0.023672177977345596 0.069915234265320078 -0.095078395005773725 -0.022964725336691468 0.044783381782540814 -0.07421045344837976 0.087697626617747201 0.0098842434248246642 0.0090820963588506588 -0.098498362414751239 -0.096568552512714873 0.025093915435528691 -0.10645006359669028 0.014486218214169214 -0.088297067528397777 0.011479670580377067 -0.11189908276999362 -0.096176741765401849 0.00099868064866722914 0.064790807828829233 -0.026353576728690022 -0.009332936684954999 0.064930255684913091
leaf_weight=25.29822894406783 1.6514061524067067 1.4643882181351262 0.44888244161848012 0.29014597542118259 0.66749692041412345 0.21351451028021973 0.37419289741410366 1.0600619757315142 0.5716881173430004 0.92660631658509363 0.96978240401585936 1.1785020465031255 0.74284421117044885 1.0760935260914255 0.75022647436708201 0.67543672941610455 0.52722883474052651 1.3294542642943268 2.6266004894278012 0.32358529347811771 0.17034635692834843 0.084677447418471274 3.8827339410781843 0.38281159102916718 0.70844012696397729 42.310245796463278 1.0857509076595304 2.5023010075092316 0.86455171381385298 1.3783960063010452
leaf_count=1641 41 122 32 5 94 21 162 26 13 26 36 18 39 25 19 326 34 207 37 42 4 91 61 7 37 723 40 44 34 27
internal_value=0.000575152 -0.00230563 -0.017395 -0.00235743 -0.0445167 -0.0553463 0.0020657 0.0297647 0.000832607 -0.0285248 0.0114818 0.00207245 0.00119341 0.00218448 0.055733 0.000396343 -0.0511921 -0.0659026 0.00759676 -0.0181072 -0.083955 0.0399772 0.00126086 -0.0346817 0.00198217 -0.00077364 0.0156482 0.00877544 -0.0484454 0.0254835
internal_weight=96.5366 32.9173 7.61909 5.45689 1.04232 2.1622 63.6193 2.71147 60.9078 2.46808 1.54147 58.4398 57.2613 56.5184 1.82632 54.6921 0.901422 1.94868 4.41457 1.78797 1.4998 0.374823 53.7907 1.05825 52.7324 43.8832 8.84918 7.76343 1.57299 5.26113
internal_count=4034 2296 655 391 190 264 1738 67 1671 75 49 1596 1578 1539 44 1495 196 243 201 164 211 96 1299 333 966 794 172 132 71 88
is_linear=0
shrinkage=0.087056


Tree=728
num_leaves=31
num_cat=0
split_feature=15 5 3 5 16 10 15 3 3 16 7 5 6 3 2 7 7 6 5 9 10 2 14 10 4 9 17 9 18 16
split_gain=0.0556765 0.219278 0.536228 0.282382 0.180041 0.382475 0.325528 0.499448 0.250361 0.203056 0.190516 0.176642 0.147627 0.296284 0.445429 0.54884 0.547988 0.351428 0.327458 0.237192 0.252937 0.165983 0.26533 0.268124 0.249922 0.289677 0.53819 0.264821 0.229338 0.221961
threshold=37.408632939650005 20.911722254300006 88.931506497100017 20.971847224900007 22.544947280100004 62.025417527550012 34.139075990150012 93.394346993650018 94.173999851450006 22.514947350300002 19.078733418100004 20.849573174100005 14.935348962050002 92.598563387050021 229.44804549725004 23.899651152000004 23.032902590750002 16.355382140900002 22.580289596950006 206.75106037490002 64.407391431150018 199.66651340635002 289.25304191355002 62.046925192600007 277.43684800215004 190.49354742400001 187.51563899930002 194.04304600165003 13.204532713600001 22.644947046300004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 -3 -4 6 -6 7 -5 -9 -8 -10 -1 19 14 15 16 -14 18 -15 -2 -21 24 -23 28 25 26 -19 -27 -24 -29
right_child=12 2 3 4 5 -7 9 8 10 -11 -12 -13 13 17 -16 -17 -18 21 -20 20 -22 22 23 -25 -26 27 -28 29 -30 -31
leaf_value=0.00019946714688193681 -0.094112285797261705 -0.13522296868058586 -0.099119391215528249 -0.097272007152672132 9.0636388772141098e-05 -0.048449395757521788 0.089381863903885583 0.077346059644600881 0.014235835789730932 0.015288835197769003 -0.068745814017094412 0.029878388591528689 -0.012143125108121624 -0.0081980572105790385 0.075817449464593151 -0.025821883479896487 0.069365558638489824 -0.0036972808329962152 -0.10204638015604585 0.048258913876601667 -0.075102690867422411 -0.052061373565943661 -0.03278506519294877 -0.040427292368486079 0.034910006874448549 -0.036220157978151556 0.051652891118666479 -0.0059571369589254764 0.012292300762387472 0.024031584674478055
leaf_weight=47.89182585669613 0.31716301699634541 0.27768331911965916 0.27154533006250758 0.42758470094122314 3.7416315366281196 1.9455106314271686 0.50146200548624598 0.3502225438132881 0.77766695000263986 0.69705096259713173 0.30321365821328072 1.6352255518286245 1.0867163762450212 0.72604958806187159 1.0237737959250806 1.8797325985506175 1.6197483511641619 3.2071418536361405 0.49168588600650764 0.34962270921096206 0.20963373597987811 0.94655785771646872 1.0640055757903608 1.2212770217483919 2.2475085345795369 1.7352249176474277 2.438182646772475 8.193885614138706 5.4396652866053046 2.5522290914959731
leaf_count=2420 32 57 10 36 51 20 59 10 226 5 369 33 21 20 51 35 23 33 44 16 45 21 27 26 20 40 42 62 104 76
internal_value=0.000524898 -0.00116919 -0.0136851 -0.00994178 -0.00717248 -0.0165144 0.0102058 -0.0130617 0.0120986 0.0462896 -0.00904256 0.00117937 0.0032364 0.00411608 0.0228594 0.0110375 0.0366377 0.000641614 -0.0460913 -0.0327704 0.0020176 0.00260088 -0.00768834 -0.0022512 0.00698011 0.0035171 0.0202081 -0.00403227 0.00491761 0.00116526
internal_weight=95.5704 58.8206 9.29357 9.01589 8.74434 5.68714 3.0572 1.85869 1.4311 1.19851 1.08088 49.5271 36.7498 35.8734 5.60997 4.5862 2.70646 30.2634 1.21774 0.876419 0.559256 29.0457 8.67151 7.72495 20.3742 18.1267 5.64532 12.4813 6.50367 10.7461
internal_count=4034 3296 843 786 776 71 705 641 605 64 595 2453 738 645 130 79 44 515 64 93 61 451 178 157 273 253 75 178 131 138
is_linear=0
shrinkage=0.0887971


Tree=729
num_leaves=31
num_cat=0
split_feature=15 13 0 16 0 16 9 4 16 16 0 0 6 16 7 0 0 13 16 10 16 5 13 7 3 5 7 10 5 5
split_gain=0.303517 0.209227 1.11857 0.891026 1.0254 0.806111 0.645927 0.434899 0.443809 0.919729 0.636816 0.814059 0.788352 0.623945 0.407611 0.386759 0.303905 0.3012 0.287163 0.734905 0.637177 0.557846 0.321731 0.276226 0.380795 0.265884 0.292408 0.243553 0.388387 1.32845
threshold=50.314162856800003 112.64908412395 90.407470010750018 19.974953289850003 96.531777631850005 20.784951395750003 66.346857137250012 413.05180676905007 19.644954061550003 19.199955102150003 94.047642319350018 94.625660817400004 14.980350013450002 18.554956610400005 24.081116689550004 92.313586825200005 90.767723400200012 113.13031812925001 20.894951138500005 64.665483411650015 22.494947397000004 21.500664456800006 116.86189801435002 22.620600126450004 90.778477232700013 26.429668882900003 25.271514403800001 62.132955852800002 21.500664456800006 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 3 5 7 -5 6 -3 8 9 10 13 12 -12 25 -11 -15 -4 -8 -7 20 21 -20 -22 24 -19 26 -1 -24 29 -29
right_child=-2 2 16 4 -6 18 17 -9 -10 14 11 -13 -14 15 -16 -17 -18 23 19 -21 22 -23 27 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0015856669288583508 -0.0012489127414389287 0.0009245967934074648 0.001753961005322295 -0.0020923696113064843 0.00030944444568942235 0.00088882630810801859 0.0014895066656286588 -0.0019608443098151503 0.00086036501002054264 -0.00014352964724358315 -0.0021375235562253771 0.00013562645633945588 0.0014721739427861352 0.00017013932213185337 -0.0016941607762876391 0.0015859495226402235 0.00055139588643318704 0.0019614947867131415 0.001602373459588064 -0.00098460080017388329 0.00092137297930407636 0.0003351224787309263 0.00019501732497899483 -0.0024519185097844768 -0.001479573227824667 0.00098308747373491816 0.0016092824345603396 0.00025759281553519283 0.00032598518671775176 -0.0017350058241752335
leaf_weight=0.64446098712960409 0.56469934482083672 0.53731671255081837 2.1150155495852228 1.4709990457631641 1.1868229829706249 2.2435948604834257 0.11861863097146841 0.3653918762011007 2.9821290378458789 1.1026571546681219 1.0741790163447174 30.596896741786168 0.28235203935764719 0.97193654440343413 1.4505611440399659 2.6763098938390613 1.2271330887451766 0.14256409183144547 2.2051028385758391 1.9137571044266213 2.0295108417049041 3.0719007839215919 50.587992949731415 0.85388318076729774 0.71415373962736339 0.33838741733052302 0.12666252872440964 3.3281886335462314 3.748685158076114 1.9672432616353033
leaf_count=282 50 28 34 54 7 31 11 333 27 14 111 1604 7 24 34 50 22 3 83 31 30 44 631 12 317 48 6 41 48 17
internal_value=0.000157168 0.000163672 0.000224771 6.00107e-05 -0.00101986 0.000175289 -0.000928433 0.000127365 0.000145427 9.1127e-05 0.000168717 7.10201e-05 -0.00138619 0.000824854 -0.00102449 0.00120876 0.00131242 -0.00147274 0.000212028 0.000189975 0.000223555 0.000864669 0.000168689 -0.00167816 -0.000906954 -0.00043749 -0.00106087 0.000143072 -0.000147482 -0.000482654
internal_weight=122.639 122.074 76.8047 45.2697 2.65782 73.4625 2.36654 42.6119 42.2465 39.2644 36.7112 31.9534 1.35653 4.75776 2.55322 3.64825 3.34215 1.82922 71.096 68.8524 66.9386 5.277 61.6616 1.7106 0.856718 1.10951 0.771124 59.6321 9.04412 5.29543
internal_count=4034 3984 1383 2601 61 1327 371 2540 2207 2180 2132 1722 118 410 48 74 56 343 956 925 894 127 767 332 320 336 288 737 106 58
is_linear=0
shrinkage=0.00192234


Tree=730
num_leaves=31
num_cat=0
split_feature=0 7 16 7 2 3 6 9 8 10 10 16 17 2 6 3 4 7 6 13 7 6 18 16 6 7 3 16 9 9
split_gain=0.270944 0.655204 0.554974 0.498917 0.412248 0.441059 0.424257 0.564424 0.380343 0.364653 0.767623 0.724462 0.9899 0.489995 0.488323 0.724364 0.562221 0.405723 0.464822 0.546333 0.375721 0.685315 0.370277 0.367153 0.367452 0.341285 0.442502 0.332179 0.49804 0.371283
threshold=85.732241321850012 22.721067571950005 22.824946625350005 22.545611589100002 90.745765132650021 93.921284787200008 16.575387281250006 186.16747084260001 10.441851282850001 64.407391431150018 62.837331883000012 20.894951138500005 199.59317753375004 103.92649527695001 16.235379337050002 88.931506497100017 393.99831167250005 23.109894804950002 16.525386113000007 117.55283175385001 22.835261448650005 16.505385645700006 13.077716774800001 22.624947093000003 16.455384477450004 23.314707969200004 92.913112988300014 22.604947139800004 199.17419511990002 193.67618212375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 6 -6 -1 -8 -9 10 13 14 -13 27 16 -16 -11 20 19 25 22 -22 -15 -21 -25 -19 -27 28 -2 -29
right_child=9 2 -4 -5 5 -7 7 8 -10 11 -12 12 -14 17 15 -17 -18 18 -20 23 21 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.0015042060261574234 0.0018679801609080456 -0.0020926160404642138 0.00058278473480936628 0.0013813295773583052 0.0019900760492785308 5.9321678702140438e-05 0.00095511047941941531 -0.0021002327677402451 0.00022163417086859628 0.00010133033896070985 0.0012069632013946897 0.00024107890688347675 -0.0021241367756026372 0.00068279357638704617 -0.00038723379444005146 0.0016878208420364842 -0.0020147806064789837 0.00070595943154628485 -0.00037271698175904731 0.00031458773538621635 -0.0013531391830774882 9.3967477869784477e-05 -0.00026790825957625407 0.0015370793893778815 0.00059934982696896607 0.00010424368517993553 -0.00094602794949271004 -0.00010751750038666425 0.00046707729636378631 0.00092379149652156288
leaf_weight=1.3262398951555918 1.7288553006947025 1.0609403780690616 0.41458113281987596 0.98495612957776835 0.48834373103454698 6.6394557935036573 1.0257898613126601 0.60985700506716944 0.48852316406555474 47.622522359612503 3.3707853532396248 1.3954421207308763 1.3275100197643039 2.8265137490816397 1.0229113127570593 1.758964169770479 0.48765677412393316 2.6864384590298931 3.8201353321783236 6.8719967114739102 2.3004401456564665 2.7770993611775339 3.5574222586583346 2.5971975615248084 4.2121819481253624 9.0892317146062833 1.8574980231933285 3.144515722990036 2.2396074794232845 2.341467596590519
leaf_count=39 69 102 29 25 5 596 50 38 13 2001 86 15 28 31 25 30 384 24 36 68 37 22 36 35 18 92 26 51 10 13
internal_value=0.000156688 -0.000110444 -0.0013409 4.65694e-05 -7.77125e-05 0.000191603 -0.000634059 -9.07769e-05 -0.00106754 0.000188632 0.000300161 7.3345e-05 -0.000912025 0.000241437 0.000126067 0.000924812 7.98809e-05 0.000151808 0.000267915 0.000357512 -0.000163591 -0.000561662 0.000153019 0.000634331 0.000957014 7.97149e-05 -7.39719e-05 0.000645249 0.00107738 0.000332655
internal_weight=122.075 13.0387 1.47552 11.5632 10.5782 7.1278 3.45041 2.12417 1.09838 109.036 55.4214 53.615 2.72295 52.0506 50.8921 2.78188 48.1102 42.5962 31.1347 27.3145 11.4615 5.07754 6.38394 13.6814 6.80938 13.6332 10.9467 9.45445 3.96846 5.48598
internal_count=4034 897 131 766 741 601 140 101 51 3137 654 2483 43 568 2440 55 2385 425 299 263 126 59 67 121 53 142 118 143 79 64
is_linear=0
shrinkage=0.00196078


Tree=731
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 6 5 5 17 16 17 5 13 19 12 5 7 17 17 19 16 6 8 5 5 13 15 8 10 10
split_gain=0.231879 0.589748 0.551678 0.457994 0.575361 0.409863 0.342363 0.695434 0.406729 0.325412 0.315287 0.302111 0.259351 0.469989 0.633781 0.516653 0.983384 0.412013 1.17821 0.347502 0.46503 0.634701 1.02546 0.92062 1.14071 0.48147 0.394116 0.399194 0.467829 0.676317
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 14.935348962050002 13.716117217950002 17.438757606550002 174.23065882520004 18.734956189500004 162.13109061465002 9.1983704482500013 107.29098706995002 13.751109481500002 145.97209859650005 17.089764221050004 24.202871501750003 183.49170501290004 182.63036160245002 14.251149826300002 22.614947116400003 16.100376182700003 8.1436447804000007 17.719454526200003 20.016397659050003 117.62810858150002 46.074827201850006 8.8430989333000021 61.901748453550006 61.977025281250008
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 11 -8 -9 -2 -1 -6 -11 14 15 -14 -17 18 -15 20 21 22 -19 -24 -25 -22 27 28 -21 -30
right_child=9 2 5 -5 6 -7 7 8 -10 12 -12 -13 13 17 -16 16 -18 19 -20 26 25 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0020349473249632551 0.0011205620582162401 0.00079923581278241757 -0.0019231004459510212 0.0010419765648605141 -0.0020491247541063067 0.00036117881850994665 -0.0020586017749755544 -0.0024759506605352968 0.00036326467485185904 0.0007283279600011585 0.00020531288562992731 0.00039819216189529823 0.00012251346276283929 0.00010481267050254361 0.00036228598183654962 -0.00012095902458168377 -0.0022114694268481985 0.0014513845880507878 -0.0023322233309198605 0.00086434882001779284 -0.00067989940430526589 0.0011941782610985607 0.00090499593550504075 -0.0022171668800760346 0.00057904962952732566 0.00063316217911669592 -0.00049268626450686356 -0.00041044543550941765 -0.0004062840882585298 0.00031081769270197994
leaf_weight=0.24464737054542141 1.5142743247561146 0.55017950900946688 1.4337316386590826 1.8496740620539629 0.22265222037822141 0.38258079439401615 1.3211180112557488 0.23086955680992094 1.2142020653664074 3.4941325720865271 18.947896188622963 1.5033445253793614 2.0416602436453086 5.0360736649890887 4.0426921992329881 1.8088263346580791 1.658211635192856 1.8879082826897482 0.89883533190004516 4.8246938218362621 2.133671393909025 5.7870111807715148 1.4556957930326464 1.3830741767305883 0.94357757247053076 2.1610657477285713 2.9721472378114404 3.4026432193932115 5.7590933043975374 41.446374650884536
leaf_count=296 29 27 237 39 73 8 128 82 86 37 1444 96 13 131 114 42 63 27 23 56 29 66 8 36 14 16 152 83 77 502
internal_value=0.000172597 1.55045e-05 -0.000920902 0.000102289 2.89038e-05 -0.00144195 -0.000602785 -0.00103037 -9.0338e-05 0.000218903 0.000176756 8.24902e-05 0.000204244 0.000183816 -0.000227311 -0.000660001 -0.00112081 0.000232845 -0.000264274 0.00027263 0.000531088 0.000737355 0.000271126 -0.000317985 -0.00108316 -1.91809e-05 0.000202923 0.00024022 0.000282772 0.000223331
internal_weight=122.553 27.9009 2.36649 25.5344 23.6847 1.81631 4.49219 2.76619 1.44507 94.6517 19.1925 1.726 93.1374 89.6433 9.55139 5.5087 3.46704 80.0919 5.93491 74.157 15.752 11.4573 5.67026 3.78235 2.32665 4.29474 58.405 55.4328 52.0302 47.2055
internal_count=4034 2516 272 2244 2205 245 465 296 168 1518 1740 169 1489 1452 232 118 105 1220 154 1066 196 151 85 58 50 45 870 718 635 579
is_linear=0
shrinkage=0.00196078


Tree=732
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 9 19 5 5 17 16 9 7 16 15 7 18 17 18 8 13 0 0 13 0 9 13 2 3 6
split_gain=0.346316 0.553588 0.683036 0.531413 0.672735 0.490246 0.565906 0.444182 0.823213 0.457738 0.368641 0.343735 0.366967 0.389019 0.325422 0.310638 1.08635 1.07891 0.482191 0.473841 0.404415 0.374547 0.853045 0.726141 0.567279 0.533897 0.310188 0.654819 0.318033 0.512976
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 213.27127849780001 13.251069136700002 13.716117217950002 17.438757606550002 174.23065882520004 18.734956189500004 186.68586460755003 23.549545123900007 15.629963450350003 24.273602154900001 25.297859295400006 14.493864790000002 202.58869561095003 14.444150028100003 8.1436447804000007 113.0174028878 91.394134144600017 93.399723909900004 109.72404167800001 90.407470010750018 197.02865361825005 113.97180552410002 118.06771887965002 93.281431752200021 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 3 -3 4 11 -4 -7 14 -9 -10 -2 -1 -13 -14 -6 16 18 -18 21 -19 -21 24 25 -24 26 -23 27 -12 -28 -30
right_child=10 2 5 -5 7 6 -8 8 9 -11 15 12 13 -15 -16 -17 17 19 -20 20 -22 22 23 -25 -26 -27 28 -29 29 -31
leaf_value=-0.00074655354116245193 0.0011948436310884791 0.001031006230581686 -0.0021105949040650706 0.0010542178377881007 -0.00076667552539311592 -0.0021063226530219489 0.0015397380003037283 -0.0020829170027195812 -0.0025065482076542635 0.00044654150573801923 -0.0015471692012374309 0.0020423466712231977 0.00027778249831607717 -0.00088398884521755669 0.00085528743001989831 0.00058959351351222115 -0.0021421188700920346 0.00044588504790986746 0.0014735692476356497 -0.0021814993645551178 4.1771524440148376e-05 -0.0022620509181117648 -0.00056568787174900224 0.0013545656548324524 0.0012410959687035822 -0.00025068221699064839 0.00040206595718854772 0.00049017215161141232 -0.0010176270494588054 0.00018100154790728088
leaf_weight=1.4535476562459866 1.5645283367484797 0.56564250303199459 1.3073951496044172 2.0285046051067175 0.88554090356410498 0.28933883328863874 0.37680668198299827 1.5796884974697607 0.24175729442140426 1.2210023167426696 1.1226415522396558 0.42609162059671035 16.829953051552369 1.1862308186246071 1.0272873558860736 8.5773616811493394 1.4169629435054947 2.1738817233126615 1.2273623971268524 0.62695402465760686 0.63129747391212732 1.0228402311913662 1.5399451837874951 1.489372234791517 2.2469671890139571 1.006806695833802 32.635494648711756 1.3193257618695495 1.4362545296171436 31.040637400299602
leaf_count=1074 29 27 196 39 126 39 10 128 82 86 23 10 603 53 43 82 75 27 18 23 19 32 28 14 32 12 400 17 63 624
internal_value=0.000191524 6.56554e-06 -0.00086857 8.92353e-05 1.04672e-05 -0.00141301 -4.39204e-05 -0.00063597 -0.00110145 -4.15298e-05 0.000251266 0.00017147 0.000243824 0.000201289 0.000104402 0.000234774 0.000197172 -0.000702673 0.000254519 -0.000108396 -0.00106603 0.000234532 -0.000280647 0.00037841 0.000271871 -0.00126431 0.000239633 -0.000446451 0.000265364 0.000127994
internal_weight=120.497 29.4188 2.53918 26.8796 24.8511 1.97354 0.666146 4.95528 3.04245 1.46276 91.0786 19.8958 18.4423 18.0162 1.91283 89.5141 80.9367 4.8491 76.0876 3.43213 1.25825 74.8603 5.05896 3.02932 69.8013 2.02965 67.5544 2.44197 65.1124 32.4769
internal_count=4034 2516 272 2244 2205 245 49 465 296 168 1518 1740 666 656 169 1489 1407 144 1263 69 42 1245 86 42 1159 44 1127 40 1087 687
is_linear=0
shrinkage=0.00196078


Tree=733
num_leaves=31
num_cat=0
split_feature=16 15 18 9 19 15 16 5 10 18 0 5 16 7 18 17 18 18 17 9 7 12 13 18 5 3 0 0 3 3
split_gain=0.345102 0.645924 0.56576 0.49691 0.556158 0.489827 0.59593 0.596455 0.724538 0.772364 0.469057 0.439925 0.349262 0.384165 1.23243 1.11048 0.720599 1.19983 0.565683 0.360233 0.326632 0.270539 0.399665 0.421867 0.323289 0.266628 0.902263 0.494702 0.546412 0.355073
threshold=18.684956306450005 29.037712645600003 14.053554955550002 213.27127849780001 13.251069136700002 27.980927088250002 15.629963450350003 13.8160216159 70.206395618550019 12.909082926650003 102.03236296680001 11.270433591700002 18.734956189500004 25.297859295400006 14.493864790000002 202.58869561095003 14.366548389000002 14.254777969200001 205.83789591070004 210.33238511570002 25.138824731100005 206.61091615435004 102.94912718925001 17.399600107550004 12.451585980350002 86.272621406050021 91.394134144600017 90.407470010750018 89.695028606150018 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 -3 -4 -5 6 11 -8 9 -9 -10 -1 -2 14 16 -16 17 25 -17 -15 -20 -13 23 24 -23 -14 27 28 -27 -30
right_child=12 2 3 4 -6 -7 7 8 10 -11 -12 21 13 19 15 18 -18 -19 20 -21 -22 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.001978408727749556 0.001148945311291421 0.00074733911827735706 -0.0021310327989275007 -0.0021090818250121867 0.0015229438226031032 0.0010322884258105725 0.00026050419187260857 -0.0018720179704843432 -0.0019603103041374924 0.0015893448165613909 0.00046732829279166242 0.00013181700391750364 0.00097036975435528527 0.0011311024465007413 -0.0021624301667792245 0.00072593082426105672 0.0011306305017959263 -0.0015437267854882821 -0.0016099602695382412 0.00031070889419587266 -1.7012186581542672e-05 0.0019848193248309036 0.0019003907011723067 0.0013296789602824104 -0.0020390426451594931 -0.00086489860561303445 -0.0014199062295693757 0.0013561350987970602 0.00038000904160289615 9.8437575925299238e-05
leaf_weight=0.36008524569525846 1.557251666439696 0.58393821257050094 1.3423303223062251 0.28632821750943538 0.37357174877251964 1.9096265237603791 2.1659232864913056 0.39263232378652924 2.1606389225926255 0.6721327299164841 0.35648334585130204 16.897643368676658 1.8118468215689052 3.1572371930815262 1.5290357434423629 1.5485449738334867 3.2839336427859953 1.5000380631536234 1.0445462390780447 5.9091898010810837 0.94049796694889654 0.095796809750025913 0.85882695152213273 0.50094766219626763 0.38640236971514241 1.7585635893046845 1.2845595614053298 1.4897988680750121 35.11462227255106 33.785725756903048
leaf_count=801 29 27 196 39 10 39 210 213 165 90 12 543 22 21 75 21 57 39 32 61 16 5 23 40 103 23 31 24 381 686
internal_value=0.000170905 -1.51254e-05 -0.00095087 -0.00144614 -5.2979e-05 7.53175e-05 1.77063e-06 -0.000551768 -0.00104294 0.000312967 -0.0016165 0.000168351 0.000227936 0.000212703 0.000171821 -0.000766396 0.000231172 0.000192685 -0.000162311 0.000596398 -0.000855234 0.000209601 0.00092317 6.95196e-05 -0.00123964 0.000227301 0.000208967 0.000237967 0.000214392 0.000241939
internal_weight=125.059 29.3433 2.58617 2.00223 0.6599 26.7571 24.8475 5.74781 3.58189 1.06477 2.51712 19.0997 95.7154 94.1581 85.0917 5.06262 80.0291 76.7452 3.53359 9.06643 1.98504 18.7396 1.84197 0.983147 0.482199 75.2451 73.4333 72.1487 70.6589 68.9003
internal_count=4034 2516 272 245 49 2244 2205 690 480 303 177 1515 1518 1489 1407 144 1263 1206 69 82 48 714 171 148 108 1167 1145 1114 1090 1067
is_linear=0
shrinkage=0.00196078


Tree=734
num_leaves=31
num_cat=0
split_feature=16 16 13 16 16 10 8 18 7 17 12 19 12 8 10 16 7 0 3 16 19 7 5 13 8 0 13 0 16 17
split_gain=0.238214 0.319485 0.259906 0.169747 0.74911 0.389525 0.635248 0.46522 0.461601 0.384009 0.513978 0.352469 0.489524 0.362837 0.336797 0.266802 0.265561 0.694796 1.23335 0.936257 0.830533 0.91508 0.427674 0.813916 1.6361 1.10161 0.53205 0.427489 0.342524 0.692121
threshold=12.604970524100002 9.719977270450002 95.862351557400004 18.594956516900002 15.584963555600002 71.015621515800021 8.2435668022500028 13.919698996450002 24.803880018200001 241.79519611995002 151.46967002190004 12.551012654050002 145.97209859650005 7.5441126493500006 69.999384342500022 16.954960351900002 25.335171910400003 94.165934477050016 84.643415779050017 19.199955102150003 13.751109481500002 24.175586727800006 17.679107616400003 112.64908412395 8.1436447804000007 90.407470010750018 113.97180552410002 92.313586825200005 22.494947397000004 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 -1 4 -2 7 9 15 -9 10 11 -7 13 -13 -10 -6 17 19 -19 27 21 -21 -22 24 -24 26 -25 -5 29 -28
right_child=3 -3 -4 16 5 6 -8 8 14 -11 -12 12 -14 -15 -16 -17 -18 18 -20 20 22 -23 23 25 -26 -27 28 -29 -30 -31
leaf_value=-0.0019973004883304035 0.00026078304841068236 -0.001995974415790257 0.0016161206145290504 0.00014553725409102719 0.00071402519437875568 0.0012998076389111979 -0.001944753978894915 0.0019116819015285878 0.0019884032696142421 0.0018093580373407098 -0.0017156127172403921 -1.9024951550571535e-05 0.0013201478654203331 -0.0020475389162792046 -0.002056185274399457 -0.0014926094616509367 0.0005415280493556102 0.00023508136242230944 -0.0018516013826402186 -3.117328633651237e-05 0.0013309625782397594 -0.0023143921249036779 0.00099805452601611669 -0.00071810512966762909 -0.0021800574527457007 0.0014287995720462703 0.00094151650263924402 0.0015558350727893203 0.00017479864944367415 -0.00034366081287759615
leaf_weight=0.11097245407927303 17.505180483585722 0.44374602366542604 0.24659094123489922 1.1571382315014478 0.30971812416464617 0.56509031349560368 1.3429997935891149 0.77922797488281481 0.11635776981711388 0.28688880149275053 1.02135691555668 0.66147798622841925 0.44059222622308869 0.69542016135528684 0.24757074622175423 0.658683973706502 9.2159772214945388 2.9095261886250219 1.7404564984608439 1.9222731908666895 1.3220126286614675 1.0400008618598802 1.0553368665277951 2.3694272208958855 1.5194002226926384 2.8986047105863681 6.0791969226120255 2.8906426973408088 58.868221252108924 2.1919792583212256
leaf_count=481 589 435 14 55 100 13 169 19 3 18 203 45 11 54 64 244 98 29 84 81 12 25 15 32 47 40 175 41 805 33
internal_value=0.000181 -0.00088459 0.000494669 0.000188009 4.26175e-05 -0.000493357 -0.000790873 0.000213084 0.00106018 -0.000368717 -0.000553374 -5.09311e-05 -0.000475573 -0.00105865 -0.000763021 -0.000786875 0.000224859 0.000191682 -0.00054595 0.000232851 0.00018588 -0.00083277 0.000225426 0.000205934 -0.000877408 0.000244457 0.000195068 0.00115267 0.000227295 0.000600926
internal_weight=122.612 0.801309 0.357563 121.811 24.6306 7.12538 5.01383 2.11156 1.14316 3.67083 3.38394 2.36258 1.79749 1.3569 0.363929 0.968402 97.1802 87.9642 4.64998 83.3142 79.2665 2.96227 76.3042 74.9822 2.57474 72.4074 69.5088 4.04778 67.1394 8.27118
internal_count=4034 930 495 3104 1532 943 513 430 86 344 326 123 110 99 67 344 1572 1474 113 1361 1265 106 1159 1147 62 1085 1045 96 1013 208
is_linear=0
shrinkage=0.00196078


Tree=735
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 10 18 13 9 19 16 5 8 8 19 5 16 19 8 7 10 5 18 18 9 0 0 0 3 3
split_gain=0.32309 0.799179 0.808357 0.721721 0.793516 0.578225 1.04475 0.879247 0.54087 0.596354 0.52519 0.403689 0.368337 0.392754 0.388016 0.282622 0.314484 0.326599 0.696576 0.277709 0.921989 1.46663 0.303327 0.705183 0.302601 0.259674 1.77656 0.451253 0.495077 0.292337
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 70.171445662850019 12.909082926650003 104.19119484555002 213.27127849780001 13.251069136700002 18.734956189500004 11.270433591700002 8.1436447804000007 8.0437227585500022 13.351077205700003 13.154029769200003 15.404963976500001 12.451004585100002 8.2435668022500028 25.297859295400006 70.123053416500014 17.089764221050004 14.493864790000002 14.395252042950002 210.33238511570002 93.399723909900004 91.394134144600017 90.407470010750018 89.695028606150018 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 11 6 -6 12 -4 -10 -2 -1 13 14 -7 -13 17 -17 -19 20 22 -22 23 25 -21 26 27 28 -12 -30
right_child=10 2 8 -5 5 7 -8 -9 9 -11 19 15 -14 -15 -16 16 -18 18 -20 24 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.0019781921297844268 0.001288230931086896 0.00098866031624584585 -0.0021718121420683302 0.0010931304623752573 -0.0019920296425752488 -0.0012197905874591535 0.0015680442281071902 -0.0019707953143176761 -0.0021338525714162519 0.0015437102719648131 -0.00082056769837407842 0.0011795276157321346 -0.001728798290097516 0.0016533161467159206 0.00049002885673942842 0.00013932633604050182 0.00056372613226349027 -0.0022507944585225359 9.9611607811575937e-05 0.0010415620318531037 0.00065968098431801387 -0.0018757770127544281 -0.0005206806305535609 0.0013783805665329568 0.00026861672386539222 0.00082851119900983518 -0.0017708295862183781 0.0011362946011335871 0.00035116893711980126 9.5341581109209628e-05
leaf_weight=0.32543760553609402 1.7282828863244493 0.61946009230450672 1.5767215015584954 2.5016761075094101 0.45853448232446581 0.98082812671418773 1.0261855591379569 1.9081828880007377 0.30460126219259098 0.38230432850832585 1.7926873639225949 1.1208100523817872 0.55028842692263413 0.47247600578702975 1.0636491262121124 10.581501601206584 5.3527223188430062 0.73316244192937974 1.4309243638417681 2.9500890402123314 1.5151339285075658 2.0830618863692507 2.1482201025355598 1.9903074111789454 5.7286893273121677 2.418285969644784 1.7601180155761529 2.0213651321828356 34.334184463601559 34.358238538106889
leaf_count=798 29 27 196 39 214 185 96 117 39 10 23 102 39 7 46 484 43 55 19 21 14 98 58 24 61 19 42 28 413 688
internal_value=0.000160162 -1.22664e-05 -0.000996055 8.72323e-05 -9.53601e-06 -0.000605299 0.000468566 -0.000925752 -0.00153919 -8.70674e-05 0.000217238 0.000187384 -0.000275613 4.21009e-05 -0.000330249 0.000224054 0.000164882 -2.6189e-06 -0.000696673 0.000197356 0.00016302 -0.000808142 0.000206256 0.000226105 0.000531356 0.000196198 0.000175608 0.000222859 0.000196663 0.00022321
internal_weight=126.218 31.3895 2.88309 28.5064 26.0047 6.46014 1.48472 4.97542 2.26363 0.686906 94.8287 19.5446 3.06724 2.51695 2.04448 19.2191 18.0983 12.7456 2.16409 93.1004 84.4216 3.5982 80.8234 78.6752 8.67878 76.6849 74.2666 72.5065 70.4851 68.6924
internal_count=4034 2516 272 2244 2205 704 310 394 245 49 1518 1501 277 238 231 703 601 558 74 1489 1407 112 1295 1237 82 1213 1194 1152 1124 1101
is_linear=0
shrinkage=0.00196078


Tree=736
num_leaves=31
num_cat=0
split_feature=0 7 16 7 0 17 17 9 16 16 4 6 10 7 7 2 4 2 18 0 5 10 2 19 13 5 5 9 18 9
split_gain=0.0611616 0.35056 0.33753 0.333905 0.237608 0.168391 0.224214 0.1862 0.17256 0.179571 0.133279 0.14105 0.140934 0.135803 0.168519 0.115612 0.134559 0.105758 0.107766 0.234409 0.171946 0.141494 0.145682 0.100983 0.408791 0.370017 0.457065 0.28364 0.235911 0.338003
threshold=85.732241321850012 22.721067571950005 22.824946625350005 22.545611589100002 85.764502819450016 188.83172615260003 184.67080164680002 184.36538191430003 23.344945409400005 23.314945479550005 120.66459519255001 14.665342653400002 62.052302108850007 21.725272673150005 21.623105384250003 319.18044405035005 327.38578912530005 41.467794892200004 11.928667296000002 78.626646483100004 29.026000224750003 55.513971935650012 105.22786026870001 14.451165964200003 115.12515406205002 20.305669781650003 21.454033346250004 196.64273721640004 13.204532713600001 206.75106037490002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 6 8 -8 9 10 -1 -12 13 14 15 16 17 -13 20 -20 -19 22 -22 -6 27 -26 -27 -25 -28 -30
right_child=4 2 -4 -5 23 -7 7 -9 -10 -11 11 12 -14 -15 -16 -17 -18 18 19 -21 21 -23 -24 24 25 26 28 -29 29 -31
leaf_value=-0.099791683469827114 0.051367355175221736 -0.09886503176004538 0.036454568787705428 0.067848351154088646 0.00036563696802148531 0.031151753515254194 -0.005648537125841689 -0.063173970014396411 -0.097965401230900015 0.09640751193961071 0.092907928203076515 0.094975482431033223 -0.097220443007110441 0.032617550904796414 -0.10150869774736722 -0.095106569630104595 0.091302213089374293 -0.062390106182112791 -0.096753117098094685 -0.0017561978783359922 0.096097523474071994 0.090520451209316996 -0.095178090597548712 0.0043813224577919137 0.059145598270652668 -0.017562702840931352 -0.013926035915612599 -0.084582388102290768 0.042896001631691091 -0.0059714726049195114
leaf_weight=0.11378418421372627 0.86602438241243263 0.62740250467049907 0.22144990402739495 0.59831172024496471 74.043092395585461 0.96648955326963903 0.91785775244488865 1.0965664707327958 0.14989310409873713 0.18222675845026959 0.15113812881509181 0.092821743339302709 0.12774961841387256 1.01079672150081 0.16138653457164753 0.11227821077591205 0.14300010755323445 0.15043539803082229 0.29717921641895362 1.0302898182635543 0.057557489722967148 0.30585812806384638 0.091673689990784624 0.6114220032468427 1.4337255842983712 3.9652177104726416 1.3487044051289556 0.66363686881959438 4.581625534046907 1.731950143817812
leaf_count=7 15 102 29 25 2842 43 23 29 9 4 8 4 136 18 5 37 7 88 213 21 1 12 76 17 42 57 19 23 93 29
internal_value=0.00151696 -0.00606957 -0.0635626 0.000221683 0.00224855 -0.00543021 -0.0111397 -0.0369629 0.00131074 0.00500492 0.00067413 0.00373708 -2.64016e-05 0.00356917 -0.00845222 -0.00186851 0.00295837 -0.00327773 -0.00799582 -0.0230231 0.0249479 0.0538185 -0.0214043 0.00176724 0.00900613 0.0139778 0.00840844 -0.0419221 0.0218485 0.0294906
internal_weight=97.8515 8.60615 0.848852 7.75729 89.2454 7.15898 6.19249 2.01442 4.17807 4.02818 3.84595 3.73216 3.58103 3.45328 2.44248 2.28109 2.16882 2.02582 1.93299 1.32747 0.605525 0.455089 0.149231 88.3794 14.3363 13.0612 11.6275 1.27506 7.66228 6.31358
internal_count=4034 897 131 766 3137 741 698 52 646 637 633 626 618 482 464 459 422 415 411 234 177 89 77 3122 280 240 198 40 141 122
is_linear=0
shrinkage=0.0942322


Tree=737
num_leaves=31
num_cat=0
split_feature=16 16 14 7 3 16 5 10 8 5 10 8 7 0 3 16 19 7 0 9 16 3 0 13 9 18 3 18 6 6
split_gain=0.262553 0.689027 0.474029 0.449306 0.763856 0.530478 0.442642 0.433747 0.367779 0.332642 0.31367 0.255937 0.251872 0.722952 1.16885 0.862679 0.855291 0.986627 0.416539 0.370787 0.358012 1.49167 0.959808 0.387367 0.35698 0.763537 0.334018 0.520779 0.653841 0.5149
threshold=18.594956516900002 15.584963555600002 171.16849715720005 25.138824731100005 77.69375151185001 18.404956961200003 11.270433591700002 70.206395618550019 8.0437227585500022 16.632399885950004 78.728807892050014 7.5441126493500006 25.335171910400003 94.165934477050016 84.643415779050017 19.199955102150003 13.751109481500002 24.175586727800006 92.313586825200005 188.96048214565005 19.974953289850003 88.315849585200013 90.407470010750018 113.97180552410002 197.90890142995002 11.862896247150001 93.281431752200021 13.276755824150003 16.455384477450004 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 6 -3 5 10 8 -1 -6 11 -7 -5 -4 13 15 -15 18 17 24 19 -2 -18 -22 23 -23 25 -17 27 28 -25 -28
right_child=12 2 3 4 7 9 -8 -9 -10 -11 -12 -13 -14 14 -16 16 20 -19 -20 -21 21 22 -24 26 -26 -27 29 -29 -30 -31
leaf_value=-0.0019790725155599581 0.0010284705347225252 -0.0019477890454285718 6.6049763186936219e-05 0.0015662281420974237 0.0014575250352937344 0.0020163199371946517 0.0002476327180657816 -0.001956569048018868 0.001047094657551859 -0.0022722715074754252 -0.00071926312252576876 -0.0020353299004748971 0.00052969424447626642 0.00020514375329890215 -0.0018470590621124106 0.00099236455159937699 0.00093901366603373385 -0.0023417610781284732 0.0015298012638718596 -0.0012065676937302839 -0.0017353344515174467 -0.00055734606305304077 0.0014094867051100304 0.0013260483592315313 0.00083828424739843834 -0.0022008215814808565 -0.0010630119669170607 0.0002481588679271285 -1.4206501417440207e-06 0.00013810371375880866
leaf_weight=0.349901660750226 0.7245177220320318 0.77682472635205968 1.5915422751204462 0.50021195551380548 0.15627795085310925 0.080995745956897625 18.005178971647183 1.6926813037498503 1.6398851496051063 0.49145310239691753 0.42877433647663565 0.25911411480046798 9.2126433964585868 2.8105077091604462 1.7200722114648668 0.52169474260881521 2.6224104154971419 1.0713572098175062 2.8132257224060595 0.47082167211920023 1.4975954303517927 2.5145179945975533 2.6086062472313634 4.150257244706153 0.97546764463186253 0.64242420723894611 1.4328774124442123 28.690756407799199 2.1736802943050861 32.396245965515845
leaf_count=798 45 116 370 23 4 1 721 218 37 103 55 16 98 29 84 29 34 25 41 10 51 33 37 43 5 47 61 356 16 528
internal_value=0.000174916 -5.57223e-07 -0.000496296 -0.000331471 -0.000939192 8.40395e-05 0.000205185 -0.001668 0.000370961 -0.00166548 0.000511358 -0.000228169 0.000220929 0.000189265 -0.000573992 0.000229801 0.000186017 -0.000805773 0.00111779 0.000148131 0.0002268 0.00020205 0.000241276 0.00019857 -3.66569e-05 -0.000769809 0.00022618 0.000360426 0.000869767 8.72289e-05
internal_weight=125.023 25.9728 7.61776 6.84094 2.77795 4.06299 18.3551 1.84896 3.49054 0.572449 0.928986 1.85066 99.0497 89.837 4.53058 85.3065 81.2979 3.21094 4.00857 1.19534 78.0869 75.4645 73.9669 71.3583 2.13959 1.16412 68.8438 35.0147 6.32394 33.8291
internal_count=4034 2462 943 827 300 527 1519 222 423 104 78 386 1572 1474 113 1361 1265 106 96 55 1159 1125 1074 1037 81 76 1004 415 59 589
is_linear=0
shrinkage=0.00196078


Tree=738
num_leaves=31
num_cat=0
split_feature=10 5 9 8 2 7 7 6 3 13 17 0 17 7 7 13 18 7 16 17 6 0 17 12 18 15 5 19 7 8
split_gain=0.0619165 0.243771 0.332722 0.406006 0.183149 0.176665 0.335716 0.165912 0.164589 0.147419 0.288321 0.135751 0.274418 0.194094 0.246399 0.123106 0.107213 0.350435 0.454512 0.333168 0.239901 0.333842 0.300062 0.457116 0.280697 0.234202 0.312776 0.370519 0.290593 0.230597
threshold=61.622148808000013 27.084128732200003 191.29995577870002 8.3434888241000014 319.18044405035005 21.725272673150005 20.873561687950005 17.225402468750001 108.56262776565002 117.69263157665002 188.83172615260003 85.667718326750006 189.31157886915003 22.444423115000003 19.506002767000002 120.87576600310001 13.327513832500001 23.203497038450006 22.594947163200004 199.20888372035003 16.495385412050002 86.692020874450009 198.24432709335002 144.57070813310003 13.3584252364 45.169600924000008 25.568932055400001 14.451165964200003 23.225757870600003 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 3 7 5 6 8 -1 -3 11 -11 12 13 14 -2 -10 -13 18 19 20 21 -18 23 29 -25 28 27 -27 -19 -23
right_child=9 4 -4 -5 -6 -7 -8 -9 15 10 -12 16 -14 -15 -16 -17 17 25 -20 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.096206698224904158 0.07078075031268323 0.044849970874535988 -0.093544930678040678 0.058563276115398986 -0.088037466543732665 0.078213804277967397 -0.092121897196359548 0.043390047728119281 -0.087955404631349363 -0.0092368808021321171 0.030812317510964912 0.0064763649446817496 -0.090715363416236178 0.01970162459560176 -0.090705911690451918 0.057272770601037741 -0.066824510351812527 0.081525166542396263 -0.082147905594678744 -0.073730268585401992 0.04690897910444581 -0.085662760307869193 0.091228959450819061 -0.095062522684008735 0.063204527558957557 -0.099090999207193664 0.012662467831190207 -0.004595182263886762 0.0020114142880929067 -0.011634920459287922
leaf_weight=0.30610602066599246 0.092794125142971806 0.7754857515246838 0.51551005008514039 0.39560808800160885 0.12974940128651713 0.31107263464946289 0.22177704598288983 0.081758550031736377 0.14186031671306409 2.2234900747425845 3.51759350678185 22.958562972169602 0.36362040143058028 0.8223634474343271 0.31364683898755175 0.06428027362562716 0.65723571507987788 0.3504833833721922 0.80917476641479869 0.55991028042626556 0.63769170315936197 0.49094608394352757 0.26115589588880528 0.096334939589723834 0.71727912780193037 0.66839388391235777 0.89430771581828583 0.59389275405555964 56.864452742042772 0.91004557115957141
leaf_count=54 5 79 52 12 46 17 15 44 148 21 35 330 72 31 237 12 16 9 16 32 16 57 2 3 155 26 19 25 2427 21
internal_value=0.00139428 -0.0110409 -0.0392285 -0.00348938 0.0112281 0.0197324 0.00461534 -0.0667809 0.026471 0.00178034 0.0153015 0.000908744 -0.024281 -0.00462213 -0.0538371 -0.0426693 0.00136733 -0.000450891 -0.0222582 -0.0110678 -0.00176298 -0.0116697 0.00297214 -0.00743548 0.0444651 0.00143696 -0.0267258 -0.0546317 0.00249849 -0.0375763
internal_weight=97.7466 2.94321 1.29898 0.783473 1.64423 1.51448 1.2034 0.387865 0.981626 94.8034 5.74108 89.0623 1.59242 1.2288 0.406441 0.206141 87.4699 64.5113 5.13977 4.3306 3.77069 3.133 2.47576 2.21461 0.813614 59.3715 2.15659 1.26229 57.2149 1.40099
internal_count=4034 479 162 110 317 271 254 98 239 3555 56 3499 345 273 242 160 3154 2824 318 302 270 254 238 236 158 2506 70 51 2436 78
is_linear=0
shrinkage=0.087056


Tree=739
num_leaves=31
num_cat=0
split_feature=6 7 7 17 5 13 14 8 3 4 5 2 19 15 10 2 12 5 12 12 8 6 7 16 12 7 4 15 19 6
split_gain=0.0618872 0.124526 0.171329 0.133041 0.0925374 0.172271 0.163684 0.134274 0.0971454 0.286376 0.262204 0.234867 0.210455 0.423566 0.129806 0.099355 0.286797 0.0904563 0.189078 0.212453 0.216719 0.405435 0.206659 0.179784 0.226246 0.168545 0.310878 0.28152 0.354103 0.309535
threshold=6.9501623894500009 22.671301016600001 22.545611589100002 176.44238483465003 13.154029769200003 107.54907905045002 332.05400081050004 8.0437227585500022 81.105404879350019 169.88079978325004 16.078966488550005 128.12657635055004 11.850956171350001 23.292710050100002 75.634392583900009 81.787075821300007 200.88600031510001 16.569990495050003 93.660658182900008 96.720516239650024 8.9430209551500024 18.080422446150003 21.725272673150005 15.089964713100001 161.47699165635004 23.576742473100005 161.32746469610001 30.243446395250004 13.051052998800001 16.575387281250006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 6 7 -2 9 -6 11 -10 -11 -14 17 -15 -17 -12 25 -20 23 -22 -23 24 -21 27 -27 28 -19 -29
right_child=4 -3 -4 -5 8 -7 -8 -9 10 12 14 -13 13 15 -16 16 -18 18 19 20 21 22 -24 -25 -26 26 -28 29 -30 -31
leaf_value=0.086409720091771419 0.053759996631811392 -0.090056284308151435 0.084062553239556276 -0.090803684611314814 -0.093602282592888233 -0.092339627989621614 -0.089887604910833904 -0.051445270568809792 0.07717406826496423 0.0061339628799968139 0.017988702641866548 0.010064043391042683 -0.091391421693809399 0.020662437730985864 -0.028173267201823112 -0.091198843326565027 0.0024291717742105576 -0.017987992219733441 0.025477910757964378 -0.098272774911199415 -0.070128647110571762 -0.045556578200207046 0.045592392857152136 0.0026739982622104698 0.027086253811151938 -0.046123377466890242 0.017899605751981261 -0.054258963875299819 0.057983866585237895 0.01277375376599358
leaf_weight=0.043375732290768521 0.98039080324588102 0.17573649688119986 0.12475178246677388 0.14529124259479431 0.29870649269287142 0.090896364301442989 0.077735378038596425 0.10599853811072535 0.67367281205952068 4.8496644013926016 2.602490516845136 1.0553526564799538 0.58877453640525379 0.7153714802116159 1.163410352419304 0.33885207015555341 1.0806684432027394 0.88559616576094313 3.0414644969496285 0.30456376712027022 0.9191684093675565 0.29812738466716837 0.57328240782953799 69.473820952783171 0.18097208709423285 2.1866613426245753 0.82313527981750656 1.161378753371537 1.0660999704523417 1.0204012650065122
leaf_count=12 254 696 11 64 45 5 54 30 13 188 32 37 85 5 29 48 66 23 77 89 47 31 39 1760 122 62 11 20 40 39
internal_value=0.00128118 -0.0302238 0.00332481 -0.0500612 0.00144079 0.0253955 0.0345884 0.0434952 0.00112533 -0.0083228 0.00197602 0.0362118 -0.00495921 -0.0247113 0.00128531 -0.00632185 -0.0199207 0.00169072 0.00117305 0.00249133 0.00151694 -0.0289875 0.0144084 0.00229768 -0.0515481 -0.0126296 -0.028614 -0.000990535 0.0235111 -0.0229083
internal_weight=97.0458 0.489155 0.313419 0.188667 96.5567 1.25502 1.16412 1.08639 95.3016 7.87204 87.4296 1.72903 7.57333 2.72367 85.7006 2.13489 1.41952 84.5372 81.9347 74.7914 71.7499 1.79058 0.87141 69.9594 0.485536 7.14327 3.0098 4.13348 1.9517 2.18178
internal_count=4034 783 87 76 3251 343 338 284 2908 437 2471 50 392 204 2421 119 114 2392 2360 2165 2088 117 70 1971 211 195 73 122 63 59
is_linear=0
shrinkage=0.0887971


Tree=740
num_leaves=31
num_cat=0
split_feature=0 17 15 9 9 10 3 4 18 7 6 13 0 13 3 9 0 0 15 3 13 2 15 16 17 16 15 17 10 0
split_gain=0.21779 0.272328 0.210199 0.196409 0.44429 0.247624 0.22191 0.226261 0.262745 0.319642 0.275815 0.477388 0.182638 0.168347 0.228163 0.161397 0.35545 0.823631 0.48113 0.301567 0.646207 0.26266 0.374198 0.234629 0.287397 0.230352 0.391665 0.184621 0.178889 0.893649
threshold=103.33357670195001 241.79519611995002 20.123524217100002 179.18874144770004 177.77223095870002 72.378669787950017 108.47659710545001 377.6847677435 12.348791801350002 22.356277907050004 14.595341017800001 105.33378955095002 85.877418060900013 116.35915634395 103.00289635185001 186.68586460755003 85.732241321850012 85.624702996650015 35.098844929350008 94.421337999450017 121.87049551135001 118.06771887965002 35.965617804200001 22.824946625350005 177.64087306825002 22.704946905950003 36.207782793200003 187.51563899930002 66.964115113200009 91.937202686950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 4 5 6 7 8 13 10 11 12 -10 14 -1 21 17 18 -17 25 23 22 27 -21 -25 26 -20 -5 -18 -30
right_child=1 2 -4 15 -6 -7 -8 -9 9 -11 -12 -13 -14 -15 -16 16 28 -19 19 20 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.0011667694176602484 -0.0019743963385065572 -0.0019801883715533548 0.0012338002945388995 0.00023146798040278636 -0.002172657144424368 -0.0019775783666925576 -0.0013006404947456616 -0.0019863808759309973 0.0010114826877381708 0.00099896599470902445 -0.0020839395848061149 0.0017427066346793957 -0.0020248421792396958 0.0019741032875253278 -0.0020178161782578499 -0.0020599536291446702 0.00026699033639431832 -0.0020931111175179853 0.0020638953430401081 -0.0022223287944680712 0.0015526248640880742 0.00086602763355312631 -0.00023927400066248451 -0.0020860344501080347 0.00051365777297215118 0.0012303469131975217 -0.0020348180635929494 0.0012190413195095646 -0.0016540016482997897 0.00014580517923322187
leaf_weight=0.33790899209270797 0.40553403461649296 0.10901368764461949 0.27709611947648227 1.4867289855028487 0.41282667219638813 0.23385778639294574 0.38145956931839453 0.15945796739015339 0.09781963019941009 0.72431697774300108 0.36086292303298251 0.33815569183207117 0.34405200285618776 0.53605296881869435 0.11625497607747093 0.37869343855709248 58.281254454050213 0.85822904430096958 0.14352901279926333 0.4546407649759201 0.49458560626953829 3.4977003892417997 3.45439188554883 0.25490879453718662 0.45588742307154462 1.3364643615204839 0.23871662778037717 1.4256804292090235 1.0885212002322067 41.434375151664426
leaf_count=24 864 57 12 22 12 199 186 59 6 44 252 14 76 15 58 51 685 49 1 12 12 50 39 13 41 14 69 34 50 1014
internal_value=0.000172816 -0.000852241 0.000326367 0.000179617 -0.000245171 -2.59776e-05 0.000108401 0.000286681 0.000413618 -1.97568e-05 -0.000666513 -1.07714e-05 -0.00135267 0.00122994 0.000351593 0.000194514 0.000172072 -0.000360013 3.58421e-05 0.000270742 -0.000325317 0.000434351 0.000197202 -0.00112227 -0.000418655 0.000846448 -0.000495796 0.000714904 0.000196435 9.97329e-05
internal_weight=120.119 0.791644 0.38611 119.327 4.04303 3.6302 3.39634 3.01488 2.85542 1.86521 1.14089 0.780027 0.441872 0.990217 0.454164 115.284 105.42 4.61566 3.75743 3.37873 1.66002 9.8645 6.3668 1.16544 0.710796 1.71871 0.382246 2.91241 100.804 42.5229
internal_count=4034 933 69 3101 945 933 734 548 489 392 348 96 82 97 82 2156 2011 262 213 162 78 145 95 66 54 84 70 56 1749 1064
is_linear=0
shrinkage=0.00196078


Tree=741
num_leaves=31
num_cat=0
split_feature=2 4 2 2 2 12 12 0 2 16 15 17 13 9 9 10 6 18 5 3 18 6 0 13 15 5 9 6 2 6
split_gain=0.0602483 0.901116 0.234412 0.343317 0.20993 0.188778 0.360738 0.188068 0.176779 0.164011 0.268766 0.54911 0.289336 0.228484 0.747326 0.479475 0.585033 0.365674 0.251435 0.35572 0.422862 0.240056 0.553484 0.322915 0.232122 0.228165 0.498812 0.227571 0.271849 0.247154
threshold=130.66814494305004 222.75625367455004 137.02423825130003 140.91298750955002 130.44142995155002 149.09269374785001 145.97209859650005 86.329079026800017 128.12657635055004 22.624947093000003 46.074827201850006 199.03437346465003 117.50981642375002 197.02865361825005 197.55459634620004 62.030794443850006 16.455384477450004 13.192618516750001 24.367802910700004 93.216908757050007 13.581061237400002 16.465384711100004 86.103248543850015 117.59584708395001 46.683480308100009 22.327062271350005 202.16842692300003 16.455384477450004 188.47750099235003 16.395383075500003
decision_type=2 2 2 2 2 2 2 2 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 7 5 6 -1 -4 -7 13 11 12 -11 15 -15 21 17 -17 19 20 -16 -5 23 -23 -20 -22 -27 29 -29 -14
right_child=1 2 3 9 -6 8 -8 -9 -10 10 -12 -13 27 14 18 16 -18 -19 24 -21 25 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.0026607373725360799 -0.10765463228757043 0.030655749921623857 -0.1135965127216421 -0.030417882500041533 0.046749865913067699 -0.05384820899902075 0.055858028546252179 -0.023596216036106194 0.0039011333582628701 -0.02578429668476442 -0.034304787175978277 0.061016203038066513 0.0064483299778567479 0.090840406037421356 0.053997011186215263 0.071765675126319428 -0.10259826475723227 -0.028439324648301692 0.093630683442520721 -0.040763903914991059 -8.6905678341928739e-05 0.0071083461124419054 0.072314045217398468 -0.098601559377192033 -0.00031576257119116623 -0.11837315817963857 -0.0037147941970767711 0.019799135012131982 -0.01579074800106018 0.058831436358329069
leaf_weight=43.886011218427939 0.66614427519380015 2.1086991514875981 0.33265927061438461 1.0226872842772556 0.94641712015436397 0.95242095389403292 1.1156124652316055 0.49013836166591318 0.86176359026285354 2.1768757244572035 1.185434562517911 1.6841580509790208 1.5549876177683457 0.7702799088438067 1.1628623008728123 0.33826330748343014 0.89583333230530104 3.8317317995666258 0.44194319192320008 2.0214586080764994 14.601104191104243 1.4971110011642852 1.1272727884352205 0.29527974272787094 0.45615351711967378 0.45734591782092948 1.1093058750775524 3.7476404565095436 3.5831637007649988 1.5203960380749775
leaf_count=1551 93 60 6 49 16 26 42 35 15 18 82 68 21 11 9 20 35 846 20 36 646 112 12 28 28 7 48 41 34 19
internal_value=0.00133661 -0.00093658 0.000531826 -0.000840025 0.00367248 0.00280163 0.00397952 -0.0599836 -0.0264164 0.000229935 0.00796361 0.0114756 0.00484494 -0.0037498 0.00152562 -0.0160599 -0.0348624 -0.0203109 -0.00187175 -0.00408942 0.000188328 0.00810091 0.0215931 -0.0103064 0.0459142 -0.00368185 -0.0371865 0.0112523 0.00240345 0.0323453
internal_weight=96.8412 49.0789 48.4128 46.3041 47.7622 46.8158 45.0016 0.822798 1.81418 45.4813 15.4527 14.2672 12.5831 30.0286 21.0205 9.00818 5.06583 4.17 20.2502 19.3521 17.3306 3.94235 2.91966 1.79239 0.898097 16.1678 1.56665 10.4062 7.3308 3.07538
internal_count=4034 2384 2291 2231 1650 1634 1593 41 41 2190 283 201 133 1907 805 1102 901 866 794 746 710 201 152 140 48 701 55 115 75 40
is_linear=0
shrinkage=0.0923845


Tree=742
num_leaves=31
num_cat=0
split_feature=10 18 6 8 17 5 7 13 13 15 7 7 18 5 17 12 7 15 19 17 17 3 0 14 0 10 3 16 5 2
split_gain=0.0580728 0.139122 0.101403 0.0913129 0.165557 0.0672653 0.059463 0.244347 0.122196 0.092822 0.0835868 0.274452 0.419931 0.421567 0.426462 0.411863 0.29493 0.243202 0.194705 0.153335 0.245367 0.347961 0.215961 0.148109 0.368548 0.365478 0.690332 0.278826 0.408324 0.760994
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 7.1444245619500011 190.11254901275001 13.524641568350001 26.459406588900006 107.18613720285002 101.19625248820002 35.215351613950006 24.384659815400003 24.786990758350004 14.766576839600001 18.613387752550004 199.20888372035003 93.660658182900008 24.825560278350004 18.563284541500003 12.651020723000002 207.10399803250002 204.49254535040004 88.931506497100017 88.606203063300015 391.86095043435006 93.399723909900004 70.206395618550019 83.538459487450012 18.344957101500004 14.121416629950001 189.28685862455004
decision_type=2 2 2 2 2 2 2 2 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 -5 10 8 -8 -10 19 12 13 -12 -15 -13 -17 -18 -14 20 -1 -22 -23 24 -19 -26 27 28 -27 -30
right_child=1 2 3 4 -6 -7 7 -9 9 -11 11 15 18 14 -16 16 17 23 -20 -21 21 22 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.0027182174071583233 -0.090930635953026764 -0.089391559504054183 0.082588018404207403 -0.037856606529226809 -0.089698340520502948 0.089338229684465434 0.013434641633992961 0.068717949438249507 -0.058861186259201233 -0.00028301220223667599 0.016799581485454924 0.061398441266053955 -0.014161958237544436 -0.087629312750491947 -0.0070570019642923259 0.047585613310876566 0.035762751894914901 -0.065596488104185571 -0.084070769253547603 0.040426640888702098 -0.10858877574813797 -0.056755459039231043 0.039727565072121919 0.031995271095775255 0.036560546504281817 0.0071333824243956304 -0.094020559817413946 0.0071740854301736139 -0.078542266814499925 0.031097133306805538
leaf_weight=65.796942046542199 0.18287890308272281 0.082382468170067114 0.12245110123240011 0.047207027853801264 0.11656264877819922 0.10729338601231575 2.463015991010252 0.52082721613987804 0.37163439666619513 0.50061008706688881 2.6772746468777795 0.87834803899750369 0.46314272123890965 0.79528829891933162 1.4854475532192735 0.92997001684853131 1.1316337381349502 0.85237924475222548 0.97635986233399308 0.82971675780572596 0.37771926161803893 0.33336849246552447 0.40534204244613647 0.7301986449419936 1.4581339295546047 2.0677468337380525 0.73285467821188 6.2524413485080004 1.713942092843354 0.7042815415188669
leaf_count=1974 371 425 13 73 72 6 102 19 43 4 39 42 30 79 56 24 38 25 68 33 13 33 12 59 33 52 109 31 108 48
internal_value=0.00117 -0.0251038 0.000192318 0.0189468 -0.00980278 0.0504743 0.00135134 0.0121531 0.00332005 -0.0252412 0.000896583 -0.00362438 -0.0193573 -0.00709887 -0.0351524 0.00214298 -0.000997374 -0.0038855 -0.0615784 0.00248822 0.00201779 -0.039262 -0.00381371 -0.00697724 -0.00904212 -0.00531374 -0.0106365 -0.00494581 -0.0218382 -0.046611
internal_weight=96.1074 0.658776 0.475897 0.393514 0.271063 0.1545 95.4486 3.85609 3.33526 0.872244 91.5925 23.8494 6.39751 4.95801 2.28074 17.4519 16.5736 15.6436 1.4395 67.7431 66.9134 1.11643 0.738711 14.512 13.7818 12.9294 11.4713 10.7384 4.48597 2.41822
internal_count=4034 960 589 164 151 79 3074 168 149 47 2906 841 272 174 135 569 527 503 98 2065 2032 58 45 465 406 381 348 239 208 156
is_linear=0
shrinkage=0.0887971


Tree=743
num_leaves=31
num_cat=0
split_feature=5 15 10 15 6 17 6 3 17 6 3 3 10 18 3 2 6 6 0 3 13 3 3 5 7 5 0 0 16 6
split_gain=0.251622 0.477384 0.91141 0.521229 0.426819 0.717547 0.653673 0.41979 0.381257 0.397855 0.434382 0.410328 1.12183 0.326558 0.605373 0.717696 0.606896 0.602515 0.602466 0.930784 0.904065 0.691189 1.35521 0.730053 0.661737 0.551365 0.829025 0.563951 1.07103 1.05983
threshold=23.545618314050007 42.713473568600008 62.084563606450011 42.493282152450007 16.405383309150004 203.72643944000004 15.885371159150003 92.437255899200025 199.03437346465003 16.445384243750002 93.663192806700025 93.72771580185001 61.853356207250009 13.975517741000003 93.281431752200021 198.51835910855002 16.455384477450004 16.285380505300001 87.818484831100008 92.781378539900018 116.19247193985002 89.356282881700011 88.931506497100017 20.748863230450002 23.445318439400001 20.374719724350005 92.501778894350011 94.047642319350018 19.199955102150003 14.865347326450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 13 5 6 -2 -6 9 -9 -11 -12 -13 14 16 -16 17 -1 19 -15 21 22 23 24 -20 26 -26 28 -28 -29
right_child=4 2 -4 -5 7 -7 -8 8 -10 10 11 12 -14 18 15 -17 -18 -19 20 -21 -22 -23 -24 -25 25 -27 27 29 -30 -31
leaf_value=0.00039936678534035358 0.00046105946145997726 0.0018226482700997337 -5.4708746594411469e-05 -0.0011012138161156659 0.0020303119073201933 0.00049664554071049156 -0.0023350671257874912 0.00091473629022217581 0.0010156332746326551 -0.00092557045739936504 0.00056059402934887108 0.00011792011179345936 -0.002188733341887811 -0.0023357800021115158 0.00013570604381069574 -0.0013159516550427725 6.4712118528295468e-05 0.0010427132404084779 -0.0017460552603174436 0.00045384779866519502 0.0017727563599153743 -0.0015116903401343371 0.0019887696963745171 -0.0018439654723299576 -0.001307010171987764 0.001869195346256933 0.0016928747827270607 0.00011456338735440151 -6.0233078848389417e-05 -0.0019306386185075899
leaf_weight=15.64695419902637 0.44017702614474119 1.9691919903270894 2.0080426484928466 1.2014197297394265 0.4146445959340771 1.0507718852240939 1.1916944130971385 1.366002743015996 1.3509139047455381 2.4965264685451976 3.1794518302194756 4.1200086429598741 1.0091969035493091 0.97226643725298234 19.867007648026632 1.4017875842364436 10.454559779725967 8.7135126292705518 0.74215858368915988 0.87252600789361168 1.2476594988256682 1.0238635368150415 1.4411345292464819 0.76339052629191329 1.5661742190131906 0.68285762413870443 2.4572291262229546 35.049760832505399 2.9462996100774035 1.0019954028539348
leaf_count=260 47 24 42 11 9 27 68 19 34 24 13 403 215 45 309 23 77 120 121 16 23 39 33 76 47 26 39 1780 35 29
internal_value=0.00017425 0.00020765 0.000874801 0.000183093 -5.08933e-05 -0.000767108 -0.00158085 8.69689e-05 2.73778e-05 -8.23115e-05 -0.000208359 7.14323e-06 -0.000335926 0.000197534 0.000300666 4.00299e-05 0.000459891 0.000629486 8.36016e-05 -0.00101638 0.00012508 8.19601e-05 0.000116936 5.72689e-05 8.99235e-05 0.000121101 9.33543e-05 0.00014626 0.000736984 5.77206e-05
internal_weight=128.649 112.03 3.97723 108.053 16.6194 2.68264 1.63187 13.9367 13.5221 12.1712 10.8052 8.30866 5.12921 106.851 56.0838 21.2688 34.815 24.3605 50.7673 1.84479 48.9225 47.6749 46.651 45.2099 44.4465 43.7043 43.0215 41.4553 5.40353 36.0518
internal_count=4034 3175 66 3109 859 142 115 717 708 674 655 631 618 3098 789 332 457 380 2309 61 2248 2225 2186 2153 2077 1956 1930 1883 74 1809
is_linear=0
shrinkage=0.00196078


Tree=744
num_leaves=31
num_cat=0
split_feature=7 12 17 9 3 17 10 0 0 6 15 17 17 18 0 2 5 18 19 10 3 13 9 0 9 9 6 4 18 3
split_gain=0.284516 0.65185 0.914314 0.6916 0.926913 0.670199 0.627323 1.12243 0.960072 0.665056 0.625292 0.557726 0.599279 0.567339 0.828065 0.840679 0.529883 0.493645 0.490484 1.31739 0.489479 0.465694 0.640799 0.688618 0.60583 0.444718 0.58259 0.452148 0.464482 0.429783
threshold=23.109894804950002 176.22193183745003 189.50863627480001 195.30595290385003 93.281431752200021 192.94032447935004 66.590419433100024 90.407470010750018 91.937202686950016 16.235379337050002 36.548474543700003 199.59317753375004 188.83172615260003 13.043896815850003 86.692020874450009 144.59935509355003 20.374719724350005 12.971888692100002 14.351157895250003 61.966271448700006 108.40938565220002 113.97180552410002 193.67618212375001 85.242941942100018 186.16747084260001 195.41812862360004 16.525386113000007 180.08554717660002 13.327513832500001 93.765354215650021
decision_type=2 2 2 2 2 2 2 2 2 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 18 4 -4 -6 7 -2 9 -8 16 12 13 17 15 -15 -10 21 19 20 -3 -1 24 -24 -23 26 27 29 -29 -14
right_child=6 2 3 -5 5 -7 8 -9 10 -11 -12 -13 25 14 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0011440361772175021 0.00031378777590170096 0.0012207288543527824 0.0012429165748663405 -0.0023474146369097991 -0.0024077125500624086 -9.2872360887301923e-05 -0.0022032127977193181 0.0016204618356432225 0.00012313315801813763 0.00028922121075327696 -0.0020258895506981706 -0.0015323042149708367 0.0018639264050689071 -0.0024600621092578062 0.00012092692485176777 0.00079403185452619021 0.0019101147178211208 0.00089942910320678609 0.00061468738747562899 -0.0022285269614604978 -0.0020316400217330775 0.00018576522510805335 -1.4114830605063784e-05 0.0017756571275242513 -0.0010382304473368685 -0.00017837194105999884 0.0018279479493908874 0.00067168490824624728 -0.00079880784105678694 0.00010036672776080449
leaf_weight=1.2180223545074209 39.891040135633375 1.1332811713436952 0.76400168013970038 1.2548856544890439 1.0131479416268119 0.91527051704724716 1.1772870049462643 2.6984313473803914 44.383069677079675 0.63284726452548046 0.51412731040909321 0.72383265645475958 1.433938661590217 1.2913474280103394 2.2738802573730936 0.39971000666264433 0.64727340479293971 2.9608237331558476 3.0547412558080396 1.0404174489740396 0.21103674078040047 5.1027645873291458 1.707631088444032 1.6017566584050653 2.235973808914423 2.1424072792287916 1.7419652193784712 2.0679810391739015 1.3749387313728219 0.84399210661649693
leaf_count=206 515 75 29 31 27 18 52 51 1947 15 79 18 38 93 90 11 25 45 44 142 53 198 70 12 28 33 16 26 31 16
internal_value=0.000163526 2.2491e-05 -0.000426848 -0.00114522 -0.000584895 -0.00130904 0.000223907 0.000396577 6.8611e-05 -0.00133182 0.00012427 0.00016733 0.000210653 7.00717e-06 -0.000651823 -0.0016909 0.00014882 0.000183188 9.44559e-05 -0.000571938 0.000710158 4.47207e-06 0.000135848 0.000852142 -0.000187163 0.000609071 0.000835128 0.00053282 8.44399e-05 0.00121051
internal_weight=128.452 38.5077 9.38678 3.94731 2.69242 1.92842 89.9441 42.5895 47.3546 1.81013 45.5445 29.121 28.3971 18.7919 3.96494 1.69106 45.0303 14.827 5.43948 2.38474 1.34432 11.8661 10.6481 3.30939 7.33874 9.60522 7.46282 5.72085 3.44292 2.27793
internal_count=4034 1350 419 105 74 45 2684 566 2118 67 2051 931 913 753 194 104 1972 559 314 270 128 514 308 82 226 160 127 111 57 54
is_linear=0
shrinkage=0.00196078


Tree=745
num_leaves=31
num_cat=0
split_feature=16 16 13 18 16 15 17 0 6 16 6 12 5 5 17 2 7 18 18 15 6 15 7 6 3 10 8 16 16 15
split_gain=0.0760618 0.151714 0.129303 0.0603434 0.14571 0.256128 0.0779939 0.068993 0.305212 0.380952 0.304701 0.308655 0.183218 0.484342 0.181905 0.267825 0.145712 0.117624 0.0971598 0.321521 0.0868413 0.301354 0.198415 0.185809 0.291173 0.726776 0.346049 0.26458 0.518699 0.485113
threshold=12.604970524100002 9.719977270450002 95.862351557400004 17.056741731050003 17.684958644900004 20.729785921300003 212.37354083175003 97.878695155250014 12.26528657645 14.934965075550002 13.65531905435 93.660658182900008 15.904541771600002 14.711207928400002 200.93854407600003 82.82761181390002 22.575645983950004 13.314799198000001 15.788786379500001 20.520114807950005 13.78532209185 28.626568391100005 25.297859295400006 14.745344522600002 83.538459487450012 69.64719632740001 7.943800736700001 19.199955102150003 18.684956306450005 29.329759478700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 14 -10 11 -11 13 16 18 -16 17 -2 -9 -20 21 22 -14 24 -22 -26 -27 28 29 -25
right_child=3 -3 -4 4 -6 -7 -8 8 9 10 -12 -13 20 -15 15 -17 -18 -19 19 -21 23 -23 -24 27 25 26 -28 -29 -30 -31
leaf_value=-0.09752610541186682 -0.056120426480335217 -0.097590465884798111 0.075385257437436737 0.095474560239126843 0.096849500440667521 -0.096981605541291455 0.0069103698612094748 -0.0025207032590798244 -0.10105514268081058 0.043974792083088021 0.023905964393442017 -0.098895308751272545 0.0086402876687036549 0.090858332446398321 0.0072421298285829053 -0.09931929548818226 -0.098440130935387019 0.040933187362300769 0.081212158434832732 0.0049564825667200605 -0.00016495626234259102 0.001227000683508168 0.098039246997790735 0.028156743512694513 0.0026450281652278082 -0.0008984403892156015 -0.10144840879271631 0.0015036838604624652 0.070013767218874715 -0.056093335287509774
leaf_weight=0.057831908358365491 0.18580484436824807 0.20631608834958115 0.12924394810215745 0.16671077006321766 0.20930792061699321 0.16588656170915783 0.20461221805817331 3.059283357624734 0.6253289996820971 0.19170333934016504 0.91401035094168037 0.51495589275145903 0.38065586872289614 0.72942759247962385 0.52609775215387333 0.37194707591334009 0.17311792851069185 0.30430578883533599 0.65696057313198286 2.2962704472774931 10.68875900300918 3.2829510139999911 0.57703601941466331 2.0102866468905627 2.5872270818726966 0.41457254486158479 1.332713217649143 60.907761555894922 1.5802729911229105 0.9205115482018299
leaf_count=481 14 435 14 31 18 69 38 107 69 9 33 61 44 15 2 111 102 34 58 38 95 48 10 380 80 30 221 1251 61 75
internal_value=0.0014256 -0.040752 0.0219321 0.00159847 0.0288192 0.00231314 0.0466725 0.00138509 -0.00654694 -0.0373282 -0.0127394 -0.0601373 0.00222889 0.0368085 0.00345726 -0.0368929 -0.0226362 0.00413939 0.00948406 0.0219199 0.00166021 0.015066 0.0625056 0.000953499 -0.00868612 -0.029699 -0.0775913 0.00316721 0.0256279 0.00169529
internal_weight=96.3719 0.393392 0.187076 95.9785 0.746517 0.53721 0.371323 95.232 9.15656 2.246 1.62067 0.706659 86.0754 1.39266 6.91056 0.898045 0.663229 0.490111 6.01251 2.95323 84.6827 4.24064 0.957692 80.4421 15.0233 4.33451 1.74729 65.4188 4.51107 2.9308
internal_count=4034 930 495 3104 156 138 69 2948 488 172 103 70 2460 165 316 113 150 48 203 96 2295 102 54 2193 426 331 251 1767 516 455
is_linear=0
shrinkage=0.0961169


Tree=746
num_leaves=31
num_cat=0
split_feature=9 9 10 7 7 7 0 9 16 10 0 0 3 13 3 6 17 18 2 18 7 7 18 0 6 0 10 16 10 10
split_gain=0.252985 0.422828 0.25339 0.199283 0.450129 0.303367 0.243837 0.236598 0.216832 0.175965 1.19885 0.723896 0.837977 0.625798 0.415274 0.707079 0.668617 0.593434 0.369827 0.278091 0.700134 0.399218 0.36019 0.794568 0.731898 0.641184 0.633245 0.889932 0.270946 0.338223
threshold=179.18874144770004 177.77223095870002 72.378669787950017 22.356277907050004 20.861906850000004 22.775216856700002 78.626646483100004 71.898880373250009 16.744960843000005 66.590419433100024 90.407470010750018 91.937202686950016 88.931506497100017 113.97180552410002 92.324340657750014 16.355382140900002 192.20712075930001 13.4793103924 229.44804549725004 13.927976454650002 23.445318439400001 23.549545123900007 14.382403557200002 93.953546284800012 14.905348261050003 93.399723909900004 69.999384342500022 18.294957218400004 64.307918480350011 62.837331883000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -5 7 -1 -8 10 13 12 -11 -2 17 16 -16 -15 19 -13 -21 -22 25 -24 -25 -23 -27 -28 29 -19
right_child=9 -3 -4 5 -6 -7 8 -9 -10 11 -12 18 -14 14 15 -17 -18 28 -20 20 21 22 23 24 -26 26 27 -29 -30 -31
leaf_value=0.00013495399888974823 -0.00071778769516514702 -0.0021871071620457425 -0.0019742924826379503 0.0018617648693546702 -0.0017017970376466045 -0.00073703963790867379 -0.00061262450231015439 -0.001972904416146453 0.0016513573123009295 -0.0021498029034961678 0.0016159710552645632 0.00084191728797294906 0.00074962353865265117 0.0012933563727397861 -0.0022241098458662149 0.00023612675361382279 2.1120941210106782e-05 0.0002770018505561635 -0.001076126046499544 -0.0022317201659370818 0.0019587922438136607 -0.0022794936843021914 0.0012651195460862529 0.00019365698591987862 -0.001814404157913274 0.00099848096758650522 0.00017218329077565189 -0.0022470990998272175 -0.0004418562180656979 0.0012532937695885853
leaf_weight=0.96713169292343149 2.5709554832428685 0.40209725065415103 0.25004043557964895 0.49525147904932953 0.58487976788637741 0.26515636231488315 0.22027738354699966 0.25971185781781969 0.62163320633408148 1.0976285309297953 2.491366575472056 2.4351551514118901 0.58882593407179218 3.3360995743423691 0.88327869465138009 50.29778994021035 1.2064362171513492 6.8356471415609104 0.89334534321551373 0.46534032374620338 0.48324825987219711 0.57865659520029922 2.6547441673465064 30.56573874181959 0.71414571302011509 1.3896877542138097 1.7444198676384988 0.87921700975857664 1.4612415358424176 1.7044607484713195
leaf_count=112 34 17 744 17 158 43 58 319 27 47 50 27 17 41 30 716 39 86 183 8 4 11 56 976 21 9 25 95 26 38
internal_value=0.000202263 -0.000278417 -6.89574e-05 7.05871e-05 -0.000183003 0.000955554 0.000246391 -0.000311261 0.00105901 0.000219218 0.000279951 0.000122587 -0.00113747 0.000231215 0.000268337 0.000189695 -0.000927891 0.000577231 0.000172233 0.000198843 0.000159173 0.000187693 0.000165478 0.00023522 0.000147811 -0.000349913 -7.16989e-05 -0.000638552 0.000338356 0.000471853
internal_weight=119.344 4.06618 3.66408 3.41404 2.65363 0.760408 2.06875 1.22684 0.841911 115.277 70.7873 44.4902 1.68645 68.2959 65.725 52.3875 2.08971 13.3374 42.8037 41.9104 39.4752 39.0099 38.5266 33.9346 31.2799 4.59198 4.01332 2.62364 10.0013 8.54011
internal_count=4034 1495 1478 734 674 60 516 431 85 2539 1060 1479 64 1010 976 785 69 191 1415 1232 1205 1197 1193 1053 997 140 129 120 150 124
is_linear=0
shrinkage=0.00196078


Tree=747
num_leaves=31
num_cat=0
split_feature=9 2 8 10 9 2 15 6 0 0 15 13 3 13 16 17 7 12 13 13 2 9 9 17 18 5 0 7 7 4
split_gain=0.0636377 0.129974 0.256159 0.145295 0.127834 0.19229 0.216197 0.202944 0.177911 0.48932 0.294956 0.212065 0.335264 0.198507 0.136373 0.213663 0.117717 0.113161 0.24595 0.183456 0.192455 0.133787 0.16126 0.182759 0.127737 0.110903 0.102091 0.129529 0.195755 0.495842
threshold=181.33671263215004 56.478612905150008 8.1436447804000007 71.365121072750014 186.68586460755003 121.36426933400001 36.124429763000009 16.445384243750002 85.732241321850012 85.624702996650015 35.098844929350008 121.87049551135001 94.421337999450017 117.74908919740001 22.824946625350005 177.64087306825002 22.775216856700002 132.14048730010003 117.60660091645001 117.74908919740001 137.02423825130003 66.346857137250012 63.789425898000005 193.46017548480003 13.142272494650003 31.312564341900003 85.764502819450016 22.356277907050004 23.109894804950002 168.01744813895002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 17 5 6 16 -7 9 10 -6 12 13 -12 -14 -16 -2 18 -3 20 -19 22 23 -22 25 -23 -10 -28 29 -29
right_child=4 2 -4 -5 8 7 -8 -9 26 -11 11 -13 14 -15 15 -17 -18 19 -20 -21 21 24 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.050166947687413081 0.043709198171557405 -0.080234544755709514 -0.076882012337223526 -0.092818234595914512 -0.095738857065490096 0.078629582334643358 -0.014839799178960212 0.015569376775480034 0.04003994545953489 -0.096742998021640464 0.0053814880735114975 0.074261282657097305 -0.099465027751559895 0.092870688391997053 -0.097245790994509987 0.026225421146680031 -0.00012859967643637861 0.059524452151795769 0.011042095522443625 -0.095671128761986288 -0.061863822328236971 0.0062275929374746401 0.08052075517081772 0.079685095528516103 -0.095994117050082456 -0.094925206911639873 0.03803397067041478 0.024186087571737069 0.0032336464559668265 -0.018076310783487114
leaf_weight=0.29052961966044577 1.2607054365798824 0.42979287188245574 0.48385792039334763 0.15472175031231916 0.26530787512456289 0.70524697983455542 2.3869542665779591 1.1391200519865377 0.59189314744435151 0.58519553746009467 0.92959379778358264 0.34210622217506159 0.30324594769626845 0.29051786405034363 0.19400233589112759 0.31197794256149791 0.89321116925566446 0.62690782015852242 0.60893007657432463 0.13282446931771108 0.22053999340323549 0.69773378829518151 0.30563180549324898 0.12032669244217686 0.16690762884627475 0.10664941878712852 0.8213951513171186 3.0329558020457617 66.827038696688305 10.829461453249676
leaf_count=17 34 253 15 762 51 40 32 22 10 49 76 12 12 8 13 41 13 64 38 46 71 92 21 18 64 65 17 38 1886 154
internal_value=0.0014006 -0.00952365 -0.0138005 -0.0052531 0.0019182 0.0145267 0.00430923 0.0396823 0.000974653 -0.0203206 -0.00335957 0.00697546 -0.0043676 0.0262133 -0.050476 -0.0211158 0.02553 -0.00128728 -0.0267255 0.0098265 0.0160691 -0.000770289 0.0317936 -0.0118967 -0.022445 -0.00718379 0.00181034 0.00153274 0.00116116 -0.00882973
internal_weight=96.0553 4.34535 4.05482 3.57097 91.7099 6.38524 4.54087 1.84437 85.3247 3.22195 2.63675 2.37144 2.02934 1.22011 0.809226 0.50598 2.15392 3.41624 1.03872 2.37752 2.2447 1.61779 0.646498 0.340867 0.971291 0.804383 82.1027 81.5109 80.6895 13.8624
internal_count=4034 1526 1509 1494 2508 141 79 62 2367 262 213 162 150 84 66 54 47 732 291 441 395 331 110 89 221 157 2105 2095 2078 192
is_linear=0
shrinkage=0.0923845


Tree=748
num_leaves=31
num_cat=0
split_feature=15 12 16 0 8 15 10 18 5 19 19 4 2 6 15 2 16 6 6 9 0 13 2 7 13 5 17 8 15 16
split_gain=0.0586799 0.206685 0.261563 0.162031 0.292215 0.260212 0.478386 0.460921 0.375911 0.258408 0.307349 0.257505 0.285493 0.247929 0.237401 0.637045 0.651815 0.523616 0.237562 0.391352 0.225585 0.211702 0.192387 0.485653 0.215127 0.2576 0.210918 0.294086 0.162232 0.154042
threshold=37.408632939650005 255.84286977610003 22.634947069650003 86.329079026800017 8.6432548896500023 38.213426205600008 62.036171360100006 13.276755824150003 21.788492303450003 14.251149826300002 14.451165964200003 264.72530087330006 201.70502722175004 16.475384944750001 40.042228346200012 139.52793115400002 22.614947116400003 16.435384010100005 16.405383309150004 187.45330412110005 86.83719761350001 117.51519334005 188.47750099235003 22.977992916200005 117.64961624655002 24.279163357700003 187.51563899930002 8.6432548896500023 42.841315546000011 22.664946999500003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 29 -3 14 5 6 -5 -7 -9 -10 11 -11 -13 20 15 16 -2 -18 19 -16 -12 -20 26 -24 25 -25 28 -28 -23 -1
right_child=3 2 -4 4 -6 7 -8 8 9 10 13 12 -14 -15 18 -17 17 -19 21 -21 -22 22 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.0013614163049683406 0.060801258183798439 -0.051272399516112642 0.091820591966127005 0.0013229641398780139 -0.015022526664055992 0.058642555702403086 0.075532490325462359 -0.041507336479980839 0.042108926626926418 0.027164635877659958 -0.026779485433299683 -0.05588577763123849 -0.0035342734854418847 0.068301519730185029 0.0073123367881398156 -0.089190469474782388 -0.11262614901473285 0.0085776214218564427 0.043432061847499495 -0.098538868247299821 0.042894781626691865 -0.017800381176897834 -0.084427827163161967 -0.032616773163431721 0.034672259991682386 0.013016685232155158 0.055512609545880262 0.0052144325679622022 0.01884590974754858 -0.019425136567398492
leaf_weight=54.516772659737569 0.89300019666552888 1.0945207973911681 0.11589006334543217 1.359366126358512 3.0710727805271736 1.3913861224427808 1.497821753942844 1.3469291863457318 1.656391490407257 1.13837294280529 0.77924174349755071 1.321555099450052 2.4182184003293514 0.85195991396903981 0.69343367870897299 0.89310730970464636 0.49655123427510239 0.71120292576961219 1.1310043770936307 0.48830505908608757 0.74630504613742232 2.3853684876812604 0.63792543353702047 2.0773602277040482 1.1097981786006128 1.9839658516430061 1.6765640045559851 2.2114288414013572 1.6953307444346135 3.0904307671589768
leaf_count=2656 14 570 5 7 40 19 47 43 39 10 9 13 40 13 9 21 13 32 15 44 40 25 39 27 41 47 42 25 24 65
internal_value=0.00124077 -0.000531977 -0.037572 0.00408474 0.0103585 0.0157314 0.0402258 0.0097243 0.0030897 0.00982991 0.00246094 -0.010553 -0.0220342 0.0291629 -0.00169406 -0.0251132 0.00212843 -0.0412536 0.00266339 -0.0364263 0.00730551 0.00576183 0.00266951 -0.00986591 -0.00066773 -0.0103247 0.0118076 0.0269038 -0.00257564 0.000246288
internal_weight=95.4806 58.8176 1.21041 36.663 17.5786 14.5075 2.85719 11.6504 10.259 8.91204 7.25565 4.87815 3.73977 2.37751 19.0843 2.99386 2.10075 1.20775 16.0905 1.18174 1.52555 14.9087 13.7777 5.80905 5.17112 4.06133 7.96869 3.88799 4.0807 57.6072
internal_count=4034 3296 575 738 320 280 54 226 207 164 125 63 53 62 418 80 59 45 338 53 49 285 270 154 115 74 116 67 49 2721
is_linear=0
shrinkage=0.0905731


Tree=749
num_leaves=31
num_cat=0
split_feature=16 16 13 5 10 17 7 18 19 19 4 3 19 15 18 5 2 16 8 10 17 18 6 0 6 10 18 18 13 16
split_gain=0.0665971 0.140531 0.114574 0.0557887 0.196515 0.24959 0.149329 0.177986 0.149029 0.0831985 0.11285 0.140103 0.0817677 0.0838442 0.386087 0.40787 0.234726 0.488492 0.16036 0.407803 0.140182 0.406377 0.565941 0.284582 0.194903 0.256973 0.12243 0.102378 0.260051 0.188558
threshold=12.604970524100002 9.719977270450002 95.862351557400004 29.996566321350006 60.613977009100005 168.81379805985003 21.725272673150005 11.928667296000002 14.651182102100002 14.351157895250003 254.30081718620002 112.77544165605001 14.651182102100002 45.169600924000008 13.3584252364 25.767562150000003 309.00014058725003 20.664951676350004 8.4434108459500017 62.020040611300011 205.83789591070004 15.504699510200002 15.945372561050002 90.297243227400017 14.185331438000002 71.246828915000023 13.222029912150001 17.138111898250003 107.18613720285002 15.524963695900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 8 7 -5 9 10 11 -2 13 16 26 18 20 -18 19 -16 -6 22 -22 -24 25 -23 -15 28 29 -27
right_child=3 -3 -4 6 12 -7 -8 -9 -10 -11 -12 -13 -14 14 15 -17 17 -19 -20 -21 21 24 23 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.09552138171134808 -0.095589440400211015 -0.095561148251018246 0.071115725200509849 0.038152890784129666 0.0023477039203114061 -0.096877813828274192 0.094387020958994913 -0.064588420658467302 -0.099004289382012237 0.095978979656041047 0.092112928716986078 0.088356387448951315 0.017494674253499334 -0.012385290914245896 -0.098538989512355915 0.040950338825665088 -0.095277165066575076 0.094872584008917057 -0.10478213769624409 0.062363538645724123 -0.11071149264066647 0.098824756806054806 -0.053855454196221689 0.052810398681241787 -0.060740231202207402 0.012273823173000105 0.021808399070130987 0.038948539083385254 0.010570015165436139 -0.09678854159209857
leaf_weight=0.052117396600805388 0.12540942761188389 0.18845805054513676 0.12336450279326527 0.44001473641674138 78.125699656702636 0.41060521673716721 0.20953480241587386 0.22695008536538808 0.099914021790027618 0.11810510543000419 0.08181886923557613 0.052018349058926105 2.7643193562398656 1.7045772042620222 0.37049278570339061 0.35299615760368386 0.15166780937943158 0.57398662343621254 0.67971161242894595 0.22469888329942478 0.77912904802360461 0.2671715468168262 0.44553792465012521 0.4428858298342675 0.38379576583974984 0.21674275907935303 2.0456876999778615 0.57930412674522802 2.2120866939658299 0.40156010996543046
leaf_count=481 101 435 14 107 1880 154 13 41 4 4 4 5 58 65 39 19 139 46 38 14 32 2 38 17 42 28 23 95 12 84
internal_value=0.00117544 -0.0390571 0.0216252 0.0013304 0.00110884 -0.0430129 0.0249936 0.0031928 0.00332855 0.0304239 0.000558974 -0.0416601 0.00153133 0.00104079 -0.0103678 -0.0486893 0.00176623 0.0551297 -0.0735088 -0.0377945 0.00130443 -0.0129245 -0.0520908 -0.000681736 0.00315959 0.00982953 0.00626662 0.00285618 -0.00453095 -0.0585573
internal_weight=94.8504 0.36394 0.175482 94.4864 93.6099 0.887871 0.8765 0.666965 0.477266 0.377352 0.259247 0.177428 92.7221 89.9577 5.37816 1.6279 84.5796 0.725654 1.2749 0.595192 83.8539 5.72821 1.66755 0.888424 4.06066 3.67687 3.75026 3.40969 2.83039 0.618303
internal_count=4034 930 495 3104 2943 272 161 148 118 114 110 106 2671 2613 198 110 2415 185 91 53 2230 350 87 55 263 221 88 219 124 112
is_linear=0
shrinkage=0.0942322


Tree=750
num_leaves=31
num_cat=0
split_feature=8 14 12 17 15 17 8 8 16 0 18 17 9 2 0 18 0 16 7 10 6 16 13 10 13 2 6 15 16 16
split_gain=0.206004 0.315523 0.631088 0.409177 0.441712 0.333407 0.330353 0.263562 0.287208 0.414261 0.641516 0.467017 0.342485 0.285536 0.407703 0.268534 0.768428 0.805485 0.602758 0.533717 0.513895 0.548424 0.473049 0.645773 0.616317 0.522822 0.383827 0.586116 0.466641 0.387912
threshold=8.8430989333000021 168.39662374755002 113.54869230380002 182.50770257345002 38.483556206400003 189.43751236195004 8.9430209551500024 8.7431769115000026 22.764946765650006 85.667718326750006 13.036600629150001 188.83172615260003 184.85936449530001 74.580378076100018 85.963448721100022 13.843998451900001 86.692020874450009 22.654947022900004 23.433599577300004 64.94239459915002 16.465384711100004 22.674946976100003 117.61735474900001 61.93938686740001 117.56896250265002 154.31016903475003 16.345381907250005 42.008841458800006 22.514947350300002 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=7 5 -3 -4 6 -2 -5 8 9 10 11 12 -1 -9 -15 20 -17 18 19 -18 21 26 24 -24 25 -22 27 -11 -28 -30
right_child=1 2 3 4 -6 -7 -8 13 -10 15 -12 -13 -14 14 -16 16 17 -19 -20 -21 22 -23 23 -25 -26 -27 28 -29 29 -31
leaf_value=-6.3079013382897855e-05 -0.00032027944297414383 -0.0022963235281513172 0.0010299943402942982 0.00091484849992619138 -0.0015504902038777032 0.0012583700787609274 -0.00081208111808268825 -0.00010110366696634608 0.00083051703331543528 0.00039551343749648626 -0.0017755375607928408 0.0020466392377388081 -0.0021581512364729897 8.2808340780556074e-05 0.001345095865598035 -0.0021245057319229633 0.0019965662202792553 0.0019969786156420872 0.00012456040062569355 -0.0012929229352390071 0.00025004289669954384 -0.00063540319749729346 7.1080431492035411e-05 -0.0012917637057630181 0.00064305456335705794 -0.00069732131307757232 0.0015617712232822818 -0.0010945516039137417 0.00037852796795359106 0.0011097913939045513
leaf_weight=3.4175496072748497 1.0391518919641378 0.62359214795287687 0.84898539478308555 0.88226266158744715 1.0188497305498456 1.0184735544025896 0.8233014177531004 1.5960673065856088 2.519304164685308 11.124724732324472 1.0189355886877818 0.37552172987489019 0.32885425776476029 1.5713126772898247 2.630863924510777 0.59792460318931162 0.21119305491447393 0.85624031629413266 46.53048371682371 1.8575514062431464 6.0115378089249187 1.6721121333539475 3.7221735194325438 2.0858173299347982 7.6649472042918196 3.569483658473473 2.1910544577985993 1.1168104822281737 9.7779232356697303 3.9019344029948106
leaf_count=476 46 19 32 7 45 16 36 9 36 206 188 5 16 24 32 25 4 30 2152 202 42 20 32 25 44 35 67 31 79 53
internal_value=0.000178796 -0.000167858 -0.000476219 -0.000158593 -0.000528983 0.000461113 8.12336e-05 0.000197431 0.000176059 0.000160797 -0.000382406 -3.80248e-05 -0.000246982 0.000604927 0.000873091 0.000187938 8.50181e-05 0.000111732 7.85166e-05 -0.000957107 0.000285432 0.000455558 6.56388e-05 -0.000418356 0.000228636 -0.000102905 0.000520447 0.000259573 0.000721665 0.000587108
internal_weight=122.605 6.25462 4.19699 3.5734 2.72441 2.05763 1.70556 116.35 110.552 108.033 5.14086 4.12193 3.7464 5.79824 4.20218 102.892 50.0534 49.4555 48.5992 2.06874 52.8385 29.7846 23.054 5.80799 17.246 9.58102 28.1124 12.2415 15.8709 13.6799
internal_count=4034 201 139 120 88 62 43 3833 3768 3732 685 497 492 65 56 3047 2413 2388 2358 206 634 456 178 57 121 77 436 237 199 132
is_linear=0
shrinkage=0.00196078


Tree=751
num_leaves=31
num_cat=0
split_feature=3 17 6 18 10 15 9 4 15 17 9 5 9 2 2 2 14 17 3 15 7 2 16 18 17 6 9 9 10 17
split_gain=0.0574586 0.169871 0.0717185 0.0697073 0.0936575 0.124805 0.0653447 0.199926 0.133119 0.122549 0.109139 0.158382 0.132609 0.0972372 0.165996 0.0837081 0.55992 0.179256 0.620703 0.171599 0.169188 0.466998 0.192603 0.297134 0.220586 0.680221 0.185177 0.656497 0.393092 0.749577
threshold=76.172084209950015 241.79519611995002 8.2451926476000015 17.138111898250003 78.895492296100016 14.548557371600003 219.21617201485003 191.03149642590003 30.404760455250003 207.44645461240003 216.0493559571 16.903404623850005 217.30761232770001 100.60547560250002 201.70502722175004 130.66814494305004 223.03147891405004 183.35201426355002 93.794927255050013 16.914647018700006 22.516377366000004 146.27443143485002 22.624947093000003 13.24088655595 190.94474013770002 16.385382841850003 197.02865361825005 197.55459634620004 62.041548276350007 195.76335783930003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 -8 13 -10 15 -12 -13 -9 -15 -2 -17 18 19 -18 21 -19 23 -22 25 -25 28 -28 -26 -30
right_child=3 2 -4 4 5 -7 7 8 9 -11 11 12 -14 14 -16 16 17 20 -20 -21 22 -23 -24 24 26 -27 27 -29 29 -31
leaf_value=-0.092851023668459279 0.0038788858379945317 -0.043048011971765873 0.069735052573714387 0.068994638181267623 0.047285682173421127 -0.072630064895505178 -0.074706661964350898 0.0017388370247522209 -0.0048170035058472602 0.048258504594925811 0.0020760470335909847 0.086552387059425209 0.012978625524746584 -0.095260975241184306 0.0028187746221881608 -0.10443038363161911 0.018673641662543608 0.052219039262492356 0.014311280251101509 -0.10473498988336394 -0.033949083885942262 -0.099710634334279749 0.010047579673397544 -0.0047382835063611364 0.01355086617784552 0.097813735040246874 0.09038268483562964 -0.0022555072799297395 -0.0059793854292508825 -0.097175306663696615
leaf_weight=0.20460305629688846 44.845042468710744 0.078173418640290038 0.12517972823115997 0.30200403206981619 0.17423062458692584 0.12886334480572259 0.38101051672128905 0.50635378807783149 1.0872142873304254 0.56385868639335956 1.3181672446662553 0.46299429149075866 0.3812629081949126 0.34349422139348462 0.25782306693145074 0.44910149829411139 0.11075702236757878 0.2749568865983737 1.242280585849812 0.72999043818731479 2.4486801852035596 0.46418645731250763 14.236510587143128 1.9208142441975753 2.1044929794006775 0.77465719220344897 0.68337869946844776 14.642387520114424 2.2465442003081084 1.1697967752061229
leaf_count=856 1368 48 21 33 17 31 18 2 42 31 17 17 35 37 15 92 53 19 176 89 41 78 222 83 28 8 8 407 55 87
internal_value=0.00117772 -0.0334188 0.0263788 0.00132747 0.032583 -0.00369766 0.00112551 -0.0119769 -0.00331329 0.0133088 0.00158005 0.0220854 0.0533268 -0.0280899 -0.0532079 0.00107813 -0.00180933 -0.000738762 -0.0271761 -0.0884776 0.000605506 -0.0431937 0.00141028 -0.00332082 -0.000135089 0.0247344 -0.00335072 0.00187525 -0.0178579 -0.037206
internal_weight=94.6588 0.407956 0.203353 94.2509 0.605098 0.303094 93.6458 3.13975 2.75874 1.65107 90.506 2.16242 0.844257 1.10767 0.601317 88.3436 43.4985 43.0494 2.08303 0.840747 40.9664 0.739143 40.2273 25.9908 23.5421 2.69547 20.8466 15.3258 5.52083 3.41634
internal_count=4034 925 69 3109 81 48 3028 145 127 73 2883 69 52 54 52 2814 1446 1354 318 142 1036 97 939 717 676 91 585 415 170 142
is_linear=0
shrinkage=0.0923845


Tree=752
num_leaves=31
num_cat=0
split_feature=16 16 10 8 5 5 17 4 12 5 16 12 2 5 0 12 17 10 10 10 17 5 8 13 7 16 0 0 10 0
split_gain=0.30148 0.704407 0.511871 0.725201 0.36237 0.348307 0.340238 0.566124 0.703244 0.55575 0.306582 0.416688 0.361876 0.843264 0.386938 0.383685 0.375704 0.368798 0.284645 0.508588 0.273493 0.258804 0.229594 0.235051 0.226007 0.227626 0.808179 0.455837 0.344799 1.13052
threshold=18.634956423400002 15.584963555600002 71.015621515800021 8.2435668022500028 19.234448447350001 11.270433591700002 241.79519611995002 218.36915329220002 139.45036571045003 15.904541771600002 15.404963976500001 81.514192512750014 83.586740321150003 15.904541771600002 97.878695155250014 243.44243106745003 181.44667750215004 78.285212300550015 70.077349628250019 70.727956495850009 189.95176274255002 8.344415630650003 7.7439566930000003 98.618021141100016 26.459406588900006 18.734956189500004 94.047642319350018 93.805681087600007 66.964115113200009 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 6 18 -1 7 8 9 -4 11 -7 -13 14 -14 16 -15 -16 -3 -20 -12 -9 23 -19 25 26 27 -2 29 -27
right_child=24 2 3 -5 -6 10 -8 21 -10 -11 20 12 13 15 17 -17 -18 22 19 -21 -22 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=-0.001977454037559162 0.00033375834121867021 0.0017279363885823026 0.00025187508214321794 -0.0019659810117357572 -0.001050669993896894 -0.0023211160596337864 0.0018201431277157783 0.0011440561505507508 0.0021661403334010858 -0.0020858351468835412 0.00027296892229419317 0.00063410437935241257 0.0019373727286541877 -0.00041963361898932587 -0.0012429726842561552 0.001056683090386811 -0.0021685183740108075 0.0004278882467439107 -0.0009236865131697098 0.0012646397023071928 0.0011542674300175544 -0.0017711879793589553 -2.9694432780515662e-05 0.0019444069726245433 0.0010604424675671616 0.00021557654287001366 -0.00066208510036557845 0.0020150372381112476 -4.2753730890308097e-05 0.0014028095887965481
leaf_weight=0.27334702336475558 1.0577639867551623 0.60504121333360572 1.2338038123707531 1.5279173949966205 0.68505049279701768 0.27129959412559657 0.25392738031223405 0.12886955667636346 0.48694850504398335 0.57235835236497212 3.302577093243598 3.8469798231017185 0.49683111663034463 0.81204224136945446 0.66194102918962006 0.27031893098319404 1.1286618461381293 1.5206338323773709 0.82945767953060545 0.80421448317065369 2.2943194266408682 1.2797191967292745 3.0324292730438174 0.52985769324004639 1.2743777742143709 70.140549943967926 1.146620040759444 1.4980847109109161 16.917837551678531 3.2254713345319024
leaf_count=798 34 15 66 169 378 32 18 65 2 33 18 46 10 177 18 66 69 123 30 21 29 161 121 12 16 1149 15 19 270 54
internal_value=0.000188523 5.00401e-06 -0.000465375 -0.000818657 0.000197209 0.000219448 -0.000375487 -0.000526102 7.48843e-05 -0.000488927 0.000252502 8.2545e-05 0.000135564 -9.13311e-05 0.000277272 -0.00113189 -0.00143674 0.000133702 0.000579063 0.00015357 0.000634237 -0.00150448 0.000312984 0.000819765 0.000240247 0.000229125 0.00070563 0.00131922 0.000209584 0.000267772
internal_weight=122.109 26.8485 8.40731 5.48354 2.92376 18.4412 3.95563 3.7017 2.29311 1.80616 18.1679 12.571 12.2997 8.45272 6.24169 2.21102 1.9407 5.74486 2.23871 1.63367 5.5969 1.40859 5.08292 2.05049 95.2607 93.9863 3.70247 2.55585 90.2839 73.366
internal_count=4034 2477 958 514 444 1519 345 327 101 99 721 674 642 596 284 312 246 274 66 51 47 226 256 135 1557 1541 68 53 1473 1203
is_linear=0
shrinkage=0.00196078


Tree=753
num_leaves=31
num_cat=0
split_feature=15 16 10 7 7 16 17 7 17 5 2 2 0 5 15 0 6 18 7 18 6 6 18 13 15 5 16 18 2 16
split_gain=0.204224 0.382716 0.504965 0.380239 0.272894 0.246623 0.865157 0.744957 0.470055 0.521696 0.445797 0.371984 0.468961 0.691034 1.20645 0.784298 0.697276 0.678178 0.615185 0.566282 0.978413 0.752028 0.743101 0.708715 0.624292 0.504341 0.46751 0.452751 0.422164 0.432358
threshold=46.074827201850006 22.564947233300003 62.025417527550012 23.514778597300005 24.054467534550003 22.624947093000003 199.03437346465003 23.626037400350004 187.51563899930002 21.566902724800006 148.06652356835002 137.02423825130003 85.705356740550016 20.120233242600005 31.504255087500002 96.163458868000006 16.415383542800004 13.222029912150001 22.747724408400003 13.86460725495 15.035351298550003 14.825346391850003 14.199468390000002 113.0174028878 29.329759478700002 17.915797078650005 22.604947139800004 12.933745112000002 143.46490108225001 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=5 -2 3 -3 -5 11 7 8 -7 -10 -11 12 27 14 19 17 18 -16 -15 25 21 22 -21 -22 -23 -14 -18 -1 29 -13
right_child=1 2 -4 4 -6 6 -8 -9 9 10 -12 28 13 16 15 -17 26 -19 -20 20 23 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00014270799536440434 0.00071416434112997354 -0.0013829804367936353 -0.0020872910041444519 0.00092456112255983529 -0.0005856083977977142 -5.7299856215039774e-05 0.0013947987243710471 -0.00095399463512622939 4.4479864957699085e-05 0.0013877596487157282 0.00051063496337961723 -0.0028386684579612721 -9.7256350454358925e-05 0.00039147340053603444 0.00057839373914786993 0.00029704093891435207 0.00054023109817514614 -0.0017865047261521475 0.0018316213349983219 -0.0017356054389077696 -0.0021903927041211813 0.0020077855366461782 0.00020892045252498596 0.00020717467359163819 0.00026924631036535446 0.0015264064374945563 -0.0005243930493487954 -0.0021352073712027444 8.1869007296371533e-06 -0.00029230335900745511
leaf_weight=0.72769389391032635 1.1721876058727492 0.74477975589979983 0.68609289780033567 1.066319942299742 0.80913763283751894 8.6610986188752666 2.6754517988301805 1.9112661977997039 6.1130250431597259 3.1093970213551057 7.8573198015801609 0.40406817631355696 1.0751254602219007 1.9309713887050737 0.56737254932522718 1.6621159836649892 7.835797996260224 2.6146330109331757 2.7853348776698112 0.78507136509871145 1.1201585941016663 1.627724020276218 20.113550795232186 0.82174668833613385 1.5505736526101825 2.3284738590591587 1.988214762881398 0.62237318424740806 33.997594910528051 0.70134338084608316
leaf_count=279 15 44 64 33 26 120 68 30 70 32 66 90 27 33 8 6 112 126 37 43 38 23 646 17 21 41 13 104 1789 13
internal_value=0.000162328 -0.000248501 -0.000589793 -0.000197683 0.000273021 0.000178246 0.000330106 0.000227093 0.000314789 0.000503475 0.000759326 0.000124228 0.000232578 0.000264111 0.000112129 -0.000794607 0.000622279 -0.00136483 0.00124199 0.000261415 0.000163029 0.000271013 0.000135873 -0.00117583 0.00115962 0.00101353 0.000324769 -0.000907398 -3.05867e-05 -0.00122309
internal_weight=120.066 4.47852 3.30633 2.62024 1.87546 115.587 30.3276 27.6521 25.7408 17.0797 10.9667 85.2599 50.1569 48.8069 34.2665 4.84412 14.5403 3.18201 4.71631 29.4224 26.0188 24.0769 20.8986 1.94191 3.1783 3.4036 9.82401 1.35007 35.103 1.10541
internal_count=4034 182 167 103 59 3852 386 318 288 168 98 3466 1574 1191 996 140 195 134 70 856 788 733 689 55 44 68 125 383 1892 103
is_linear=0
shrinkage=0.00196078


Tree=754
num_leaves=31
num_cat=0
split_feature=10 18 6 10 13 15 7 17 12 17 17 17 9 16 8 3 9 6 4 3 18 19 10 8 3 17 15 10 16 0
split_gain=0.0571541 0.117018 0.0819448 0.0778818 0.0603038 0.126601 0.0536433 0.290589 0.25807 0.453715 0.425539 0.495496 0.364837 0.352824 0.443327 0.348237 0.292853 0.358525 0.35083 0.366535 0.331307 0.230026 0.648185 0.224242 0.22186 0.211881 0.274086 0.189543 0.723582 0.630874
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 82.457699319000014 95.862351557400004 20.229639301750002 23.109894804950002 199.20888372035003 176.22193183745003 189.31157886915003 188.19076296340003 186.57794620975002 195.94564826430005 22.674946976100003 8.2435668022500028 94.340684255550016 195.41812862360004 16.525386113000007 180.08554717660002 93.765354215650021 13.327513832500001 14.351157895250003 61.966271448700006 8.9430209551500024 94.130984521400009 185.82794795070004 35.965617804200001 66.590419433100024 22.454947490600002 91.937202686950016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 -2 -3 -4 5 -5 7 8 10 21 11 12 25 14 -13 -14 17 18 19 -12 -20 22 24 27 -10 26 -1 28 -8 -29
right_child=1 2 3 4 -6 -7 23 -9 9 -11 16 13 15 -15 -16 -17 -18 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.006649645607805765 -0.098666048920916585 -0.096715178309740482 -0.09766841240909771 -0.097125184699717482 0.081854581484256547 0.085957797481787154 0.055585603420129359 -0.074214364727418949 0.10300337121008116 -0.043558318183332473 0.09259847804886201 -0.01366806079233328 0.094463482776967367 -0.0081912786896670992 -0.1196485156208371 -0.0058549357607526817 -0.012809434947882963 0.077085511612744448 0.025252038116702458 -0.002894074549955699 -0.043032913418450412 0.033086597321376698 -0.10321844602186432 -0.044907750984118207 -0.0041377811306581597 0.026199947592703807 -0.032252043633653152 -0.071208986102634125 0.0045124455472894433 0.0011446633349278875
leaf_weight=3.7907767707311084 0.16011480749625562 0.068685802716004218 0.045656061149202287 0.071006824765390775 0.14166284073144197 0.068607375840656459 2.8097708833292954 0.50581257473845553 0.28191423788666659 3.1257044222934383 0.97723697358742245 0.6470579285960405 0.75181616563349851 1.5880147155839948 0.83547181100584567 0.55616227775317384 1.6372259344789197 1.326374791562557 1.7486883829587898 0.59893379872664809 1.0508999671437775 1.6331132219529534 0.52729945397322808 0.8897119760804334 0.48699315907333585 1.8466739301657069 2.9952994871418923 1.1517248069212644 29.147038475523004 33.389892062669105
leaf_count=526 371 425 7 141 11 5 124 33 3 105 40 31 11 14 18 67 35 23 34 17 32 30 128 54 121 20 40 59 405 1104
internal_value=0.00139681 -0.0293368 -0.00127793 0.0187726 0.037673 -0.00715695 0.00157793 -0.00204972 -0.000667372 -0.0180875 0.00451573 -0.00592305 0.00450152 -0.0396721 -0.0733928 0.0518073 0.0230217 0.0333097 0.0200404 0.056312 -0.000380535 0.00909091 -0.0211417 0.00302664 0.0351447 -0.00266595 -0.0105211 0.00366797 0.009003 -0.00126783
internal_weight=94.8553 0.555734 0.395619 0.326933 0.281277 0.139614 94.2996 26.9115 26.4057 6.05502 20.3506 13.0113 9.94073 3.07054 1.48253 1.30798 7.33936 5.70213 4.37576 1.57617 2.79959 2.92932 1.29621 67.3881 0.768907 8.63275 6.78608 66.4984 31.9568 34.5416
internal_count=4034 960 589 164 157 146 3074 1328 1295 387 908 727 664 63 49 78 181 146 123 57 66 282 252 1746 124 586 566 1692 529 1163
is_linear=0
shrinkage=0.0961169


Tree=755
num_leaves=31
num_cat=0
split_feature=15 5 6 5 5 5 6 10 10 16 5 6 13 7 18 18 18 18 13 5 6 17 5 15 15 5 16 6 5 17
split_gain=0.0564005 0.193978 0.522963 0.399986 0.276491 0.225613 0.172241 0.308021 0.414494 0.291738 0.167186 0.144777 0.351855 0.124577 0.360305 0.306216 0.265935 0.465093 0.194538 0.268222 0.199254 0.153275 0.21233 0.183274 0.128362 0.293176 0.283116 0.471697 0.191549 0.183628
threshold=37.491361913600009 20.911722254300006 16.375382608200002 23.195398057700004 20.971847224900007 20.872540794500004 15.51536251395 62.837331883000012 64.407391431150018 20.844951255400005 20.769304081650002 16.445384243750002 117.54745483760001 23.109894804950002 13.314799198000001 13.431026577400003 13.24088655595 13.154691941050002 117.49368567500001 21.991679690250006 16.425383776450001 187.51563899930002 22.728547566650004 42.493282152450007 45.169600924000008 24.279163357700003 22.644947046300004 16.455384477450004 23.195398057700004 193.96328872865004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -4 -1 7 -2 -9 -8 -10 12 -6 14 16 -16 17 18 -11 -20 -21 23 -23 -22 26 -26 28 -28 -15 -27
right_child=6 2 4 -5 11 -7 9 8 10 13 -12 -13 -14 24 15 -17 -18 -19 19 20 21 22 -24 -25 25 29 27 -29 -30 -31
leaf_value=0.0012443735576264259 -0.098601552936660661 -0.11492690432848662 -0.099758665952309908 0.023212797082593828 0.089771536179715228 0.069085471614790089 0.054962672954260799 0.091389843288623235 0.022163346579345797 -0.032270414062788924 -0.093477456795085651 -0.0068008527293882568 -0.024459499201401662 -0.00025604020924328938 -0.092711904523924499 -0.0034124123798501983 0.035711566708158497 -0.057966888660044964 0.03820064282674366 -0.034852276625682681 -0.030685158817281868 0.051871641196370825 0.0015935190031236772 0.012143546713588299 -0.058070952654411374 0.022528030600635393 0.079716490308287702 0.0079066785599897545 0.028361891667967529 -0.020445944358484135
leaf_weight=49.112701043541676 0.36938399542122968 0.65250369785371631 0.2483874571043988 0.2334795441793176 0.43640792750374924 0.40545865851163299 0.94074449175968666 0.27137036877684295 0.16234927607001737 1.137597021745022 0.27848389469727408 7.7394900158740256 0.44857675395905972 8.6738848388195056 0.64002285614014798 0.62033727768357494 1.6694792707276054 1.1368013921528461 1.8557003065943698 1.156183749419142 1.4948659508954736 1.1350867673754694 1.7535119703243252 1.8146412592468548 0.71440483196056348 2.0850079619558533 1.2604129640385502 1.8545050069224087 2.4636399182199957 1.3398696399453909
leaf_count=2448 16 140 10 67 63 17 22 18 9 33 49 567 3 82 27 19 33 31 23 20 37 12 36 37 22 20 34 42 27 70
internal_value=0.00119938 -0.000500254 -0.0121715 -0.0785235 -0.005546 0.00179986 0.00409213 -0.0314862 0.00332311 0.00523243 -0.0508895 -0.00283265 0.0318707 0.00380636 -0.00249823 -0.0487595 0.00193437 -0.0029758 0.00306561 0.00743023 -0.000334034 0.00610494 0.0213505 -0.00720168 0.00874749 -0.00529317 0.0128253 0.0369636 0.0060743 0.00571589
internal_weight=94.1053 59.277 9.75885 0.885983 8.87286 49.5182 34.8283 1.08159 0.712204 33.7467 0.440833 8.62447 0.884985 32.806 14.4142 1.26036 13.1539 11.4844 10.3476 9.20999 7.35429 6.19811 2.8886 3.30951 18.3917 4.13928 14.2524 3.11492 11.1375 3.42488
internal_count=4034 3315 850 207 643 2465 719 92 76 627 58 633 66 605 308 46 262 229 198 165 142 122 48 74 297 112 185 76 109 90
is_linear=0
shrinkage=0.0905731


Tree=756
num_leaves=31
num_cat=0
split_feature=18 0 16 17 7 6 15 0 16 16 16 16 16 8 9 17 18 17 12 12 16 9 19 5 6 12 0 16 7 13
split_gain=0.0524406 0.388332 0.486997 0.372443 0.315045 0.277764 0.369676 0.219357 0.394351 0.40074 0.191977 0.408884 0.319439 0.400603 0.343493 0.312151 0.44453 0.194737 0.170256 0.16804 0.184984 0.266561 0.167647 0.165409 0.239049 0.370288 0.157898 0.541275 0.719192 0.539885
threshold=13.843998451900001 86.692020874450009 22.654947022900004 199.84861692095004 23.433599577300004 16.265380038000004 23.378903124350003 92.313586825200005 18.554956610400005 17.604958831950004 20.784951395750003 20.704951582800003 22.494947397000004 8.543332867800002 197.90890142995002 186.09458496570002 13.712081531300003 168.59667799010003 175.65975109990003 368.00406080990007 22.544947280100004 205.22231928645002 14.351157895250003 19.749058312400006 16.345381907250005 198.57093999515004 94.047642319350018 18.794956049200003 24.385896469550001 113.0174028878
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 7 5 6 -3 10 9 -9 11 17 13 15 -15 -12 -17 18 -1 20 26 -22 -21 -14 25 -25 27 -6 -29 -30
right_child=1 2 -4 -5 19 -7 -8 8 -10 -11 12 -13 23 14 -16 16 -18 -19 -20 22 21 -23 -24 24 -26 -27 -28 28 29 -31
leaf_value=-0.10886239885908411 -0.083745187391807502 0.064955675278046937 0.091333581950240855 0.061371664860941068 0.065937091588077132 0.0071917642678501993 -0.10079263270129202 0.084677844887336526 0.08936318702655606 -0.078090210279774516 -0.0033109584560860519 -0.11550696214174971 0.029821880838099387 -0.041097965817483248 0.029873884321055422 0.092246270585828544 -0.0094078378787186105 0.0061502092397902886 0.0027876322893094435 -0.022984118676209139 -0.052326640490109336 0.0084349606267721516 0.083586013211438576 -0.054893337186138071 0.0010568336314803835 0.0011308680370381145 -0.0023512967679392804 0.017279894731929441 -0.097293053645386873 0.0034377427707482353
leaf_weight=0.26042952112038609 0.46299432254727335 0.13011324134049462 0.47006075829267402 0.88291445733193441 1.2808702301645079 0.54120542074088007 0.72814598329523506 0.19915961187689279 0.63016542699187994 0.32918135092040757 0.69874270014406592 0.34233010637399264 1.454425238771363 1.061227470636368 1.1830996549688277 1.4453890267759559 0.46689193695783604 1.6120769416731944 0.19664310674488661 0.17802259059544567 1.3176200217567378 1.0759505028836427 0.37867633160203695 1.6660839232426945 35.944282767954064 2.3091462600873456 28.479039547567083 5.9959258533781394 0.90558558818884172 0.84264235105365515
leaf_count=248 58 98 35 21 65 15 94 41 16 14 23 8 12 13 30 82 2 318 71 98 37 34 18 40 554 37 1798 97 43 14
internal_value=0.00108904 -0.00124588 -0.000343389 0.00306023 -0.00137301 -0.0436223 -0.075665 0.00202639 0.040977 -0.0167343 0.00109868 -0.0238151 0.00239827 0.0243763 -0.00368507 0.0484966 0.067427 -0.0086452 -0.060828 8.85462e-05 -0.000600995 -0.0250133 0.0495067 -0.000180905 -0.00127402 -0.0223498 0.000957036 0.0113967 0.0023758 -0.048741
internal_weight=93.469 42.7869 42.3239 50.6822 41.8538 1.39946 0.858259 49.7993 1.15851 0.528341 48.6408 2.41148 46.2293 4.85535 2.24433 2.61102 1.91228 2.06915 0.457073 40.4543 39.8976 2.39357 0.556699 41.3739 39.9195 3.97523 37.5041 9.02502 7.74415 1.74823
internal_count=4034 2504 2446 1530 2411 207 192 1509 71 55 1438 645 793 150 43 107 84 637 319 2204 2088 71 116 643 631 77 2017 219 154 57
is_linear=0
shrinkage=0.0905731


Tree=757
num_leaves=31
num_cat=0
split_feature=5 10 17 13 7 9 19 7 17 9 7 12 7 15 16 15 10 6 8 5 7 7 6 4 13 6 2 19 17 7
split_gain=0.0506969 0.172838 0.233877 0.144334 0.142486 0.236845 0.129172 0.0857443 0.177646 0.167517 0.367619 0.303044 0.158253 0.143137 0.141943 0.0841971 0.246033 0.235564 0.189178 0.1134 0.317031 0.392139 0.177549 0.362209 0.807566 0.211605 0.229408 0.222822 0.378592 0.242687
threshold=29.996566321350006 60.613977009100005 168.81379805985003 121.87049551135001 21.725272673150005 66.346857137250012 14.651182102100002 20.861906850000004 168.59667799010003 179.18874144770004 22.356277907050004 135.71835115270002 22.671301016600001 32.393814985100008 22.764946765650006 45.169600924000008 61.966271448700006 16.415383542800004 8.3434888241000014 23.195398057700004 23.314707969200004 22.695144739300002 16.455384477450004 274.40025405315004 117.64961624655002 16.515385879350003 129.61088881085001 14.351157895250003 191.37184185705004 23.314707969200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -2 -1 8 -3 10 -9 -12 -13 -14 15 19 -17 18 -18 22 21 -21 -11 25 -25 26 -24 29 -29 -27
right_child=3 7 -4 -5 -6 -7 -8 9 -10 14 11 12 13 -15 -16 16 17 -19 -20 20 -22 -23 23 24 -26 27 -28 28 -30 -31
leaf_value=0.031403099959242474 0.048907914666403499 -0.10044284532990749 -0.10247051283904857 0.098459315505436379 0.099543516381000507 -0.083999324660018651 -0.1042767768923266 -0.094533233289334218 0.061680437834739747 0.0035460989014504912 -0.10194014891096717 0.095812736555410394 -0.10121673940268282 0.094285202994252262 0.033225544570033724 -0.055272430002519191 0.016992210279681477 0.0074361310459861848 -0.10346807754601638 0.035781158735209088 0.042913901353461986 -0.030230329720850876 -0.043072254172476739 -0.10113471068472663 0.029315038230360274 -0.026892953781333218 -0.002527894372262206 0.054347811815066996 -0.0031960541833315221 0.012853675553649333
leaf_weight=0.3549509964796006 0.25930929168691719 0.078181648279722959 0.37882776300784826 0.20511996012646705 0.12291064520832151 0.27763945713513749 0.087456122040748596 0.5680682034453628 0.49875488387669975 57.385634597676699 0.16328932699457255 0.32332787877112423 0.097599687541674029 0.060766228474676609 1.3916335706599046 1.0183113479652082 0.20109117766332918 4.0744689525872673 0.37071007483473295 1.5145815388968906 2.4400814683176577 2.217452175100334 2.269010423216975 1.1706043794983987 0.79811375588178624 3.0804027578560618 3.6253226464614272 2.030588099732995 2.616659645922482 3.0644146706908941
leaf_count=120 31 114 162 11 9 116 4 195 113 1868 73 23 637 3 26 34 21 100 48 17 32 34 35 50 4 36 26 26 48 18
internal_value=0.00109685 0.000870002 -0.0448005 0.0251933 0.00241825 -0.0198143 0.00458157 0.00128189 0.0397108 0.00103686 -0.0358744 0.0157893 0.0556984 -0.0262011 0.00153843 0.00103664 -0.0107556 -0.00099895 -0.0611046 0.00184914 0.0148851 -0.00344071 0.000791026 -0.00768395 -0.0482507 -0.00289775 -0.0181354 0.00542462 0.0219474 -0.00707135
internal_weight=92.7453 91.8803 0.821235 0.864979 0.659859 0.536949 0.442407 91.0591 0.576937 90.4821 1.21305 0.644983 0.481694 0.158366 89.2691 87.8774 5.66458 4.64627 0.571801 82.2129 6.17212 3.73203 76.0408 18.6551 1.96872 16.6864 5.89433 10.7921 4.64725 6.14482
internal_count=4034 3867 286 167 156 147 124 3581 227 3354 931 736 663 640 2423 2397 203 169 69 2194 83 51 2111 243 54 189 61 128 74 54
is_linear=0
shrinkage=0.1


Tree=758
num_leaves=31
num_cat=0
split_feature=13 16 3 6 4 0 6 5 6 0 13 0 3 10 16 3 6 8 16 5 3 0 0 5 0 17 8 3 7 10
split_gain=0.284291 0.686124 0.667502 0.581881 0.369685 0.295434 0.570349 0.563319 0.548081 0.334267 0.269149 0.747723 0.595651 0.316021 0.845221 0.696743 0.93535 0.750164 0.700024 0.676686 0.65028 1.26793 0.638488 0.276744 0.522195 0.256371 0.254601 0.600292 0.318386 0.870543
threshold=115.12515406205002 20.959950986500004 91.017750006350013 15.785368822600002 393.99831167250005 89.415428960600011 16.235379337050002 26.429668882900003 16.315381206250006 76.451683855550016 113.97180552410002 91.937202686950016 89.695028606150018 69.999384342500022 19.974953289850003 83.538459487450012 14.745344522600002 7.943800736700001 19.199955102150003 17.089764221050004 85.538672336450006 94.625660817400004 93.399723909900004 18.553574773300003 91.394134144600017 194.73806315685002 8.8430989333000021 93.394346993650018 22.381996090050006 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 4 3 -2 5 7 10 -1 -8 -9 11 12 23 14 22 -15 17 19 20 -17 21 -18 25 24 -7 -13 28 -28 29 -4
right_child=2 -3 26 -5 -6 6 8 9 -10 -11 -12 13 -14 15 -16 16 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0018394255634307645 0.00038728070806208042 -0.0011625805245547534 9.4684238719565237e-05 0.001999756576509385 -0.0015593188345746451 0.0011601826145087235 0.0020191274811716788 -0.0019855996365988047 0.00018328453743992796 0.0015257587186676962 0.00084329683424695721 -0.00043638699349933166 0.00028046758365302555 0.00019624944509344695 -0.00089923064809656306 0.0018388940653194089 -0.0022670202903686512 -0.002078387917725813 -0.0010614096825335817 -0.0020232175135312578 0.0014719375843853218 0.0011534990175943844 0.001644124679029842 -0.0020992075656920926 -0.0021962105353471985 0.00078924050054592044 -0.0016732156599791278 0.00016516055019128042 0.000288080099100062 -0.0021474452689124925
leaf_weight=0.8048307208555332 1.9908854621462517 1.7129497425630678 5.2466313572622303 1.5152826104313133 0.51192525737724182 0.34731206194555797 1.1858222633600228 0.13640812302764971 1.3225068884203208 0.44189348595682532 1.7643079366534937 1.1896426463408709 1.0890661690064005 29.064393592423585 1.2588805407285688 0.42985791918181293 0.71834101777494674 1.8773170488930189 1.5211517103016374 0.29351994686658145 1.5448859878815708 0.99206016538664699 2.3439287311030057 1.2212492712114906 0.36604336759774014 1.4632172398269174 0.91499400138854925 2.6921272714535007 49.563525893630867 0.76253979501052516
leaf_count=232 41 32 309 36 405 21 16 107 29 37 24 29 22 1310 18 36 32 225 25 54 28 14 54 49 21 13 20 100 668 27
internal_value=0.000163236 5.8393e-05 0.000252886 0.00108415 9.86998e-05 0.000115221 0.000139952 -0.000778707 0.00105119 0.00069751 9.18177e-05 6.28191e-05 -0.000879451 0.000129548 0.000536693 5.96557e-05 -0.000478496 -0.00142469 3.66921e-05 0.000271792 0.00054982 -0.000283064 0.000898456 -0.00153242 -0.00056208 0.000239623 0.000203637 -0.000301168 0.000236403 -0.000189833
internal_weight=116.287 53.6015 62.686 3.50617 51.8886 51.3766 49.9935 1.38313 2.50833 0.578302 47.4852 45.7209 3.02367 42.6972 6.25567 36.4415 7.37713 2.60069 4.77644 0.723378 3.25529 1.7104 4.99679 1.9346 0.713355 2.65286 59.1798 3.60712 55.5727 6.00917
internal_count=4034 2833 1201 77 2801 2396 2020 376 45 144 1975 1951 113 1838 114 1724 414 315 99 90 74 46 96 91 42 42 1124 120 1004 336
is_linear=0
shrinkage=0.00196078


Tree=759
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 17 5 5 17 16 15 17 16 16 0 5 5 16 16 5 7 2 9 12 8 3 10 7 9
split_gain=0.360847 0.805804 0.785089 0.704732 0.842985 0.531767 0.600927 0.445344 0.890568 0.518974 0.387616 0.353116 0.292522 0.282648 0.584676 0.289262 0.234258 0.28222 0.252009 0.214645 0.317154 0.773854 0.411406 0.295706 0.27461 0.273416 0.229235 0.214528 0.210318 0.202057
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 200.37850214585004 200.68028944555002 13.716117217950002 17.438757606550002 174.23065882520004 18.734956189500004 24.273602154900001 162.13109061465002 17.874958200600002 16.209962094050002 103.33357670195001 13.154029769200003 12.290720980000001 16.079962398050004 15.404963976500001 15.237417718750002 24.607636026300003 136.15315758385003 198.74336288960004 161.47699165635004 8.2435668022500028 78.683104103850013 70.504814471000017 29.575580426850003 182.80199813410005
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -7 11 -9 -10 -2 29 -1 14 15 16 17 18 -14 20 26 23 -23 24 -22 -21 -18 -11 -17 -6
right_child=10 2 5 -5 7 6 -8 8 9 27 -12 -13 13 -15 -16 28 19 -19 -20 25 21 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020373274332811148 0.0012375975678174719 0.0011782331022931196 -0.0021760117986890527 0.0011750540176169739 8.9303796531340393e-05 0.0020647270445057733 -0.0015156825040433454 -0.0021057721847397627 -0.0026401001096058511 0.0015646801764849828 0.00024611800551930401 0.00089288401466606257 -0.0019914018678437043 0.0018119901972002991 -0.0016605540711597661 -0.0019795344083736546 0.00020254146801160667 0.0018110406019640488 0.0019996875224213254 0.00098067096575134923 -0.0022638358881753931 -0.0022191586410029366 -0.00036926642045266871 0.00059648586334548192 0.00040185040958484828 0.00010288588183794078 0.001156753466132895 -0.00012692790068537837 0.00075797997682931306 -0.0020105625883058663
leaf_weight=0.22195684073086752 1.5435255712363858 0.52069440652849097 1.4894344486165212 2.2212089574641132 0.36057140777484054 0.28914004564285267 0.47845237572619226 1.7049502425361427 0.24627985299957789 0.44619827345377394 84.949766102312424 0.95479687376064248 0.16774056543728366 0.42291086359182273 0.63377304061577788 0.37085109771442049 5.4210973126464541 0.76199146267026663 0.095432415197137743 2.8583369907573788 0.29881214628403574 0.91929075773805358 0.92959929782955442 2.5669186578597873 0.2955219383320582 2.6100973240099847 1.1783412407676221 0.81416148296557367 0.15217694814191418 0.34450337786984164
leaf_count=296 29 27 183 39 65 2 60 128 82 74 1489 43 62 9 131 516 114 17 2 40 81 25 32 13 119 24 25 12 234 61
internal_value=0.000199721 1.35444e-05 -0.000992077 0.000117011 2.21567e-05 -0.00149277 -0.000166998 -0.000708934 -0.00113515 -3.67611e-05 0.000263812 0.000115718 0.000201082 0.000226324 0.000191506 0.000254524 0.000296057 0.00120643 -0.000544143 0.000241409 9.05416e-05 -0.000281409 -0.00128906 0.000307924 -0.000938371 0.000561702 0.000372918 0.000471943 -0.00118304 -0.000936702
internal_weight=116.269 29.7752 2.77772 26.9975 24.7763 2.25703 0.767592 4.87146 3.21159 1.50664 86.4933 1.65987 19.9048 19.6829 19.26 18.6262 18.1032 1.02516 0.263173 17.078 11.6096 5.01014 1.84889 3.16125 0.594334 5.46843 6.59944 1.26036 0.523028 0.705075
internal_count=4034 2516 272 2244 2205 245 62 465 296 168 1518 169 1740 1444 1435 1304 554 81 64 473 409 270 57 213 200 64 139 86 750 126
is_linear=0
shrinkage=0.00196078


Tree=760
num_leaves=31
num_cat=0
split_feature=7 7 7 15 2 17 0 10 4 10 13 8 7 3 10 8 13 10 9 7 0 19 5 9 7 18 18 7 17 3
split_gain=0.208365 0.384149 0.302204 0.485053 0.340945 0.392327 0.292814 0.391683 0.214499 0.30541 0.222907 0.210621 0.358156 0.409107 0.367283 0.263008 0.251005 0.679826 0.743777 0.476376 0.434217 0.426114 0.862536 0.499162 0.35154 0.267887 0.356416 0.446306 0.4727 0.421583
threshold=22.105125139000005 22.181995028450004 20.861906850000004 43.030193406950012 41.467794892200004 188.83172615260003 76.451683855550016 55.917240655200011 377.6847677435 55.513971935650012 120.87576600310001 8.8430989333000021 22.620600126450004 91.017750006350013 61.907125369850007 8.7431769115000026 117.69263157665002 61.977025281250008 195.10791980860003 22.721067571950005 86.20003303655001 14.251149826300002 20.769304081650002 190.49354742400001 22.747724408400003 13.112573650350003 13.4793103924 23.203497038450006 196.80409074510004 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 -6 7 8 9 10 -1 15 -13 -14 -15 16 17 18 20 21 -3 22 -19 -23 -21 -26 29 28 -28 -27
right_child=1 11 3 -5 5 -7 -8 -9 -10 -11 -12 12 13 14 -16 -17 -18 19 -20 24 -22 23 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.0019806160275185301 0.0012952952376412401 -0.0017170023560194403 0.00076826412512538949 0.00032811088547716062 -0.0018147648634926469 0.00075191144175715751 0.00098643364136997806 -0.0020094937691170988 -0.0019825301836858366 0.0015672350124513637 0.0020102705613183466 0.00099186167407247093 0.00036837522593770859 -5.1217718722289135e-06 -0.0017701818021035839 0.00062946515974032942 0.00061333141902459622 0.001078132685365565 0.00015213728056549035 -0.00097130013498727985 -0.00026712893483718558 0.00042659177592062716 -0.0020525368435349799 0.0014682808686364572 -0.00087498023991709707 0.0011425243962910078 -0.0022653518732506867 0.00014553995742756085 -0.00014044129077446 0.00029837028334634547
leaf_weight=0.20780911560723259 1.2121554618352082 1.9079432518628885 0.3126923060044654 1.4867407009005544 1.5889380191010785 0.26751085837804556 1.3266042202021706 0.37631691978458548 0.13090630291844718 0.54988818988204002 0.072608217597007751 0.70526047889143173 1.1513655635062607 0.72541487275157113 1.2080987755325621 5.2503584437654345 4.8680929234251371 0.72829359750903477 3.933744041074533 1.0499061961163523 1.3604101310484109 4.7328628809991642 0.63192190875270171 2.8237682260078145 0.93006024039641388 2.7680026032030574 0.59980521738543657 58.922541103874437 1.2235770245606543 12.759540143633783
leaf_count=153 31 50 8 14 196 31 167 198 39 31 1 19 37 19 39 63 51 51 47 14 9 77 15 36 26 41 44 2384 31 112
internal_value=0.000177615 0.000197597 -0.000168561 -0.000534579 -0.00112587 -0.00144491 0.000333711 -0.00031368 0.000350235 0.00071802 -0.000947259 0.000185309 -0.000268754 -0.000556954 -0.00110797 0.000201779 0.000179152 0.000156755 -0.000422221 0.000204591 -0.00111351 0.000633995 -0.000376298 0.000815851 0.000155661 0.000170987 0.000183741 0.000115974 -0.000839435 0.000448853
internal_weight=115.813 109.493 6.32001 3.65588 2.16914 1.85645 2.66413 1.33753 0.961212 0.830306 0.280417 108.281 3.79014 3.08488 1.93351 104.491 99.2405 94.3724 7.2021 87.1703 3.26835 8.91685 1.36022 7.55663 78.2534 77.2035 76.2735 60.7459 1.82338 15.5275
internal_count=4034 3196 838 249 235 227 589 422 224 185 154 3165 114 95 58 3051 2988 2937 106 2831 59 179 66 113 2652 2638 2612 2459 75 153
is_linear=0
shrinkage=0.00196078


Tree=761
num_leaves=31
num_cat=0
split_feature=3 17 13 16 3 6 5 12 19 15 18 0 15 2 18 17 9 5 17 17 2 17 6 2 16 16 6 10 0 6
split_gain=0.199131 0.269053 0.140342 0.688511 0.609622 0.554527 0.297329 0.272822 0.268836 0.230003 0.806367 0.333399 0.424019 1.07379 1.53024 0.56586 0.929847 0.304709 0.426962 0.684727 0.604985 0.336072 0.282303 0.965597 0.366043 0.324467 0.406459 0.397194 0.305469 0.278061
threshold=76.172084209950015 241.79519611995002 115.12515406205002 20.959950986500004 91.017750006350013 15.785368822600002 20.204934414350003 309.23973140915007 14.351157895250003 35.965617804200001 13.431026577400003 86.329079026800017 41.29990759910001 105.22786026870001 13.131682570750003 187.51563899930002 195.94564826430005 24.458659404000002 192.77618096940003 189.19102531915004 197.87172150825003 192.41413881610001 16.345381907250005 189.95856246190002 22.604947139800004 22.544947280100004 16.455384477450004 62.041548276350007 86.479632682150012 16.445384243750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 5 -4 8 -2 -6 10 29 12 13 15 -15 16 -11 18 19 -14 -20 -19 23 -13 -25 26 28 -27 -24 -8
right_child=2 -3 4 -5 6 -7 9 -9 -10 11 -12 22 17 14 -16 -17 -18 21 20 -21 -22 -23 25 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0019774637131433643 0.00016066827596413394 0.00050238197109834278 0.00037432301004069004 -0.0011523356806262108 0.00026195636703856001 0.0019957791887439745 -0.00163789549006637 -0.0011600826817736662 0.0012609221121543447 -0.0022650092811124763 -0.0017668033870974788 -0.0015486303569650054 0.00043011059497037542 0.00024426964570914487 -0.0023099335800169868 0.00057011261851989243 0.00069985131918022937 3.0617210392369449e-05 0.0018543926039856949 -0.0008102678644677793 0.00028858232131004097 -0.0015822653820995992 0.0003596811384184754 -0.00022466317787511394 0.0011852561060703818 0.00057620933412835188 0.00045393539333823745 -0.00014835776102871778 0.0020128804671856481 0.00023987603544062201
leaf_weight=0.38111908728160315 51.341159120993325 0.3011004477248207 1.9176456606946879 1.6213605245575298 2.3679027454927555 1.4050614433363078 0.3235763293778281 0.60843415024737524 1.8409744719974694 0.80787590565160072 1.046570445410907 1.21555966511369 7.4957522865006485 1.6932269839453513 1.9293427380616774 4.6758774798363447 0.81895620957948267 2.1477521363103729 1.5741682821608258 2.2172007954213768 2.3876329996855929 0.6461113140467204 0.59544035047293009 1.3079203963279726 1.5433192863129077 8.0398521393071842 3.2767077758908272 4.5576517693698397 1.5438819043338297 4.8120590648177313
leaf_count=856 1720 69 41 32 13 36 13 156 33 24 40 14 64 24 52 46 19 73 24 33 41 54 3 32 31 61 15 37 70 308
internal_value=0.000173263 -0.000882973 0.000179488 0.000105929 0.000242854 0.00105998 0.00019673 0.0001452 0.000698907 0.000158059 -0.000198112 0.000203484 5.47512e-05 -0.00026538 -0.00111607 0.000223567 -0.000772482 0.000247687 0.000368243 0.000146966 0.000910736 -0.000342379 0.000381273 -8.53412e-05 0.000538498 0.000486618 0.000887963 0.000314068 0.00155274 0.000121565
internal_weight=116.441 0.68222 115.759 53.571 62.188 3.32271 58.8653 51.9496 4.20888 54.6564 6.18221 48.4742 26.3939 9.92528 3.62257 6.30271 1.62683 16.4686 13.6748 9.71295 3.9618 2.79386 22.0803 4.0668 2.85124 18.0135 5.41603 12.5975 2.13932 5.13564
internal_count=4034 925 3109 1908 1201 77 1124 1876 46 1078 361 717 454 165 76 89 43 289 162 97 65 127 263 77 63 186 88 98 73 321
is_linear=0
shrinkage=0.00196078


Tree=762
num_leaves=31
num_cat=0
split_feature=18 0 4 13 7 9 13 8 18 9 0 6 13 6 7 0 18 4 16 10 3 18 0 15 8 5 8 7 3 6
split_gain=0.0567887 0.224203 0.319811 0.227289 0.38342 0.566964 0.365395 0.282964 0.207073 0.267609 0.415087 0.285397 0.237507 0.716725 0.424528 0.552393 0.385929 0.331016 0.21627 0.615828 0.299578 0.602353 0.781367 0.595203 0.426343 0.318312 0.504937 0.263191 0.197314 0.36931
threshold=13.946975448150001 92.313586825200005 227.16561897400001 113.97180552410002 23.032902590750002 189.78071820640002 113.93954402655002 5.9453602998000008 14.118140587000001 204.99169312540002 93.55565448145002 14.825346391850003 112.64908412395 15.365359009150003 23.9417051038 90.111739616350022 14.224291663350002 405.17861315740009 19.974953289850003 69.999384342500022 83.538459487450012 14.349498564250002 93.953546284800012 28.626568391100005 8.3434888241000014 17.621651749750004 8.0437227585500022 24.268610899850003 92.324340657750014 16.355382140900002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 7 -1 9 10 -2 -12 13 18 -14 16 -16 -18 19 27 -21 -22 -23 25 -25 26 -24 -10 -5 -30
right_child=8 2 -4 28 -6 -7 -8 -9 12 -11 11 -13 14 -15 15 -17 17 -19 -20 20 21 22 23 24 -26 -27 -28 -29 29 -31
leaf_value=-0.01357764470698317 -0.069843469234693409 0.059191114027050636 -0.015852728432240594 0.017000283878426 0.024961803656533686 -0.098745280757604359 -0.11890624018061832 0.091975364953748237 0.084012727346841135 0.00035471226150551204 -0.046453649968336244 0.094727397178874184 -0.042180959090921122 -0.097228666610579398 0.059672967332938004 0.087888280282552994 -0.08626787794586166 0.03403059873358788 -0.055296101340556285 0.0025401034278835083 -0.10513900454839628 0.057450128182354655 0.065436779077762755 -0.097476863447071668 0.0029796325110965013 0.044354622843150837 -0.096821151125291452 0.018843009451490311 -0.044372656732433069 0.002814297889382963
leaf_weight=0.64724495847576669 1.4208638498771495 1.3244845780864118 0.71863604742020459 7.7000933764502397 0.96453433829083213 0.88631706635351282 0.18428352109185653 0.30725169996730983 0.96940735874614903 2.3500680851284415 0.22203054593410332 0.24940427392721176 0.6179572668333998 0.6250930771154789 0.56140146480174757 1.1463182950392363 0.47435235336888582 0.31044419389218092 0.55540897464379568 23.770274827276356 0.62398356382732245 1.0641849776129673 0.24664850487579337 1.2199108331878958 0.4841159360421442 0.88234397074211302 0.43449311191216111 1.0689173176142501 1.4083515034999425 40.170908768614026
leaf_count=301 54 40 56 108 30 20 9 14 26 34 40 2 16 37 25 44 35 23 23 1599 90 71 40 161 32 7 17 36 70 974
internal_value=0.00146419 0.00336179 0.0327956 0.00221126 -0.0220375 -0.0444228 -0.00214347 0.0203998 -0.00115843 -0.0200579 -0.0454087 0.0282357 0.00112878 -0.00119757 0.0250205 0.0416814 0.00233526 -0.0386811 0.000719066 0.00173035 -0.00168319 -0.0219405 -0.00995574 -0.0319089 -0.0689371 0.00844766 -0.0380659 0.0498371 0.00368236 0.00121601
internal_weight=93.6097 54.3121 2.04312 52.269 2.98963 2.0251 1.13878 0.954497 39.2976 4.24237 1.8923 0.471435 35.0553 31.9448 3.11047 2.49252 1.3462 0.784797 31.3197 30.7643 28.726 4.95568 4.3317 3.26751 1.70403 1.56349 0.681142 2.03832 49.2794 41.5793
internal_count=4034 1622 96 1526 374 344 324 315 2412 130 96 42 2282 2139 143 127 83 58 2102 2079 2017 418 328 257 193 64 57 62 1152 1044
is_linear=0
shrinkage=0.0905731


Tree=763
num_leaves=31
num_cat=0
split_feature=19 8 16 15 18 5 8 10 15 15 3 17 10 2 4 19 10 2 6 0 3 4 10 15 12 17 18 3 9 19
split_gain=0.0573247 0.106239 0.088828 0.0646704 0.288871 0.399143 0.150145 0.357725 0.116314 0.261731 0.270894 0.238875 0.304296 0.34172 0.436155 0.188881 0.166645 0.144434 0.101937 0.48759 0.385841 0.309308 0.452714 0.312877 0.265115 0.592592 0.463998 0.282995 0.292277 0.221685
threshold=14.651182102100002 8.6432548896500023 22.624947093000003 45.169600924000008 13.3584252364 25.767562150000003 8.4434108459500017 62.020040611300011 41.29990759910001 40.94720173475001 93.394346993650018 192.77618096940003 61.93938686740001 173.34516805710004 296.2109057141501 14.351157895250003 61.966271448700006 125.56293566760002 16.455384477450004 89.168090812600013 91.017750006350013 269.4564136126001 61.950140699950005 40.42701969085001 124.92778561480002 190.79440939600002 12.844794714750002 93.337889372900023 193.67618212375001 14.451165964200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 -3 8 -5 6 7 -6 9 18 -11 15 -13 -14 -15 16 -10 -17 -1 20 -20 23 -23 24 27 26 -26 -22 29 -29
right_child=1 2 -4 4 5 -7 -8 -9 11 10 -12 12 13 14 -16 17 -18 -19 19 -21 21 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0027619865561220249 0.02581840213326211 0.019745529657851372 -0.04346514670571356 0.0047376587509321486 -0.098802775142198138 0.043939225960033794 -0.10565510350185506 0.06301601641220507 0.030310085500005485 0.010304773866567052 -0.093525427277067558 0.078139482363793519 0.063732354316462389 -0.064018858845338256 0.021433194412602382 0.0043999303314588047 -0.0066408681742728222 -0.033711390943347595 0.075960794046154426 -0.097504891007339403 -0.027109595161564717 -0.0034394497055020056 -0.11192604184497633 0.051138304522451404 0.017576640449132132 -0.0042269752102726023 -0.11227690377121899 -0.02231391454908253 0.05293007911977822 0.029191999723976486
leaf_weight=54.445205001942611 2.1463440265506502 0.37682790332473803 0.45143147115595639 3.7952034555637502 0.32322810645564437 0.35383324723443355 0.60588476599696151 0.20705786759208422 2.4484555348753911 0.40014412774689745 0.55290392789174803 0.88422655721660604 1.0000602389918642 0.75724667753092978 2.0340960941466619 1.7178119514137509 2.0900869412580505 1.9747655428946016 0.55292597413063127 0.52002722694305781 1.5451327227055989 0.8722150611656605 0.59969148086315727 0.97735837846994478 0.34787193771444413 4.9520115820341744 0.9442935252955067 1.5821030105280445 1.6492585318519557 1.507720125839114
leaf_count=2816 36 14 27 96 39 23 38 14 16 18 28 18 15 16 45 14 26 28 17 22 14 80 44 7 175 31 94 139 56 28
internal_value=0.00140742 0.0145345 -0.0147066 0.000971821 -0.00934214 -0.0452049 -0.0729668 -0.0356183 0.00161803 0.000101088 -0.0499316 0.0100155 0.0273649 0.0155234 -0.00174858 0.000160253 0.0132935 -0.0159817 0.00077749 -0.00595411 -0.00288862 -0.00579948 -0.0476396 -0.00123959 -0.00532567 -0.0193524 -0.0773182 0.00861172 0.0202583 0.00281908
internal_weight=92.6154 2.9746 0.828259 89.6408 5.28521 1.49 1.13617 0.530286 84.3556 71.4489 0.953048 12.9067 4.67563 3.7914 2.79134 8.23112 4.53854 3.69258 70.4958 16.0506 15.5306 14.9777 1.47191 13.5057 12.5284 6.24418 1.29217 6.28421 4.73908 3.08982
internal_count=4034 77 41 3957 210 114 91 53 3747 3569 46 178 94 76 61 84 42 42 3523 707 685 668 124 544 537 300 269 237 223 167
is_linear=0
shrinkage=0.0961169


Tree=764
num_leaves=31
num_cat=0
split_feature=3 17 6 7 7 7 13 6 0 0 18 7 9 0 10 17 7 18 0 16 17 18 18 10 17 16 12 2 18 7
split_gain=0.0563129 0.157432 0.0557722 0.0514472 0.293511 0.212428 0.166603 0.187525 0.195597 0.211237 0.154207 0.144836 0.167664 0.300891 0.323668 0.167338 0.375446 0.264663 0.147551 0.384119 0.195115 0.156478 0.134922 0.127181 0.112133 0.170513 0.106426 0.168541 0.140097 0.267764
threshold=76.172084209950015 241.79519611995002 8.2451926476000015 22.061824394000002 21.946499523750003 22.181995028450004 105.33378955095002 15.51536251395 85.877418060900013 84.226704768850013 12.601716341300003 22.356277907050004 186.68586460755003 85.861287312150012 62.00390986255001 190.94474013770002 22.814487719050003 14.613481077900001 85.732241321850012 22.664946999500003 189.19102531915004 13.4793103924 12.909082926650003 62.00390986255001 189.50863627480001 22.644947046300004 69.826413229550027 60.327272492300004 13.043896815850003 22.792619241600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 23 -2 -8 9 10 -9 -7 13 -13 -15 16 24 -17 19 -14 -21 -22 -20 -5 25 -16 -24 -28 -29 -30
right_child=3 2 -4 5 -6 11 7 8 -10 -11 -12 12 18 14 15 17 -18 -19 22 20 21 -23 26 -25 -26 -27 27 28 29 -31
leaf_value=-0.098521169951064677 -0.072100040971915136 -0.038589920282042056 0.070001061234530093 0.076995331685493912 -0.1122709597253833 -0.031899874410075808 0.065610496483560266 -0.0012514491302728389 -0.10619160302033183 0.070787287402029178 -0.085665526714569798 0.053408572913282312 -0.10145743675575454 -0.1150179925890137 0.077772926998559727 0.084705144068086602 -0.08348873231693657 -0.0057002292710308551 -0.035735029688431875 0.025650089557310435 -0.10438382013541869 0.010395871312965238 0.034650508874603414 0.0054093814164609668 -0.015199110948062821 0.0031727743328648643 -0.027642416950623114 0.023706542328546017 -0.031498636950446662 0.0024535469938353552
leaf_weight=0.19324395701073527 0.30482433348026861 0.075131829165911768 0.11510917107807472 0.57471446879207988 0.24988040012613044 1.2346685674683602 0.411853862802673 2.3211682208457218 0.17270695790648449 0.36646519228816021 0.22847937807978258 1.6548019108568031 0.48568994697188728 0.20938051820849102 0.48272358576014196 0.62369532167576813 0.4686747143332467 0.62129596153772582 0.92797757242806156 0.93038425997656282 0.25190565442608204 0.20878082595299929 0.94046488404273887 0.4078072065312881 0.77992473638732907 0.75525449588894844 1.8648567716591049 2.8011099249124518 2.3073262203251934 68.963678065838394
leaf_count=856 156 48 21 20 15 45 91 349 6 8 181 31 98 5 40 40 81 95 15 25 22 23 7 25 7 12 35 26 49 1602
internal_value=0.0012957 -0.0361949 0.0271153 0.00145274 -0.00934236 0.00195309 -0.00258376 0.00346943 -0.00481627 0.00118769 -0.00881598 0.00143828 0.00192096 0.0183251 0.00359355 0.0102489 -0.0044415 0.0395896 0.000768967 -0.0263949 -0.000186889 -0.0523662 0.00142419 0.0472827 0.0139179 0.0322615 0.00187273 0.00146679 0.00219965 0.00135438
internal_weight=91.934 0.383485 0.190241 91.5505 4.05538 87.4951 3.8055 3.50067 3.08882 2.91611 2.54965 86.5126 85.2779 5.59575 3.94095 3.73157 2.48658 1.24499 79.6822 1.87676 1.39107 0.460686 77.8054 0.982522 2.0179 1.23798 76.8774 75.937 74.0721 71.271
internal_count=4034 925 69 3109 806 2303 791 635 544 538 530 2258 2213 311 280 275 140 135 1902 168 70 45 1734 45 59 52 1719 1712 1677 1651
is_linear=0
shrinkage=0.0980392


Tree=765
num_leaves=31
num_cat=0
split_feature=10 18 6 10 15 18 8 2 6 17 15 15 9 12 9 12 16 8 4 9 13 16 16 9 17 13 5 10 15 15
split_gain=0.0534166 0.103982 0.0711907 0.0701405 0.0627651 0.222843 0.229183 0.203778 0.407001 0.0998338 0.0914393 0.319133 0.203689 0.576955 0.163747 0.131422 0.181325 0.191078 0.180248 0.259337 0.354818 0.0898021 0.370124 0.444507 0.303855 0.223951 0.168819 0.224435 0.146565 0.209074
threshold=81.479100559500012 17.323446153950005 8.2451926476000015 82.457699319000014 19.763739472850002 15.788786379500001 7.7439566930000003 138.63208387490002 12.625294988000002 162.13109061465002 23.735720730600004 23.378903124350003 206.36238950785003 93.660658182900008 219.21617201485003 124.10890780100002 16.954960351900002 7.6440346712000009 143.78867033265001 200.17144541975003 99.446066245300003 15.584963555600002 17.809958352600002 191.72037998490001 187.61467154115005 103.23410375110002 16.351273197450002 71.104340634100012 26.912781836550003 25.186533201700005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 5 6 9 -7 -9 -1 11 12 15 -14 -15 18 17 -17 -6 20 -20 24 23 -23 -12 -26 27 -24 29 -28
right_child=1 2 3 -5 10 7 -8 8 -10 -11 21 -13 13 14 -16 16 -18 -19 19 -21 -22 22 26 -25 25 -27 28 -29 -30 -31
leaf_value=-0.098049538115890553 -0.096291265749292171 -0.094764984064830568 -0.095651998606105876 0.034504852827072344 0.034788907308765299 0.077594527840675193 -0.098806167484294952 0.084139228798058033 -0.09826298930259085 0.012187818915002003 -0.024176714746922175 -0.092015749444066999 0.02909462723515055 -0.1001296738191894 -0.011377370217527404 0.010840531182003749 -0.048150228636696504 0.083169694888137816 0.0014215291581359964 0.0012720393005361422 -0.11067563256135912 0.0068401894844125023 -0.0025188923639452169 -0.090058438127318591 0.0040307775029006692 0.058106970942386559 0.034957516909907872 0.070220460334275356 0.0021540923330060822 -0.042014315857005081
leaf_weight=0.077021197173052669 0.14651797493297536 0.061626125363773099 0.042754203896038234 0.26244542812764848 0.85875884629785648 0.72203109320253112 0.21061006460513443 0.22466820871204618 0.21031041836977238 1.3797391398989018 1.1811088360965407 0.38700921929557885 0.76846865449624591 0.77697633740899597 0.24211308217491023 0.78992931828861379 0.24161214226387517 0.55024515057448298 0.50508375465869926 2.9370320506859571 0.49790750899774139 0.82428136484531822 0.7640395468333725 0.85791149371652864 1.2686687508139587 1.4657194414176045 0.40257498520440904 0.7428995789741748 70.595149729488185 1.4138765553288974
leaf_count=30 371 425 7 157 7 23 17 32 13 257 37 56 11 63 23 72 69 15 2 37 115 142 18 112 26 14 90 43 1640 110
internal_value=0.00112604 -0.0291857 -0.00238228 0.0162717 0.00129723 0.0151247 -0.00692435 0.0468996 -0.00405151 0.0063594 0.000853789 -0.00840305 -0.00444145 -0.0325554 -0.0790441 0.00343486 0.0269906 0.0405372 -0.00432963 -0.0128558 -0.054226 0.00184973 0.00112905 -0.0425777 0.0157648 0.0330173 0.0021237 0.0333406 0.00147405 -0.0249553
internal_weight=91.4091 0.513344 0.366826 0.3052 90.8957 2.82438 1.66737 1.15701 0.434979 1.45676 88.0714 8.55514 8.16813 1.78756 1.01909 6.38057 1.58179 1.34017 4.79878 3.94002 1.00299 79.5162 75.6007 1.68219 3.9155 2.73439 73.9185 1.50694 72.4116 1.81645
internal_count=4034 960 589 164 3074 372 304 68 45 287 2702 470 414 97 86 317 156 87 161 154 117 2232 2155 254 77 40 1901 61 1840 200
is_linear=0
shrinkage=0.0942322


Tree=766
num_leaves=31
num_cat=0
split_feature=16 16 16 3 0 18 0 5 13 5 5 4 6 18 6 18 3 7 16 19 7 9 2 4 16 17 7 16 18 17
split_gain=0.0617185 0.11368 0.0980642 0.0467284 0.302147 0.211005 0.242938 0.149431 0.475711 0.232343 0.205342 0.128345 0.136514 0.108159 0.23851 0.212436 0.223802 0.166036 0.264714 0.194413 0.186878 0.388834 0.271741 0.229727 0.207413 0.250283 0.176489 0.198414 0.244238 0.148849
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 93.620177476600006 85.925810307250018 13.065205089100003 86.756543869550015 21.500664456800006 117.60122400020002 21.955793948900006 22.053438739150003 142.34057910165004 16.705390318750002 13.192618516750001 16.415383542800004 13.276755824150003 93.281431752200021 23.203497038450006 22.614947116400003 14.451165964200003 23.445318439400001 194.43273554075003 146.27443143485002 211.80194051865001 22.564947233300003 197.20536406400001 23.514778597300005 22.654947022900004 13.754580103150001 190.79440939600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 7 6 -2 8 -5 -9 -11 -7 13 14 -13 16 -15 18 19 29 21 23 24 -19 25 -23 -22 -28 -29 -17
right_child=3 -3 -4 4 -6 11 -8 9 -10 10 -12 12 -14 15 -16 17 -18 20 -20 -21 26 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.095700354081623321 0.045643846119155999 -0.095400706948417638 0.069077162887432833 -0.08192759243962984 -0.06409073307842679 0.045305040119351332 -0.00068669982121409264 0.047862601271066708 0.0061223946570234354 -0.076863500134633167 0.0017116450914082769 0.0073246778096278187 -0.036419049795401982 0.049535224949238975 -0.044129645533117996 0.0030585419185097107 -0.0017871158520229842 0.011676163107495436 -0.069584197998579581 0.017154424644166964 -0.02479089424469386 0.097000094882769616 0.058480878629068291 -0.085416448299053968 -0.0080418667907938141 -0.012602010949733677 0.00081420299550732586 -0.0017980009604889676 0.084199695536787494 -0.038359715286720997
leaf_weight=0.046364439730040341 2.0708460257737888 0.16252186348151554 0.10403134058014984 0.79747388750547665 0.69676268473267633 0.57494205329567094 1.9525723006809128 0.96224094960780249 1.7200510969851164 0.30266233673319121 12.188978780136948 1.7839196809800335 0.87347585754468937 1.6604253260593389 1.450286643579602 1.3125950377871043 1.3828265145421026 0.42149374523432825 0.68416969664394844 1.8523452980443833 2.329793613349465 0.44344058912247453 1.8334105331450699 0.44468878600309836 1.6778295189142225 0.31745392386801541 47.726367309583111 0.60293128457851597 0.57094288873486221 1.8655112013275355
leaf_count=455 22 435 40 29 19 12 34 28 32 7 871 22 34 34 19 99 35 18 15 31 23 54 23 23 8 10 1485 11 41 65
internal_value=0.00101407 -0.0407635 0.0182791 0.00115852 -0.00334802 0.00217591 0.0231595 -0.000698086 -0.0217691 0.00324478 -0.000192167 0.000966517 0.000598315 0.0010713 -0.0157485 0.00190659 0.0262148 0.00071502 -0.0145902 -0.00711068 0.00226666 0.0193989 0.0310711 -0.0381701 0.0104646 0.0512728 0.00054832 0.00175558 0.0400291 -0.0212535
internal_weight=90.8134 0.312918 0.150396 90.5004 16.6682 73.8323 4.02342 15.9714 2.51752 13.4539 12.4916 69.8088 69.2339 68.3604 3.23421 65.1262 3.04325 62.083 5.71462 5.03045 56.3684 5.13832 4.27213 0.866183 2.43872 0.760895 51.23 48.9002 1.17387 3.17811
internal_count=4034 930 495 3104 986 2118 56 967 61 906 878 2062 2050 2016 41 1975 69 1906 210 195 1696 136 95 41 72 64 1560 1537 52 164
is_linear=0
shrinkage=0.0942322


Tree=767
num_leaves=31
num_cat=0
split_feature=19 8 6 14 16 5 7 13 17 15 3 0 7 13 13 9 6 19 17 10 4 9 7 16 6 7 16 0 0 14
split_gain=0.0536905 0.0762659 0.0966715 0.0624156 0.137669 0.175857 0.147739 0.258596 0.207198 0.298154 0.177998 0.488921 0.184124 0.173378 0.418139 0.302925 0.298889 0.339704 0.3131 0.2873 0.215722 0.261865 0.273652 0.205286 0.237375 0.194293 0.192755 0.210334 0.173354 0.166853
threshold=14.651182102100002 8.6432548896500023 18.080422446150003 241.71484286130001 22.724946859200003 24.794052175750004 23.109894804950002 117.66037007905001 191.08747234645003 45.169600924000008 93.394346993650018 85.877418060900013 23.051546669900002 117.55283175385001 117.49368567500001 192.31210988165003 16.525386113000007 14.451165964200003 200.37850214585004 62.057679025150001 285.22127102665007 205.67007911670001 24.487155730000001 22.584947186600004 13.715320456250003 23.9417051038 22.624947093000003 86.20003303655001 97.991610396700011 300.28003674255007
decision_type=2 2 2 2 2 2 2 2 2 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 6 -6 7 8 10 -10 12 -12 -5 14 15 25 17 26 -19 -16 -17 23 -23 24 28 -8 -15 -28 -22 -24
right_child=1 2 -4 4 5 -7 13 -9 9 -11 11 -13 -14 16 19 20 -18 18 -20 -21 21 22 29 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0027221332336125471 0.023911057984219591 -0.04677535505076201 0.021042188448501243 0.0087086924165647086 0.078204817107348612 -0.018915116835032331 -0.112122129764504 -0.11065007817068348 -0.084855434967839399 0.0068352707038189103 0.0073801300267386672 -0.10413906355641882 0.10381344713718139 -0.012125698461463148 -0.021075373742252553 -0.0064587089623115322 -0.034314354784124673 0.090636042000698663 -0.0051252668262138437 -0.10314499277072534 0.08359394143646226 -0.086797472175158583 0.051194538034061446 0.0070284339351246302 0.083658799095704603 0.0098540314564228102 0.00031786758275657064 0.044614939021379328 -0.064600457323791743 -0.0073127658825359451
leaf_weight=51.330926782489882 2.1011258467915463 0.38849586062133301 0.42091944254934788 0.72461453337359616 0.44512982625747 0.29996022896375507 0.38299228774611549 0.27984864159952838 0.79312079430690097 0.59779371834838457 1.8710914320961367 0.4734884210047311 0.26803696593196946 2.8532272480078955 1.0930627557681862 12.857788446704946 1.2791425927571243 0.99648022773908429 0.4893228430300951 0.65606408788153192 0.11919815186411087 0.33616169821471009 0.62670668897044413 1.0888087600469587 1.1688511395768726 0.1867078133477662 2.2073330966522917 1.9321224079467354 0.2087228187783694 1.8559228348126451
leaf_count=1881 36 17 24 121 30 22 80 22 54 22 177 21 3 40 18 278 20 25 34 34 3 11 48 18 32 560 15 27 57 304
internal_value=0.00096166 0.014061 -0.0115083 0.000525546 -0.00259852 0.039106 -0.00347763 -0.0190781 -0.0136582 -0.0454482 -0.000408559 -0.0151412 0.034389 -0.000902456 -0.0060056 -0.00174676 0.0098612 0.0165259 0.0590988 -0.0518581 0.000449415 0.0168848 -0.00378388 0.0394178 0.0629791 -0.0721469 0.00748007 0.0209939 -0.0107323 0.00745662
internal_weight=90.3332 2.91054 0.809415 87.4226 36.0917 0.74509 35.3466 5.00799 4.72815 1.39091 3.33723 2.34458 0.992651 30.3386 20.581 18.8319 9.75763 8.47849 1.4858 1.74913 18.2622 5.40437 2.81879 2.58558 1.49677 0.5697 6.99268 4.13946 0.327921 2.48263
internal_count=4034 77 41 3957 2076 52 2024 420 398 76 322 198 124 1604 1443 1391 161 141 59 52 751 473 363 110 92 640 82 42 60 352
is_linear=0
shrinkage=0.0980392


Tree=768
num_leaves=31
num_cat=0
split_feature=13 19 13 0 18 17 6 9 16 16 8 9 7 6 0 15 19 9 19 4 6 8 18 3 0 6 13 15 6 3
split_gain=0.28379 0.55364 0.459744 0.354748 0.554597 1.00332 0.442225 0.345982 0.588831 0.349092 0.333345 0.32495 0.308776 0.277685 0.503954 0.277444 1.10706 0.545326 0.499082 0.266815 0.261315 0.805763 0.257872 0.255388 0.245265 0.229394 0.378897 0.798674 0.311145 0.280613
threshold=115.12515406205002 14.551174033150001 116.72209819155002 85.995710218650018 13.065205089100003 188.19076296340003 16.375382608200002 191.03141765810003 22.614947116400003 22.514947350300002 8.543332867800002 210.14471305145003 22.775216856700002 16.385382841850003 85.925810307250018 40.042228346200012 14.351157895250003 187.45330412110005 14.451165964200003 393.99831167250005 16.435384010100005 9.4426310644000022 13.712081531300003 112.77544165605001 88.17067284620002 16.235379337050002 113.97180552410002 40.042228346200012 16.315381206250006 83.538459487450012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 11 6 -5 -6 12 8 -7 10 22 24 -4 -8 15 16 23 -18 -19 20 25 -22 -9 -15 -2 26 27 29 -27 -1
right_child=2 -3 3 4 5 7 13 9 -10 -11 -12 -13 -14 14 -16 -17 17 18 -20 -21 21 -23 -24 -25 -26 28 -28 -29 -30 -31
leaf_value=0.00021037282493282334 0.00042189259772712766 -0.0017061405840976956 -0.0020902277806724508 0.0011408037980575453 -0.0013428233426057161 4.7597656974733911e-05 0.0011166763130777504 0.0020217205618767121 0.0018631353999289031 0.00020343538113886043 0.00029850908632642124 0.00019201011591816369 2.1219131673159241e-05 -0.0023651730796936587 -0.0012712909974668322 0.00027197156704395544 0.00079400760221302468 0.00075742978498493871 -0.0015691358195395718 -0.0014519342361172113 -0.0016616849763387827 0.0015484847867188384 0.00044858959574130611 0.00077341229483757765 0.0017927144363727818 0.001456904371337765 0.0010159009950876324 -0.0022844707051527051 2.1435536572694744e-05 -0.00010661363841843128
leaf_weight=32.262253689919817 0.71909617094934208 0.65795917995273967 0.62417782377451902 3.0961188822984687 1.4142604256048787 1.2973971292376512 0.9710321116726871 1.1346746487543016 1.4593789130449293 26.447221955168061 2.0245840102434158 1.4152775071561334 0.46440246036218014 0.95993444270425843 1.061072852462529 12.847492052733285 2.3924187347292905 0.56288170791231074 0.95748759323032573 0.42087192295366449 1.0127126837796812 0.42752095178730076 0.61926531791687001 0.11122545797843486 1.6606453992426393 1.1629597230348729 1.7152110282331694 0.54391105629474523 1.15922254929319 16.092852528112417
leaf_count=1320 72 19 23 19 16 12 6 64 35 286 10 39 25 191 23 234 35 14 46 401 202 42 3 9 39 20 24 28 24 753
internal_value=0.000183799 8.17961e-05 0.000274682 0.00023174 0.000345937 0.00027439 2.73889e-05 0.000343734 0.0010087 0.000283085 0.000840579 0.000936014 -0.00118946 9.40756e-05 4.15162e-05 0.000119636 -0.000273051 0.000210467 -0.000707779 0.000103264 0.000115301 -0.000708774 0.00146629 -0.00203927 0.00137849 0.000137722 0.000110074 7.83009e-05 0.000740325 0.000104878
internal_weight=117.696 55.4555 62.24 58.445 37.4929 34.3968 20.9521 32.9825 2.75678 30.2257 3.77852 3.79502 1.08858 19.8635 18.8925 17.8314 4.98395 3.91279 1.52037 54.7975 54.3766 1.44023 1.75394 1.07116 2.37974 52.9364 50.6142 48.899 2.32218 48.3551
internal_count=4034 2833 1201 1051 445 426 606 410 47 363 77 150 48 558 552 529 295 95 60 2814 2413 244 67 200 111 2169 2125 2101 44 2073
is_linear=0
shrinkage=0.00196078


Tree=769
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 5 5 17 17 17 17 16 0 10 16 18 19 7 9 18 16 13 0 13 0 10 16 16 12 18
split_gain=0.208864 0.590962 0.55969 0.452803 0.68027 0.38768 0.654778 0.362597 0.371905 0.309639 0.295653 0.295054 0.258748 0.307886 0.713571 0.693542 0.494541 0.769484 0.381146 0.432219 0.370123 1.53678 0.648052 0.407052 0.398949 0.253335 0.24601 0.51609 0.244902 0.228507
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 13.716117217950002 17.438757606550002 200.37850214585004 200.68028944555002 174.23065882520004 162.13109061465002 16.484961451000004 96.682331287150021 70.206395618550019 19.199955102150003 15.205124517800002 13.751109481500002 24.175586727800006 197.90890142995002 11.862896247150001 19.974953289850003 112.64908412395 90.407470010750018 113.97180552410002 90.767723400200012 70.504814471000017 17.874958200600002 16.209962094050002 85.453317281250008 13.893471991850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 10 11 -7 -4 -9 -8 -1 -6 13 14 -2 28 17 18 19 -16 -18 -22 23 -23 -24 -11 27 -12 -15 -25
right_child=12 2 7 -5 5 6 9 8 -10 25 26 -13 -14 15 16 -17 20 -19 -20 -21 21 22 24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020407935886429009 0.0013683154032870478 0.0009422164044713612 -0.0021066710447762071 0.0010501663684346818 -0.0020084348343214213 -0.002078916262761285 -0.0024110829782743315 0.0020272046600540135 -0.0013107065555223042 0.0015748358511058378 0.00023544137644278021 0.00041817642526976735 0.00058815104310447233 0.00017046005600727731 0.00087224747186747319 0.00015794518108919225 0.0010069517446715406 -0.0022292094619234858 0.0010379511826260465 -0.0021301875137461272 -0.0020976428152845615 -0.00069406720992958297 0.0017631436675878745 0.00024535296066968346 0.00017690948430395758 -0.00040203204141684378 0.0018462163856651571 -0.0016776771527842872 -0.0020397293674143599 -0.0001686802884362661
leaf_weight=0.22732822601780256 1.9798594087187655 0.46797830109426231 1.1593109011755585 1.7798182745354996 0.22362654581593133 1.378352581523359 0.19815819643918064 0.1916661113500594 0.38838636130458326 0.37077368359678053 18.15644570519499 1.3906019259011371 6.3762195076560593 0.24108743295073398 0.31362843140959673 3.0976180153666064 2.1459989000286432 0.82839144871104498 0.8139241486787796 0.44716486588004045 1.1201853805687267 1.9890096113085736 1.6448550615459674 55.663503606496306 0.96854770556092251 0.76027980714570731 0.34628654524567437 0.5588132321190632 0.9613337338087149 5.6446441129519362
leaf_count=296 68 27 183 39 63 128 82 2 60 74 1304 106 35 6 29 31 35 27 3 47 52 34 34 849 22 12 9 131 80 166
internal_value=0.000159901 1.18587e-05 -0.000961276 9.64589e-05 2.45666e-05 -0.000678567 -0.00113202 -0.00147341 -0.000207764 -0.000150108 0.000182108 8.20067e-05 0.000208404 0.000177305 0.000207117 -0.000332674 0.000174998 -0.000699439 0.000105308 -0.000892468 0.000205375 0.000179713 0.000218418 0.000178911 0.00117527 0.00024601 0.000208618 0.000178318 -0.00159658 0.000207233
internal_weight=111.834 27.5978 2.20734 25.3905 23.6107 4.32179 2.70756 1.73936 0.580052 1.32921 19.2889 1.61423 84.236 77.8598 73.5597 4.30004 71.5799 2.40311 1.57472 0.760793 69.1767 67.0307 65.9106 63.2972 2.6134 1.13105 19.0615 18.7153 1.20242 61.3081
internal_count=4034 2516 272 2244 2205 465 296 245 62 168 1740 169 1518 1483 1366 117 1298 106 79 76 1192 1157 1105 1049 56 86 1444 1435 86 1015
is_linear=0
shrinkage=0.00196078


Tree=770
num_leaves=31
num_cat=0
split_feature=18 0 13 3 16 18 8 10 13 6 7 0 18 4 16 10 3 18 6 0 18 9 8 2 7 12 12 0 12 2
split_gain=0.0554712 0.202804 0.257046 0.210117 0.183732 0.214243 0.252886 0.439675 0.167937 0.642954 0.34554 0.537022 0.343278 0.361239 0.19252 0.518516 0.275586 0.540815 0.690528 0.32737 0.444921 0.402498 0.327004 0.407355 0.253745 0.154373 0.139487 0.116368 0.11448 0.148345
threshold=13.946975448150001 92.313586825200005 110.06278740240002 88.315849585200013 22.654947022900004 14.118140587000001 8.4434108459500017 69.563854125350005 112.64908412395 15.365359009150003 23.9417051038 90.297243227400017 14.224291663350002 405.17861315740009 19.974953289850003 69.999384342500022 83.538459487450012 14.349498564250002 14.745344522600002 93.953546284800012 14.493864790000002 207.69346988305003 7.943800736700001 91.751571794600025 24.268610899850003 63.174563425750001 107.96682590455002 97.674372337300014 283.37952236595009 204.67136036115002
decision_type=2 2 2 2 2 2 2 2 2 2 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 -1 5 6 7 -2 9 14 -10 12 -12 -14 15 24 25 -18 22 -20 -21 -22 23 -19 -7 -17 -3 -28 29 -27
right_child=4 2 -4 -5 -6 8 -8 -9 10 -11 11 -13 13 -15 -16 16 17 18 19 20 21 -23 -24 -25 -26 28 27 -29 -30 -31
leaf_value=-0.058046081184230679 -0.08651739781952289 -0.048603352350625691 0.074553603249368008 0.0025830251490421259 0.069770595909211794 0.08512059342334663 -0.0042428165224642099 0.025238685093677177 -0.04097828054395157 -0.10067209347951983 0.056344953223394563 0.090146352569678304 -0.10480390996463231 0.033800450615234727 -0.055737337318761224 0.099214407065721891 -0.10824594974980252 0.10114688466357036 0.058185464047177386 0.040595210556946343 -0.10366623121818751 0.018150289877341824 -0.098966618881477869 -0.095768274885064383 0.0168142110526871 0.00092171118049975184 0.072718781774038982 -0.00063971521670961988 -0.050210401307858907 0.045151638495440738
leaf_weight=0.51277545333141361 1.0564559595072744 0.31612712307833024 0.7864100458100437 50.021978217899004 0.31756943697109719 0.89182112492086218 2.4284858570899814 0.44396648658221227 0.60044477300834787 0.5729886184545866 0.49510578945046313 1.0101999267935751 0.39779572369297966 0.28775031585246325 0.53895645966986094 0.14422789216042176 0.57909010937669236 0.19259499013423897 1.0018697903142313 0.86617301404476144 0.56753555635805242 0.41842346237899619 0.90871775514824549 0.18091232259439494 1.0532486396768943 22.052704762803167 0.29350495618746208 0.55529096358077368 0.37514694767440815 0.69455305203442108
leaf_count=29 45 12 15 1497 28 26 48 26 16 37 21 39 33 17 23 1 90 1 31 6 20 30 134 106 36 1065 50 19 388 145
internal_value=0.00113246 0.00311885 0.0329277 0.00196782 -0.00160565 -0.00220596 -0.0230345 -0.0534494 0.000212983 -0.00177801 0.0223527 0.0397097 -0.00344534 -0.0466263 8.19386e-05 0.00108719 -0.00218303 -0.0229561 -0.0110151 0.0147922 -0.00868042 -0.0519695 -0.0684576 0.00576889 0.0481329 0.00202692 0.00482715 0.0247269 0.00142071 0.0022722
internal_weight=90.5628 52.4861 1.95133 50.5348 38.0767 37.7592 3.92891 1.50042 33.8303 31.039 2.7913 2.19085 1.18065 0.685546 30.466 29.927 27.9819 4.71532 4.13623 2.854 1.85213 0.985959 1.28223 0.373507 1.94507 23.2666 1.16492 0.848796 23.1224 22.7473
internal_count=4034 1622 96 1526 2412 2384 119 71 2265 2139 126 110 71 50 2102 2079 2017 418 328 87 56 50 241 107 62 1599 81 69 1598 1210
is_linear=0
shrinkage=0.0942322


Tree=771
num_leaves=31
num_cat=0
split_feature=16 16 10 8 18 12 19 12 10 8 6 5 16 6 3 0 6 10 10 16 6 6 10 7 0 16 5 5 2 15
split_gain=0.30685 0.671413 0.465764 0.688453 0.426922 0.715679 0.421908 0.669973 0.388826 0.381493 0.342082 0.265026 0.331448 0.269637 0.258177 0.436172 0.401551 0.602851 0.316666 0.848319 0.480985 0.506862 0.42847 0.405993 1.34125 0.889867 0.474845 0.999091 0.486205 0.395423
threshold=18.634956423400002 15.584963555600002 71.015621515800021 8.2435668022500028 17.551307094650003 151.46967002190004 12.551012654050002 145.97209859650005 70.727956495850009 7.5441126493500006 11.075258771650001 13.154029769200003 15.404963976500001 14.275333540900002 93.281431752200021 86.256490657300006 16.375382608200002 62.181348099150007 64.407391431150018 20.959950986500004 16.235379337050002 16.315381206250006 62.837331883000012 24.876210878000006 94.114853772600014 19.199955102150003 17.679107616400003 19.749058312400006 133.20345888755003 31.385732506450001
decision_type=2 2 2 2 2 2 2 2 2 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 8 4 5 6 -4 9 -3 -8 -1 -12 -13 -14 18 16 17 -16 22 20 23 -22 -2 24 25 -20 -27 29 -29 -28
right_child=14 2 3 -5 -6 -7 7 -9 -10 -11 11 12 13 -15 15 -17 -18 -19 19 -21 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=-0.0013117425199768217 0.00038272037508225277 -0.00028338191645275036 0.0013881016642481147 -0.0019355064277483942 0.0014051921383033612 -0.0020327528671585755 -3.9047452965561782e-05 0.00150343656946303 0.0013399519636649838 -0.0020616831920717174 0.0014088182824871036 2.489515330482095e-05 0.0010848367183215848 0.00019049596165051925 -0.0020852425477226881 -0.0011669578836570862 0.00018790643749014638 0.00044213420683146098 0.0011573053539433633 -0.0012421449727766226 0.0020209304432956959 0.00027895689434201442 0.0012297994095950553 0.00043178965114738479 -0.0019442845753823545 0.00066200033858518283 -0.00062503246473953405 0.00091887285385876412 -0.00058772983851395244 -0.0020051014492610793
leaf_weight=0.55355910160961386 28.57129228068516 1.939570603310129 0.59542485873680684 1.4901794199249705 0.45936078281374637 0.9746442620144079 0.64448774165066403 0.48210193595150475 0.80178671202156682 0.80798910348676145 0.73192412987919198 11.99499498368141 2.4819811880588523 2.7126023946329951 0.75398299866356555 1.0216725300997485 28.19142378194374 0.69947068451438099 2.5515512186102667 1.5590396439656604 1.1475577317178243 1.4582653217948971 2.4963832744397214 11.179752072610425 1.3291741381399322 2.0845750086009485 2.0058440407738094 2.1077056936919694 1.3516633668914435 1.3258145279251037
leaf_count=908 330 417 13 169 34 187 45 11 27 55 33 537 26 15 47 14 629 15 37 32 16 33 70 111 76 18 33 35 29 32
internal_value=0.000183858 -8.24764e-07 -0.000467927 -0.000799319 -0.000372195 -0.00060516 -5.52028e-05 -0.000499423 0.000191408 -0.00116421 0.000206382 0.000253274 0.000204071 0.000617814 0.000238687 9.26783e-05 0.00013609 -0.000868949 0.000314362 0.000163535 0.000246103 0.00104609 0.000450786 0.000159012 -8.00535e-05 0.000136789 -0.000156589 -0.000407863 0.000330205 -0.00117422
internal_weight=116.506 26.6706 8.19555 5.45419 3.96401 3.50465 2.53 1.93458 2.74136 1.45248 18.4751 17.9215 17.1896 5.19458 89.8352 30.6665 29.6449 1.45345 59.1686 28.1009 26.5419 2.60582 31.0677 23.9361 12.7563 11.4272 8.8756 6.79103 3.45937 3.33166
internal_count=4034 2477 958 514 345 311 124 111 444 100 1519 611 578 41 1557 705 691 62 852 452 420 49 400 371 260 184 147 129 64 65
is_linear=0
shrinkage=0.00196078


Tree=772
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 17 5 5 17 10 16 16 16 17 16 15 10 17 12 2 15 9 8 2 8 6 17 17 18
split_gain=0.054044 0.374759 0.393158 0.377919 0.400072 0.259217 0.28436 0.210515 0.424458 0.218377 0.201288 0.187132 0.179256 0.271721 0.14681 0.136137 0.122737 0.247563 0.328439 0.135294 0.187635 0.160203 0.150562 0.156689 0.134647 0.145984 0.362523 0.149729 0.54586 0.159226
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 200.37850214585004 200.68028944555002 13.716117217950002 17.438757606550002 174.23065882520004 70.504814471000017 18.734956189500004 17.874958200600002 16.209962094050002 162.13109061465002 16.484961451000004 27.063546193350003 71.015621515800021 174.76883460675 93.660658182900008 63.548891378550003 28.626568391100005 191.72037998490001 9.3427090425500019 72.043920985000014 8.9430209551500024 18.080422446150003 183.49170501290004 182.50770257345002 13.036600629150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 12 -4 -7 15 -9 -10 -11 -2 13 14 -1 -6 17 18 -13 20 21 -18 -23 -24 -21 27 -27 28 -26 -29
right_child=11 2 5 -5 7 6 -8 8 9 10 -12 16 -14 -15 -16 -17 19 -19 -20 24 -22 22 23 -25 25 26 -28 29 -30 -31
leaf_value=-0.10100695006082844 0.042883169574198327 0.046369592890028052 -0.10488937378650759 0.050951664920049794 -0.10006386171397802 0.10050839206277092 -0.07148764205806328 -0.10282444449268155 -0.11791827373984649 0.081974179979900197 -0.021804833116764896 0.034329501139988255 0.090028702039924233 -0.080412144452960882 0.0054136256777449271 0.011103852962004062 0.027249362660117158 0.050429867680333682 -0.10551514213697041 0.035532044736939196 -0.05709496471545393 0.0087795884760212307 -0.076709230026249298 -0.0029146573050447344 0.0020028838712859193 -0.075618160668704373 0.019217957887141927 0.018510762658573023 -0.10812646711756886 0.0017068991662587407
leaf_weight=0.12572775686522319 1.0875518940156315 0.3281728696601921 0.84847395865790509 1.3335874013646378 0.11866176322382604 0.14492979645729065 0.25486714688304346 0.92533217181335192 0.15887727389235784 0.24781965593138011 0.65292897462495603 0.39530964259392831 0.22716365409724026 0.37227629539938867 13.838892226829897 0.98307945631040639 0.98947968147695053 1.3237233469262717 0.27283000506577082 1.14881271123886 0.85639061062829558 0.91232094541192088 0.63953783572651424 0.48727742349728942 2.1469396789034358 0.772449996031354 0.77726453784271143 6.061480937551095 0.54174528885050666 51.208992397383554
leaf_count=189 29 27 183 39 63 2 60 128 82 74 12 69 10 237 1304 106 14 17 18 40 20 21 39 18 79 42 53 85 21 953
internal_value=0.00123022 -0.00318615 -0.0491181 0.000627998 -0.00317416 -0.0742219 -0.00913762 -0.0352355 -0.0543102 -0.0119445 0.0067475 0.00253446 0.00362089 0.00225179 0.00445549 -0.000869337 0.00189418 0.0258744 -0.0227751 0.00117636 -0.016577 -0.0051199 -0.0208269 -0.0447977 0.00227714 0.00165603 -0.0280528 0.00242389 -0.0201872 0.00348541
internal_weight=90.1829 20.5608 1.57644 18.9843 17.6508 1.24827 0.399797 3.0867 1.98496 1.05963 0.900749 69.6221 14.5641 14.3369 13.9646 1.10174 68.5346 1.99186 0.66814 66.5427 3.88501 3.02862 2.03914 1.12682 62.6577 61.5089 1.54971 59.9592 2.68868 57.2705
internal_count=4034 2516 272 2244 2205 245 62 465 296 168 86 1518 1740 1730 1493 169 1489 104 87 1385 112 92 78 57 1273 1233 95 1138 100 1038
is_linear=0
shrinkage=0.0980392


Tree=773
num_leaves=31
num_cat=0
split_feature=10 0 0 5 3 13 5 15 12 5 9 5 18 6 15 19 5 6 17 2 2 12 10 0 3 5 5 0 0 6
split_gain=0.194632 1.28817 0.849023 0.850499 0.781878 0.650542 0.887616 0.770809 0.621675 0.542634 0.48313 0.477843 0.387941 0.751623 0.509655 0.371694 0.364948 0.34194 0.574494 0.435465 0.556934 0.50663 1.07834 0.343866 0.337911 0.346492 0.712903 0.328546 0.5699 0.689239
threshold=66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 88.931506497100017 113.97180552410002 20.016397659050003 40.042228346200012 152.73554204000004 20.374719724350005 204.27826083785001 20.556063402800003 14.030930991100002 15.075352233200002 26.912781836550003 13.051052998800001 26.429668882900003 16.485385178400005 184.94410812320004 89.452622090600016 73.245799595050016 155.06885325350001 61.998532946250002 87.278104746850019 92.703413254150021 24.393336510100003 27.973578737350003 93.399723909900004 93.953546284800012 14.905348261050003
decision_type=2 2 2 2 2 2 2 2 2 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 9 -2 6 -1 8 11 12 -6 -8 14 27 15 -4 -13 18 -7 20 -20 22 -21 24 -19 -26 -27 -14 -29 -30
right_child=2 -3 3 -5 10 17 7 -9 -10 -11 -12 16 13 -15 -16 -17 -18 23 19 21 -22 -23 -24 -25 25 26 -28 28 29 -31
leaf_value=-0.0021967171585065203 -0.0019280276348637665 0.0014933151263738596 -0.0013639328652704482 -0.0021288406555492233 -0.0014559338332050256 0.0012679880914585966 0.0019938856300827303 -0.0024228017921629642 0.0013980071801670863 0.0018982901023711746 0.0017836865262876138 -0.002407032611259974 -0.00087274571710979339 -0.0021552357899752477 0.0012562622140018522 0.00090688562788562908 0.0010039694592366012 -0.00085549331306752311 0.00026370688967492357 -0.00065471834515524465 -0.0017088561234889876 0.0002001154222957958 0.0012709375654609964 0.00080612740203246343 0.00012675219755724687 -0.0016033423823897911 0.00022824089359701485 0.001008428818981003 9.7637400547974306e-05 -0.0018446063355432873
leaf_weight=1.0314537193789868 1.5260307972912408 2.8805103841295923 0.62034032422525276 0.64423937611354531 0.28973720581598161 2.3425362836751438 0.18318095803260881 0.42664843052625645 1.1773828345740183 0.66513483396556594 0.45479202586284373 0.50087217679174501 1.3154583147261281 0.5826872093603005 2.3584756273194216 0.500894840573892 0.15883701606435352 1.6860921974293912 1.3047837251797312 1.4571077898144746 0.95168158225715149 25.389217795782315 4.8046627761796117 2.1666025239974251 25.160547979816332 1.4133384388769621 1.9364652309741357 2.6019768025435033 31.943211078008289 0.71825619973242183
leaf_count=24 72 55 60 93 56 37 4 6 105 39 15 139 23 21 26 30 46 38 29 14 22 344 108 29 278 177 215 46 1867 16
internal_value=0.00014666 0.000207512 4.34918e-05 0.0001067 -0.00112433 0.000156136 -0.000671122 -2.80357e-05 0.000477699 0.000141566 0.000522972 -0.000807823 0.000112816 5.4195e-05 0.000738859 -0.000349479 -0.00158577 0.000198075 0.000328864 0.000263983 -0.000568237 0.000323314 0.000822839 5.15769e-05 -2.56225e-06 4.78798e-05 -0.000544535 8.93903e-05 0.000125282 5.49256e-05
internal_weight=119.193 74.9719 44.2212 41.9507 2.27056 72.0914 3.47838 2.44692 2.02027 41.3064 0.744529 0.84289 40.6413 37.1616 3.47971 1.12124 0.659709 68.613 36.25 33.9075 2.25647 31.651 6.26177 32.363 30.1964 28.5104 3.3498 36.5789 35.2634 32.6615
internal_count=4034 1670 2364 2221 143 1615 324 300 294 2128 71 189 2089 1973 116 90 185 1291 554 517 51 466 122 737 708 670 392 1952 1929 1883
is_linear=0
shrinkage=0.00196078


Tree=774
num_leaves=31
num_cat=0
split_feature=0 7 16 7 0 2 3 6 9 8 18 18 6 6 7 2 18 4 12 16 19 10 5 17 2 6 16 7 0 6
split_gain=0.0495492 0.274882 0.230669 0.229024 0.158777 0.142015 0.279202 0.274954 0.177372 0.172116 0.0906245 0.195112 0.0981042 0.229494 0.106954 0.17865 0.0852534 0.141604 0.0839235 0.209776 0.0819786 0.344598 0.494872 0.374504 0.355726 0.279134 0.207965 0.459666 0.287804 0.275921
threshold=85.732241321850012 22.721067571950005 22.824946625350005 22.545611589100002 85.764502819450016 90.745765132650021 93.921284787200008 16.575387281250006 186.16747084260001 10.441851282850001 12.909082926650003 13.142272494650003 16.715390552450003 16.935395692800004 21.725272673150005 121.84632764400003 11.982665292400002 195.50296729855003 135.71835115270002 22.704946905950003 14.351157895250003 64.665483411650015 20.204934414350003 199.59317753375004 184.38272419390003 16.575387281250006 22.604947139800004 23.314707969200004 86.20003303655001 16.235379337050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -2 7 -7 -1 -9 -10 12 -12 18 -14 15 16 -15 -18 -8 -20 25 22 24 -23 -22 26 29 28 -28 -6
right_child=4 2 -4 -5 20 6 10 8 9 -11 11 -13 13 14 -16 -17 17 -19 19 -21 21 23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.071111386153145384 0.046349239351273802 -0.099434115279710106 0.026770715526062906 0.063052635518227124 -0.00087228354780683154 0.096067730957338907 -0.0048696766788521532 0.030582784485569052 -0.09904491087999133 0.01807479868455773 -0.078060168650266243 0.056815245897498923 -0.10409554222189112 0.091002919757150538 0.083510567203220448 -0.098547028669137879 -0.098488133269760164 0.096724614858556532 0.0086509049378891301 0.098865647252833116 0.098082201767418845 0.018051552213454138 0.0051121176609436499 -0.075783944637719175 0.0091762861194049552 -0.063033070406027555 -0.062244119388848836 0.0072635535201799354 -0.01326997434563669 0.017711164182275023
leaf_weight=0.78066306616165038 0.73540316498838265 0.48867084301537023 0.18423590596648864 0.48661045206245024 36.952117618168671 0.28658324712887395 1.4042819192618488 0.75792039504995024 0.25011756943058572 0.21605470491340384 0.35729508814574718 0.13711237590632663 0.24427696331622417 0.1217899402445255 0.13144976610783488 0.15301608773734188 0.083889040128269698 0.058107234304770827 1.0853992048012058 0.30504499003291119 0.94827876146883372 0.67125616222619899 22.032568099268246 0.9476862302981317 0.74039370880927891 0.65298171271569927 2.0016201976686698 4.9969841912388802 2.4846551567316055 9.2237496280577016
leaf_count=39 15 102 29 25 2380 5 74 50 38 13 115 44 30 29 12 135 56 8 89 4 38 16 407 40 11 24 36 49 15 106
internal_value=0.00120551 -0.00625641 -0.0648804 -0.000505578 0.00188774 -0.00535856 0.00436155 -0.0265381 0.00188841 -0.044764 -0.00207736 -0.0406556 0.00323962 -0.026609 0.00791557 -0.0159253 0.0320015 -0.0186038 0.0117041 0.0284428 0.00148729 0.00602735 0.00895554 -0.0368773 0.0591017 -0.000555713 0.000177259 -0.0127872 -0.0351205 0.00283981
internal_weight=89.9202 7.53252 0.672907 6.85961 82.3877 6.373 4.36825 2.00476 1.22409 0.466172 4.08166 0.494407 3.58726 0.792529 0.548252 0.416802 0.263786 0.141996 2.79473 1.39044 81.6523 25.3402 23.7212 1.61894 1.68867 56.3121 55.6591 9.48326 4.48628 46.1759
internal_count=4034 897 131 766 3137 741 601 140 101 51 596 159 437 270 240 228 93 64 167 93 3122 512 456 56 49 2610 2586 100 51 2486
is_linear=0
shrinkage=0.0961169


Tree=775
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 17 17 4 16 17 16 16 12 9 10 12 13 19 18 9 16 16 10 0 7 4 15 18 9 3
split_gain=0.251987 0.658898 0.6054 0.487852 0.72164 0.372618 0.442033 0.324304 0.323345 0.29639 0.28453 0.412978 0.39377 0.25132 0.542295 0.347889 0.310054 0.26479 0.244404 0.302498 0.635792 0.28188 0.214936 0.213989 0.498496 0.26718 0.331 0.619408 0.516176 0.212298
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.751028791950002 200.37850214585004 200.68028944555002 143.78867033265001 18.734956189500004 162.13109061465002 17.874958200600002 16.859960574100004 81.514192512750014 206.75106037490002 75.806453904250006 82.696898122450008 98.050756475600011 12.651020723000002 17.551307094650003 191.72037998490001 15.524963695900002 17.684958644900004 70.206395618550019 97.674372337300014 25.797620402650001 180.93811691895004 24.719476717350002 16.587089536200001 219.96883426190004 82.885164161750012
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -7 -1 -2 -9 11 12 -11 15 -15 -14 17 -17 19 -6 -21 -20 -22 -16 -25 -26 27 -27 -29 -10
right_child=8 2 5 -5 18 6 -8 9 29 10 -12 -13 13 14 23 16 -18 -19 21 20 22 -23 -24 24 25 26 -28 28 -30 -31
leaf_value=0.0019797637482191961 0.0011268819059728386 0.00091711345693146521 -0.0021280784522717533 0.00099871703260821462 -0.00017461253266787816 0.0020343677166079111 -0.0013881564820977777 -0.0020509887386657585 0.00054636080812784792 -0.0022522417749377102 0.001981074940589462 -0.0020523992983200422 -0.0028345030570462427 -0.0017432698427614379 0.0009791897783472444 -0.0020047331042096191 0.00048537862642466926 0.0016003195103740076 -0.0010544275815342083 0.00015712559914441186 -0.00022713880301366798 0.0019837256041052376 -0.0020551281902360143 -0.0021294263580376874 0.0016481865545028753 -0.0021832821509515476 0.00064837014754960199 0.0014282810941314021 -0.0015459800504016845 0.00015528206269605291
leaf_weight=0.37863540463150869 1.419045039336196 0.50595663578133043 1.2485428269865222 2.0314817120670332 2.0262433081711597 0.21084363758563984 0.46518473545074812 0.23300635744499487 5.7407088428735724 0.25163952944422874 0.32911899476312001 0.32394710379958169 0.12773513793945568 0.6977534406905751 0.88296105945482839 0.34397817278795528 10.861063533116974 0.10142980983800953 0.20273911548429158 0.9541684097494002 0.28934111978742283 0.2789622824639082 1.701920776045881 0.41181529435562003 0.40567546302918378 0.62347311677876882 1.3958683269447645 0.60525100267477683 0.35645728832969326 75.844260667483468
leaf_count=3 29 27 183 39 266 2 60 281 33 28 7 72 1 20 8 781 232 8 42 19 19 16 171 17 10 34 11 63 96 1456
internal_value=0.000144503 -1.54698e-05 -0.000991469 7.64234e-05 -2.35589e-06 -0.00149322 -0.00032072 0.000183942 0.00019894 0.000146064 0.000174957 0.000140773 0.000182406 0.000218844 -0.000130664 0.000383271 0.000419624 -0.00118378 -0.000628539 -0.000757747 -0.0011589 0.000705024 -0.00178951 0.000109687 -9.24269e-05 0.000155266 -4.78978e-05 -0.000661013 0.000325871 0.0001828
internal_weight=111.249 28.2452 2.43053 25.8147 23.7832 1.92457 0.676028 18.3298 83.004 17.9512 17.7182 17.389 17.0651 16.8135 5.37925 11.4342 11.3065 0.445408 5.45338 4.97167 2.94543 0.481701 1.99126 4.6815 3.79854 3.38673 2.98105 1.58518 0.961708 81.585
internal_count=4034 2516 272 2244 2205 245 62 1672 1518 1669 1388 1381 1309 1281 259 1022 1021 789 533 475 209 58 190 239 231 214 204 193 159 1489
is_linear=0
shrinkage=0.00196078


Tree=776
num_leaves=31
num_cat=0
split_feature=6 0 10 3 6 16 3 3 0 8 2 5 6 4 3 4 12 9 6 17 16 16 8 0 0 18 12 15 15 6
split_gain=0.33411 0.613093 1.24561 0.991541 1.32531 1.09497 0.928896 0.706409 0.961552 0.661461 0.660474 0.62205 0.432965 0.91541 0.410497 0.397689 0.496089 0.45799 0.378947 0.669148 0.36466 0.598559 0.395659 0.355236 0.331052 0.32807 0.682309 0.43518 0.406546 0.32087
threshold=15.255356438950001 93.399723909900004 69.873026810350026 83.538459487450012 14.745344522600002 19.199955102150003 86.589859465500012 85.538672336450006 94.773526014550015 7.943800736700001 150.25049527555004 17.089764221050004 14.955349429350003 243.64513104925001 93.281431752200021 274.66550124645005 353.43219817915002 200.17144541975003 16.375382608200002 192.20712075930001 18.704956259700005 15.584963555600002 8.2435668022500028 103.33357670195001 86.256490657300006 17.551307094650003 167.80616279730003 26.912781836550003 24.392685421400003 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 6 10 20 9 7 -1 8 -6 11 -3 -5 15 -14 29 17 -17 -8 19 -16 21 23 25 -4 -20 26 27 28 -23 -2
right_child=14 2 3 4 5 -7 12 -9 -10 -11 -12 -13 13 -15 18 16 -18 -19 24 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0024595459268362523 0.00055174736261207351 0.0020857776785257582 0.00029461395011476973 0.0015708268187237249 -0.0016454021350662139 -0.0012532156348865587 9.8619855649732409e-05 0.0016153147549636507 0.0012125980245602157 -0.0021066202499496261 0.00024734203294775233 -0.0020147686525768564 -0.0021922153149768159 0.00084564059485068752 -0.0017288050888477912 -0.0021864168703950798 0.00093471564442454977 0.0020952258105352557 0.00019964238892228328 0.00081637985031460161 0.00056661986275311025 9.1212476456418515e-05 -0.0018678898974588019 -0.0012936692260232042 -0.00093470615399198777 0.0014337887723755078 -0.0020393733774653716 0.0017131793300933899 -0.0020548564523319999 0.00017107084142678393
leaf_weight=0.80522146577277354 23.496514396916609 1.8580651935189956 17.307897777724076 0.42710362475190633 0.87055115256953308 1.6597471686545757 3.0808003160709636 1.6436961470171807 0.94269124523270875 2.2797107225342188 1.2613257804150633 0.32955657579213948 1.0410471868235616 0.60183411540674558 1.0772677240293003 0.56142494156938472 0.30063631572375016 0.5156307816505431 28.31610447050571 0.62903650193038618 8.321344633586703 1.5399361523959672 0.74236763571389008 0.55888543870037111 1.0249542873352755 0.37727739120600734 0.82493849495222082 0.47241259971633542 0.43531221710145462 13.349424133077262
leaf_count=19 370 14 382 56 36 25 153 36 12 228 38 60 39 17 74 62 18 4 950 24 42 62 66 890 12 34 119 6 35 151
internal_value=0.000184943 6.11168e-05 0.000150434 5.44383e-05 -0.000553142 5.58495e-05 -0.000480128 0.000684359 -0.000159549 -0.00157937 0.00134241 9.15281e-06 -0.000218897 -0.00107936 0.000273872 9.81703e-05 -0.00109795 0.000384879 0.000107778 -0.000790512 0.000216426 8.55086e-05 -0.000562992 0.000244931 0.000160017 -0.000297582 -0.000497181 2.25868e-05 -0.000381746 0.000413827
internal_weight=116.653 48.7594 41.8528 38.7334 8.15306 5.11669 6.9066 3.45694 1.81324 3.03637 3.11939 0.75666 6.10137 1.64288 67.8933 4.45849 0.862061 3.59643 31.0474 1.7063 30.5804 22.259 4.39224 17.8668 29.3411 3.64988 3.2726 2.44766 1.97525 36.8459
internal_count=4034 2453 2141 2089 453 109 312 84 48 344 52 116 293 56 1581 237 80 157 1060 98 1636 1594 322 1272 962 256 222 103 97 521
is_linear=0
shrinkage=0.00196078


Tree=777
num_leaves=31
num_cat=0
split_feature=19 15 6 3 6 6 0 15 18 10 15 0 5 2 17 6 0 3 4 10 15 12 0 18 3 9 13 13 6 6
split_gain=0.0531213 0.0731776 0.284912 0.129839 0.243208 0.298482 0.105483 0.0853524 0.22684 0.466202 0.206078 0.242392 0.116229 0.139962 0.108454 0.0998527 0.396915 0.346431 0.271285 0.387498 0.256791 0.206589 0.517925 0.399513 0.207972 0.245761 0.214021 0.211094 0.201025 0.194756
threshold=14.651182102100002 45.169600924000008 16.415383542800004 93.72771580185001 16.8053926553 16.425383776450001 87.818484831100008 41.29990759910001 13.531614672700002 62.030794443850006 40.94720173475001 86.420486603250012 23.545618314050007 148.06652356835002 189.43751236195004 16.455384477450004 89.168090812600013 91.017750006350013 269.4564136126001 61.950140699950005 40.42701969085001 124.92778561480002 86.382848189450016 12.844794714750002 93.337889372900023 193.67618212375001 117.70876232545002 117.62810858150002 16.665389384150004 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 7 6 -4 5 -5 -3 10 12 -10 15 -12 13 -9 -15 29 17 -17 20 -20 21 24 23 28 -19 26 27 -26 -23 -1
right_child=-2 2 3 4 -6 -7 -8 8 9 -11 11 -13 -14 14 -16 16 -18 18 19 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0017522230449367843 0.013910181603192835 -0.099347161492950128 0.0084765348915815213 0.0023749760092067829 0.052309617536691694 -0.099138362774094685 -0.019532543131288188 0.030378279381287763 0.08183218781137494 0.0012105460808341283 -0.088750049303030626 0.010563936828661608 -0.014075935560387587 0.013308570899649689 -0.014438622447907713 0.073626367502915721 -0.092193874431416994 -0.022946613757743026 -0.0063318801016874213 -0.10848074271078555 0.046257304047168463 0.081700043895236163 -0.0039844523263962966 -0.10783343912254821 0.0081631377494423493 0.047881435506160752 0.04993259930315639 -0.052170163623346179 -0.064666594540408268 0.032731394780271331
leaf_weight=51.461904491077547 2.8899295545998021 0.39271655884840484 3.208663027966395 0.52058145845876402 0.27271855087019492 0.50836206644089543 0.23502697062212974 1.9125880291685442 1.055667954264208 1.6055416075432729 0.49380730270058748 0.3910174796001229 2.7954738253320102 2.694882420822978 2.3343780455179513 0.50453849229961356 0.45791105015087019 1.5242342595010958 0.86536332952709816 0.53279432430122142 0.925659619271756 0.17936535125772912 4.911969531327486 0.84840676526800962 1.5583320874375211 1.5384694471722467 0.63536119477066666 0.76908758608624328 0.15561160289325926 1.8673636757612246
leaf_count=2776 77 52 33 6 12 88 19 27 23 49 28 18 36 18 25 17 22 14 80 44 7 17 30 95 109 56 44 14 158 40
internal_value=0.001341 0.000924243 -0.009985 -0.00170668 -0.0268088 -0.0477789 -0.0694646 0.00160764 0.00881098 0.0331921 0.000324834 -0.0448617 0.00214762 0.00868082 0.000429453 0.000906508 -0.00577552 -0.00312843 -0.0058094 -0.0452576 -0.00158184 -0.00523529 -0.0174669 -0.0734296 0.00713815 0.0173256 0.001459 -0.0117738 0.0137063 0.00283698
internal_weight=90.0477 87.1578 5.13807 4.51033 1.30166 1.02894 0.627744 82.0197 12.3985 2.66121 69.6212 0.884825 9.73732 6.94185 5.02926 68.7364 15.4071 14.9492 14.4447 1.39816 13.0465 12.1208 6.09535 1.18338 6.02548 4.50125 2.96278 2.32742 0.334977 53.3293
internal_count=4034 3957 210 139 106 94 71 3747 178 72 3569 46 106 70 43 3523 707 685 668 124 544 537 300 270 237 223 167 123 175 2816
is_linear=0
shrinkage=0.0942322


Tree=778
num_leaves=31
num_cat=0
split_feature=3 17 18 16 6 16 15 18 15 19 18 6 16 17 10 16 7 5 10 0 16 19 16 16 13 13 15 13 13 17
split_gain=0.0530891 0.149909 0.0711462 0.0919268 0.225236 0.0527719 0.377189 0.394225 0.325262 0.43007 0.302821 0.252224 0.167191 0.14635 0.254069 0.309836 0.12091 0.159672 0.177842 0.676817 0.394252 0.376322 0.388002 0.358216 0.260529 0.24407 0.214571 0.151353 0.348517 0.412426
threshold=76.172084209950015 241.79519611995002 17.138111898250003 17.684958644900004 12.165284239900002 18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 12.851036860900001 15.289002683150001 14.935348962050002 18.734956189500004 174.23065882520004 70.171445662850019 17.684958644900004 26.459406588900006 16.351273197450002 66.590419433100024 90.407470010750018 19.974953289850003 13.751109481500002 19.199955102150003 20.404952284350003 110.06278740240002 113.97180552410002 33.928396949100005 116.72209819155002 116.19247193985002 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 -1 5 4 -4 6 8 -8 9 -2 13 -9 -7 -11 -15 -16 17 -14 19 25 21 22 -20 -22 -23 -19 -21 28 29 -27
right_child=2 -3 3 -5 -6 12 7 11 -10 10 -12 -13 16 14 15 -17 -18 18 20 26 23 24 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.09658719607389317 0.0036601518690126452 0.027085807342406204 -0.097022545984961447 0.09692975788593769 0.05636603134358209 0.040128644304789657 0.042131834685340139 -0.10136631498355105 0.046283356469088745 -0.11444485480970638 -0.10002156561291266 0.0097439547618703576 0.035699881134657614 0.067029180170203179 -0.0059677268496954776 -0.10237837955018765 0.035673301903872939 -0.035634148807527237 -0.00074463776421903715 0.097993725846388116 -0.10414620601927693 0.0016396141209421239 -0.050668291465280783 -0.015280262208561272 0.068612795196339602 0.029734880752811957 0.026551777238742833 0.00077163541843891232 0.07365126288814261 -0.0417167791889771
leaf_weight=0.18327897622862011 14.060177270582367 0.17896389823090431 0.12503501394530658 0.15978839248418808 0.30218197114299983 1.0689724244875822 0.32878566460567427 0.88088122141562031 1.3301426085490664 0.14571571340547951 0.57577519959886547 0.24021639476995915 1.2260068391333323 0.29890320490585498 1.2827794881632142 0.40523347338603333 0.96077454241458227 1.6118854159431055 6.2479351712681801 0.84959288034587988 0.720339355757459 1.1480436138808721 1.8682555248669812 1.0019295364618299 1.0075297225266693 2.2107883333228524 0.71545235812664032 46.29301318045782 0.87868873612023879 1.1266410453245042
leaf_count=856 837 69 40 15 26 29 27 225 39 82 106 8 32 80 64 44 14 37 104 19 36 30 39 23 14 55 29 956 62 37
internal_value=0.00123425 -0.0354873 0.00138359 0.0347353 0.0114733 0.00116234 -0.00324557 -0.0504169 0.000533314 -0.00309574 -0.0381677 -0.0775588 0.00241232 -0.0214681 -0.0146494 -0.0291126 0.00181825 0.00133209 0.000690565 0.00305459 -0.00989095 -0.00275532 -0.0122365 -0.0524485 0.0329433 0.0011845 0.0653344 0.00235949 0.0197941 0.00561441
internal_weight=89.4337 0.362243 89.0715 0.587005 0.427217 88.4845 19.5486 1.44988 18.0987 16.7686 2.70841 1.1211 68.9358 2.13263 1.98692 1.68801 67.8669 66.9061 65.6801 53.6861 11.994 10.2718 8.11619 1.72227 2.15557 52.121 1.56505 50.5091 4.21612 3.33743
internal_count=4034 925 3109 81 66 3028 1512 260 1252 1213 376 233 1516 270 188 108 1487 1473 1441 1195 246 187 143 59 44 1147 48 1110 154 92
is_linear=0
shrinkage=0.0961169


Tree=779
num_leaves=31
num_cat=0
split_feature=16 16 2 3 3 6 13 17 6 2 5 15 6 9 15 0 19 19 19 9 3 10 8 2 15 7 4 7 18 0
split_gain=0.226952 0.841676 0.396929 0.376233 0.353815 0.304964 0.630526 0.29182 0.287654 0.748471 0.604329 0.436144 0.43007 0.271177 0.259582 0.338566 0.213801 0.423938 0.587017 0.393248 0.179647 0.964102 0.507353 0.491547 0.393041 0.526289 0.400844 0.536064 0.333413 0.327623
threshold=20.404952284350003 19.974953289850003 322.38159739250005 93.281431752200021 93.337889372900023 16.375382608200002 117.38883580790001 162.13109061465002 16.455384477450004 131.42729508740004 19.749058312400006 36.548474543700003 16.565387047600002 190.16588783940003 33.593648142250011 85.705356740550016 14.051133688400002 13.751109481500002 13.651101412550002 193.42660545270004 83.538459487450012 71.015621515800021 7.943800736700001 73.245799595050016 34.139075990150012 24.123805364200006 195.50296729855003 24.054467534550003 12.909082926650003 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 7 8 -5 6 -6 -1 9 10 -2 12 -10 -12 15 -7 17 18 20 -19 -9 24 23 -23 26 -26 27 28 -22 -28
right_child=3 -3 -4 4 5 14 -8 16 11 -11 13 -13 -14 -15 -16 -17 -18 19 -20 -21 21 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=-0.0020190635034807113 0.00025419753691658227 -0.0015937087044808678 -0.0019845857074400688 -0.0011006095422890548 0.00067454325128146286 -9.6443284808363062e-05 -0.0020836891282901308 0.00023690263349059065 -0.00098987328204360532 0.0003289852080846539 0.00080362393224768589 0.0004284298946460252 0.00021948713184471565 0.0019301544246380607 0.0001390291408858228 0.0020073577795157982 -0.00094811350780345781 -0.00022916094568361205 -0.0018399552250751234 0.0014581211561021897 -0.001547545791886869 0.0020960531758289079 -0.0020501837786777951 -0.0020104528746223271 0.0010422701381303046 -0.002088301135339764 0.0011121088904094277 -0.0016208064741482066 0.00069168133732349041 -9.4228404584117222e-06
leaf_weight=0.23794501364454745 1.9904007121222118 1.1205697373370629 0.33894652462345121 0.91984892822802322 0.596831645816567 0.52774502828833891 0.68361068358353805 27.204286116136473 2.0694476846838361 18.83074811892584 1.1855478268116715 8.125106353312729 2.4918404100462794 2.6756425155326724 24.584970808646176 0.66429235227406025 0.66008137708558834 0.75776232144107725 0.57582736189942707 1.7751937843859193 0.30535039487585747 0.26476612966507662 1.2585401901160365 0.19431546879968664 0.31645101343747217 0.59400286103482358 2.922251238390345 0.76441432163119305 1.5706578600511418 1.5234760335060853
leaf_count=319 33 49 279 14 12 56 47 1273 47 257 13 52 40 96 443 11 27 32 28 41 88 3 172 103 10 86 250 20 86 47
internal_value=0.000194773 8.30274e-05 0.000128561 0.000267254 9.53046e-05 0.000135961 -0.000798039 0.000146062 0.000395989 0.000519324 0.00113184 0.000156031 -0.000329197 0.00158426 0.000182356 0.00107595 0.000158724 0.000176977 0.000124528 0.000953352 0.000155169 -7.37245e-05 -0.00140656 0.000357892 0.00021256 -0.00100019 0.000368379 -0.000236749 0.000327211 0.000727779
internal_weight=107.731 42.3848 41.2643 65.346 27.9773 27.0575 1.28044 40.9253 37.3687 24.6823 5.85159 12.6864 4.56129 3.86119 25.777 1.19204 40.6874 40.0273 37.4943 2.53296 36.9185 9.71423 1.71762 0.459082 7.9966 0.910454 7.08615 2.64042 1.87601 4.44573
internal_count=4034 2913 2864 1121 583 569 59 2585 538 399 142 139 87 109 510 67 2266 2239 2166 73 2138 865 278 106 587 96 491 194 174 297
is_linear=0
shrinkage=0.00196078


Tree=780
num_leaves=31
num_cat=0
split_feature=0 7 6 5 12 19 6 2 7 9 15 5 2 17 17 12 15 8 3 7 2 7 16 4 10 17 14 12 8 2
split_gain=0.288451 0.464265 0.35689 0.708611 0.520133 0.388648 0.672143 0.383403 0.666851 0.528298 0.521391 0.492723 0.496556 0.410587 0.884953 0.618628 0.38306 0.57904 0.37608 0.701012 0.688458 0.323495 0.320303 0.319689 0.417517 0.31644 0.34039 0.409479 0.550964 0.294267
threshold=85.732241321850012 22.721067571950005 15.255356438950001 20.769304081650002 368.00406080990007 14.451165964200003 15.075352233200002 108.63443756215001 23.109894804950002 189.78071820640002 37.050691080100002 20.872540794500004 161.52534673545003 190.38166638035003 188.41589330430003 212.27786901720003 35.965617804200001 8.543332867800002 92.598563387050021 23.899651152000004 229.44804549725004 22.477322886550002 22.824946625350005 182.86807653835004 61.950140699950005 198.89195247110004 168.39662374755002 93.660658182900008 8.4434108459500017 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=1 21 3 5 -5 6 29 23 9 -9 11 12 -10 14 -11 -15 17 -14 19 -12 -21 -1 -3 25 -25 26 27 -4 -29 -2
right_child=2 22 7 4 -6 -7 -8 8 10 13 18 -13 16 15 -16 -17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0001444356179634372 0.00016082677315470953 -0.0020467070114918015 0.0001388018170081768 -0.002093561008116447 0.0010587950617508425 0.0020099836765168771 -0.002122224555525745 0.00036344111208873764 0.0010683381281529176 -0.0010320740739545237 0.0018919712988457818 -0.0010765981713474117 -0.0023926917670893553 -0.002012315355544607 0.00072505961323732562 -8.8629376912550387e-05 0.00044897126387905857 0.00027953691867553781 0.00035107598436106603 7.4493410459924369e-06 0.0017286692064885471 0.00080142195143815306 0.00024538522048461145 -3.8482030948588576e-05 0.001342460331510023 -0.0004435836726071682 0.00010334745668006903 0.00055186880196809996 0.0020370097724599781 -0.0010120084399602401
leaf_weight=8.0174119313846841 39.947054165667623 0.74943113707195042 2.1561554372310656 0.92802871263847808 0.25695311572417268 0.41750263422727485 0.5128052830696096 4.1754691215464828 1.5596842495724588 2.204333124216646 1.9314958173781658 1.6231374416674951 0.64782989281229697 1.4126818920485678 2.2035503452643752 1.179221488535404 1.186895567923784 0.60096922516822815 17.896223946241662 3.2590908659622073 1.2308622691780327 1.6818195690429991 0.3410790822817944 1.1068796403706063 3.5141714410856366 1.4828426364692848 4.3052412830293179 2.1884468197822575 1.7114536911249159 0.83977475486039921
leaf_count=730 1677 102 29 136 24 8 31 48 28 35 25 24 23 28 16 14 5 29 142 39 45 36 29 7 93 38 40 43 19 491
internal_value=0.00018785 -0.000116808 0.000220565 8.51883e-05 -0.00141 0.000127659 0.000108631 0.000321438 0.000220178 -0.000188548 0.000372757 -0.000165592 0.000204508 -0.000517816 -0.000153663 -0.00113711 -0.000348641 -0.00110671 0.000497141 0.000904214 0.000479299 1.95734e-05 -0.00132981 0.000574271 0.00101168 0.000403612 0.000524857 0.000824507 0.00120362 0.000136679
internal_weight=111.268 10.7897 100.479 42.9021 1.18498 41.7171 41.2996 57.5766 41.1114 11.1753 29.9362 5.61852 3.99538 6.99979 4.40788 2.5919 2.43569 1.2488 24.3177 6.42145 4.48995 9.69923 1.09051 16.4652 4.62105 11.8441 10.3613 6.05606 3.8999 40.7868
internal_count=4034 897 3137 2367 160 2207 2199 770 501 141 360 109 85 93 51 42 57 52 251 109 84 766 131 269 100 169 131 91 62 2168
is_linear=0
shrinkage=0.00196078


Tree=781
num_leaves=31
num_cat=0
split_feature=0 16 8 6 15 12 19 6 3 15 15 2 18 5 9 17 6 15 2 5 15 15 15 2 6 9 16 10 7 3
split_gain=0.255053 0.362357 0.394603 0.311706 0.53756 0.448613 0.362892 0.636819 0.285411 0.358436 0.375714 0.777784 1.29453 0.411257 0.378758 0.859528 0.293577 0.541455 0.496631 0.735433 0.495792 0.437795 0.442398 0.434537 0.394555 0.381637 0.353432 0.244705 0.273769 0.242515
threshold=85.667718326750006 22.704946905950003 8.3434888241000014 15.255356438950001 38.62622401090001 368.00406080990007 14.451165964200003 15.075352233200002 93.281431752200021 34.139075990150012 41.29990759910001 108.63443756215001 13.131682570750003 23.455765688150006 194.04304600165003 187.61467154115005 16.455384477450004 36.548474543700003 131.42729508740004 19.749058312400006 30.404760455250003 37.050691080100002 42.246988155050012 189.95856246190002 16.565387047600002 190.16588783940003 22.614947116400003 61.987779113750001 23.127267687200003 92.249063830050019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 6 -6 7 -2 16 -10 11 14 -13 -12 15 -11 18 24 19 20 -5 -20 23 -23 -18 -21 -24 -15 -29 -26
right_child=3 -3 -4 8 5 -7 -8 -9 9 10 13 12 -14 27 -16 -17 17 -19 21 25 -22 22 26 -25 29 -27 -28 28 -30 -31
leaf_value=-0.00031704149917979153 0.00014271523705781318 0.00022688693486336826 -0.0020743356351655348 0.00096712268523039191 -0.0021060085475578349 0.00059063425957223907 0.0020105809959699268 -0.0021089712669925824 0.00095438847656109226 -0.001407372627992165 0.00071141744590570699 0.00028668743743494334 -0.002244268754952232 -0.00067630613565298656 0.00065497103285782189 0.00057307096983405992 -0.00096835722325867705 0.00049171215454427402 -0.00031549075124626108 0.00056345711493439301 -0.00062510027119147223 0.00040279006722131791 -0.00081347466170325058 0.0012871383271584882 0.00085980976841111122 0.0018310758788080987 0.00059192042217108586 -0.00038340923516523611 0.00060436846495165832 -0.00033006461401327407
leaf_weight=2.9377026936808748 44.192198522895069 4.5379554949468002 0.58994057675499778 1.6127192375715851 0.75088855461217352 0.34669366292655468 0.39299003779888053 0.48823838913813133 1.9375685118138815 1.4836635268293341 5.3438705280423147 1.5064301230013373 1.604540712200105 1.6572152362787163 3.1995416432619095 1.949819717556238 2.0983579837484276 8.5891141993924958 2.9850030286470419 1.2704865001142023 1.4086071308702228 5.7331573255360109 1.4854934876784676 3.4048456577584147 1.1261619767174127 3.2464006920345128 1.2814320418983696 1.8092750675859859 2.671798708033748 1.5860663079656658
leaf_count=607 2256 126 109 34 55 19 7 31 38 24 45 16 38 33 20 25 47 56 43 14 18 42 26 67 30 103 23 38 26 18
internal_value=0.000196488 -0.000139544 -0.00061092 0.00022226 0.000101595 -0.00125422 0.000134611 0.00011811 0.000316702 0.000147082 7.33894e-05 -0.000209793 -0.0010187 0.000313704 0.000169595 -0.000282711 0.000426366 0.000196735 0.000563558 0.000973632 0.000224794 0.000355953 0.000524309 0.000732301 -0.000329935 0.00147453 -0.000162601 -3.25378e-05 0.000205544 0.000163991
internal_weight=113.228 8.0656 3.52764 105.163 46.171 1.09758 45.0734 44.6804 58.9916 23.1637 21.2262 9.744 3.11097 11.4822 6.63302 3.43348 35.8278 13.3997 22.4281 7.53821 3.02133 14.8899 11.9049 9.138 4.81059 4.51689 2.76693 6.13829 4.48107 2.71223
internal_count=4034 842 716 3192 2368 74 2294 2287 824 303 265 123 54 142 69 49 521 151 370 169 52 201 158 109 95 117 49 97 64 48
is_linear=0
shrinkage=0.00196078


Tree=782
num_leaves=31
num_cat=0
split_feature=16 16 14 18 10 16 6 17 5 6 5 16 2 19 17 5 18 9 14 6 16 19 0 7 16 7 6 7 3 13
split_gain=0.230179 0.556112 0.431757 0.419207 0.798756 0.44762 0.540695 0.386133 0.375806 0.345573 0.387759 0.372136 0.336615 0.385502 0.43403 0.299654 0.970939 0.563595 0.488687 0.287699 0.273006 0.400124 0.271518 0.435054 0.341893 0.265066 0.419461 0.35469 0.257723 0.432144
threshold=18.594956516900002 15.584963555600002 171.16849715720005 14.797467221750003 75.408562100950022 18.404956961200003 14.335334942800001 194.73806315685002 16.632399885950004 11.075258771650001 13.154029769200003 15.404963976500001 72.843776848050013 13.351077205700003 186.93340979500002 15.237417718750002 14.773181214800003 219.59809404590001 157.58516208295003 15.035351298550003 17.809958352600002 12.451004585100002 85.732241321850012 22.721067571950005 22.824946625350005 22.381996090050006 16.525386113000007 22.181995028450004 78.683104103850013 99.115385895250014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -3 5 -5 6 7 -4 -7 -1 -11 15 -6 14 -14 28 18 -18 -17 20 21 -8 23 25 -25 26 27 -2 29 -12
right_child=22 2 3 4 12 8 19 -9 -10 10 11 -13 13 -15 -16 16 17 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.0013554530834854375 -0.00011442426874229568 -0.001889802657800392 -0.0015857655600993344 -0.0019689033485323897 0.0021477748210827754 0.0020315153860905938 0.0017983421659879802 0.0016222864295965629 -0.0021461975271014743 0.0015181271750013374 0.00027646320654319396 0.00059568709376239641 0.0020387064658974521 0.00036532001825945209 -0.002031143412144349 -0.0026199068073608669 -0.0018900602862968439 0.00056916417737162177 0.0004967856012196482 -0.0010131231458845912 0.0019732955249383245 -0.0020329549293704782 0.0002491577347648455 -0.0020520890032855437 0.00044557174147141272 0.00062385329892827304 9.4690798345047354e-05 -0.0021862174287372092 0.0010287691955873871 -0.0012783994727885734
leaf_weight=0.54800514066346906 0.62421859498135546 0.72444683223511575 0.57904200788107196 1.3131168223771967 0.24035447835922275 0.10162021219730366 0.24096145109797351 0.19210661586839706 0.44661445201199967 0.85019967383050499 5.1459953189478274 5.3809523498639455 0.11924760283727698 1.249033300206065 0.64928673283793614 0.20622518111486021 1.7293528673271796 0.45191343699116249 3.1151522065665631 0.20297826539535879 1.1299995060544459 0.185462546069175 81.733998754876666 0.71480493520357302 0.29878446704242378 2.2280345656763529 4.9173432201059768 0.64698518664226867 1.3129647354653569 0.79315779078751791
leaf_count=908 31 116 100 173 1 1 59 12 95 33 151 41 2 65 129 3 78 18 238 163 13 14 1115 100 29 54 222 21 26 23
internal_value=0.000165775 6.42289e-06 -0.000452356 -0.000295758 -0.000752879 0.00023445 0.000582443 -0.000786584 -0.00137182 0.000179617 0.000223925 0.000163253 -4.56878e-05 -0.000306997 -0.00139966 -1.91813e-05 -0.000364206 -0.00138056 0.000303269 0.00118249 0.00146883 0.000132014 0.00021281 -0.000102225 -0.00131583 4.39273e-05 -0.000164861 -0.00116887 0.000242611 6.88155e-05
internal_weight=118.072 26.9082 7.37427 6.64982 3.57104 3.07879 2.53055 0.771149 0.548235 19.5339 18.9859 18.1357 2.25792 2.01757 0.768534 12.7548 5.50264 2.18127 3.32138 1.7594 1.55642 0.426424 91.1642 9.43017 1.01359 8.41658 6.18855 1.2712 7.25212 5.93915
internal_count=4034 2462 943 827 370 457 361 112 96 1519 611 578 197 196 131 537 337 96 241 249 86 73 1572 457 129 328 274 52 200 174
is_linear=0
shrinkage=0.00196078


Tree=783
num_leaves=31
num_cat=0
split_feature=0 7 16 7 18 18 17 3 6 12 7 0 2 7 7 15 16 7 6 19 6 13 10 6 15 18 0 18 18 2
split_gain=0.0603631 0.249114 0.211657 0.200937 0.131689 0.263755 0.294676 0.138797 0.13553 0.352802 0.130211 0.310626 0.254512 0.229004 0.173669 0.287959 0.128369 0.129737 0.0855138 0.0807766 0.100171 0.0884468 0.133467 0.320959 0.156015 0.137173 0.418973 0.29299 0.289521 0.258482
threshold=85.732241321850012 22.721067571950005 22.824946625350005 22.545611589100002 13.043896815850003 13.012604996900002 188.83172615260003 93.921284787200008 16.525386113000007 142.87155597255003 22.105125139000005 85.764502819450016 41.467794892200004 22.181995028450004 21.147833206800005 27.201366220250005 22.764946765650006 19.506002767000002 16.435384010100005 14.651182102100002 16.705390318750002 117.69263157665002 61.987779113750001 16.515385879350003 41.195083317300011 13.4793103924 86.20003303655001 13.531614672700002 13.552878921100001 189.95856246190002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 5 6 8 -6 9 -1 12 -12 -2 -13 15 -14 17 -9 -11 20 21 22 23 24 -15 -24 -27 -28 29 -29
right_child=10 2 -4 -5 7 -7 -8 16 -10 18 11 13 14 19 -16 -17 -18 -19 -20 -21 -22 -23 25 -25 -26 26 27 28 -30 -31
leaf_value=-0.10542255746129676 0.059225285094200372 -0.10117361454092264 0.022369094715692574 0.06032834576247581 0.096440460320475735 -0.10287771713679329 0.097514408324359411 0.099379810603693941 -0.0031773948857331991 0.057680060250488913 0.072862514115467555 0.075765162251489174 -0.100179442149053 -0.022286885212048354 -0.095598101956260201 0.098912340118107137 0.083179068763486033 -0.10073015268687097 -0.029319886132817604 0.020232413041263567 -0.034551077832913106 0.021528122411337371 0.0097695415225817137 -0.046072423679558758 0.015014528187252421 -0.10938337270306703 -0.047913079569545033 0.10014569986899047 0.00070096252122635793 0.0028886051240884416
leaf_weight=0.45630190473821031 0.22281074896454711 0.45516339693585894 0.18848599249031395 0.47486992404446926 0.2386598428711294 0.28002251836005587 0.25531576480716456 0.040242142975330353 4.3274457829411404 0.23690828796497954 0.60637793224304815 0.40724437701646721 0.13663661342343403 1.6742060814976856 0.48145020792048854 0.14280732229235582 0.10039961407892406 0.13768587490380924 0.20049159877817146 2.2850534941535434 0.73254787549376388 2.1400009761564425 18.662580310541671 1.8947676597163079 3.0250871102325618 0.33476860367227246 1.1657484136303526 0.53855859674513229 47.825824161645869 0.51270018913783133
leaf_count=90 8 102 29 25 5 24 7 1 445 28 11 17 74 24 88 5 7 112 22 40 28 22 245 24 32 11 13 55 2437 3
internal_value=0.00176946 -0.0067191 -0.0649954 -0.00116077 -0.00581518 -0.010072 -0.00532662 0.0415827 -0.0103556 -0.0451135 0.00252737 0.00295373 -0.0329291 0.00243167 -0.0599144 0.00156463 -0.00545658 -0.0554711 0.0178018 0.00206202 0.00153315 0.00187302 0.0013169 -0.0120092 0.00172524 0.00258967 -7.01361e-05 0.00066113 0.00181965 0.0527133
internal_weight=90.1812 7.39199 0.643649 6.74834 6.27347 5.75649 5.47646 0.516987 5.22115 0.893702 82.7892 81.8055 0.983705 81.1991 0.760894 0.279444 0.278328 0.177928 0.4374 80.7918 78.5068 77.7742 75.6342 6.59406 4.69929 69.0402 50.3776 50.0428 48.8771 1.05126
internal_count=4034 897 131 766 741 616 592 125 585 140 3137 2962 175 2951 167 79 120 113 50 2934 2894 2866 2844 80 56 2764 2519 2508 2495 58
is_linear=0
shrinkage=0.0980392


Tree=784
num_leaves=31
num_cat=0
split_feature=17 15 16 16 16 15 14 18 5 19 2 15 9 12 18 5 4 12 6 17 6 9 19 9 9 9 6 3 0 14
split_gain=0.0567313 0.217232 0.066159 0.107916 0.0934247 0.0799893 0.180708 0.214511 0.148571 0.180521 0.0869374 0.0779503 0.234572 0.541354 0.230879 0.116816 0.165827 0.175083 0.166511 0.110416 0.108404 0.0960742 0.106776 0.0914621 0.125578 0.150101 0.105327 0.24464 0.261581 0.09146
threshold=160.21442126885003 35.098844929350008 12.604970524100002 9.719977270450002 9.2849782877000013 19.763739472850002 240.28931515145004 16.119790806350004 13.264960807550002 12.250988447150002 178.70687671690004 23.735720730600004 206.36238950785003 93.660658182900008 17.138111898250003 16.569990495050003 143.78867033265001 118.69549532925002 13.65531905435 197.78839148195001 14.315334475500002 223.29399794390005 14.051133688400002 219.59809404590001 215.54845996915003 217.30761232770001 17.755414852450006 93.394346993650018 83.503509531750026 148.67011998770002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -2 6 7 -4 9 -8 -10 12 15 -14 -15 16 -7 -18 19 -19 -17 23 -23 24 26 -26 29 -28 -29 -13
right_child=2 -3 5 -5 -6 11 8 -9 10 -11 -12 21 13 14 -16 20 17 18 -20 -21 -22 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=-0.10267731042724458 -0.10165479475344484 0.10248778240335138 0.013932924373004066 -0.1012231222807051 0.06947766452371916 0.081559051469662358 0.084000694437581888 0.086724023925852337 -0.10469887945906026 -0.1018139340823461 -0.01154686372780256 -0.021628179997758373 0.028578137411645749 -0.098080230878955843 0.014014042938588113 -0.0444389576753767 -0.014069581182276062 0.022790195584883433 0.080365868089276607 -0.065625514601430332 -0.0012729349224182267 0.061441488469216737 0.0021880206668559586 -0.021090606956612787 0.068288455912411353 0.0094601295812778586 -0.11044371575901753 -0.06109736622678838 0.058576242163384001 0.0027621861723874149
leaf_weight=0.18468205457969489 0.046095293411780314 0.071622274816036224 1.5165751089480179 0.16071143653039144 0.10359134115697088 0.32145954994484638 0.18857465201472212 0.55228117895239837 0.23020657819142798 0.072341041359322844 0.17739419796453149 1.5719049507897569 0.76916312426328692 1.0272863308782687 0.22377043901360583 0.82757148220844134 1.8979380415730704 0.97241635439695506 0.47641200199723233 0.16524738275393247 1.9588659632718188 0.57754626238238305 0.64238903345540166 1.6843400925936283 0.61145334300817866 1.4921284433003164 0.27655414561740943 0.35787922300369246 0.37301790714263916 70.094117969591025
leaf_count=277 339 1 99 413 40 5 97 30 22 38 31 40 11 78 36 15 57 74 6 71 90 52 34 55 25 46 10 121 23 1798
internal_value=0.00163432 -0.0453455 0.00176905 -0.044318 0.0167782 0.00192968 0.0187591 0.0333645 -0.0264401 0.032482 -0.0641577 0.001396 -0.00761448 -0.0374411 -0.0780305 0.00148781 0.0128132 0.00652081 0.0307324 0.00994768 -0.0140932 0.00239819 0.03024 0.00195397 0.00247305 0.0265599 0.00177584 -0.0303331 -2.11941e-05 0.00222721
internal_weight=89.6255 0.256304 89.3692 0.310398 0.149687 89.0588 2.73737 2.06886 0.668516 0.260916 0.407601 86.3215 8.64013 2.02022 1.25106 6.61991 3.83347 3.51201 1.61408 1.13766 2.78644 77.6813 1.21994 76.4614 74.7771 2.10358 72.6735 1.00745 0.730897 71.666
internal_count=4034 278 3756 792 379 2964 317 129 188 135 53 2647 443 125 114 318 213 208 151 145 105 2204 86 2118 2063 71 1992 154 144 1838
is_linear=0
shrinkage=0.1


Tree=785
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 5 10 18 19 5 17 17 3 13 7 7 16 13 16 0 19 16 7 3 15 15 2 18 18 6
split_gain=0.360286 0.657142 0.534303 0.425464 0.711408 0.394662 0.688122 0.596836 0.569872 0.372524 0.352213 0.421889 0.311973 0.463852 0.81127 0.923699 0.494723 0.291464 1.36188 0.689476 0.555341 0.455826 0.347083 0.29785 0.392724 0.345632 0.85943 1.23766 0.314672 0.581453
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 13.8160216159 70.206395618550019 12.909082926650003 12.551012654050002 11.270433591700002 200.37850214585004 200.68028944555002 82.885164161750012 109.46594969745001 24.710307675200003 23.109894804950002 19.199955102150003 112.64908412395 19.974953289850003 90.407470010750018 13.751109481500002 20.784951395750003 22.620600126450004 93.281431752200021 34.139075990150012 41.29990759910001 105.22786026870001 13.131682570750003 13.112573650350003 16.425383776450001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 -6 7 -7 -8 -1 -4 -12 -2 14 15 -14 -15 18 20 21 -18 22 -19 -23 -25 26 28 -28 29 -26
right_child=12 2 10 -5 5 6 8 -9 -10 -11 11 -13 13 16 -16 -17 17 19 -20 -21 -22 23 -24 24 25 -27 27 -29 -30 -31
leaf_value=-0.0019797552414637944 0.00071555056450859787 0.00084813162949289663 -0.0021037264940045692 0.0010034377501879461 0.00015393604600037083 -0.001758562055656351 0.00054041588434989467 0.0016002713073720975 -0.0019460975504909459 0.0002676579351172288 0.0020318328184229313 -0.0014030520732957134 0.0012669187821408492 0.0014776408068967203 0.0001868247487502211 -0.0020875909689718887 -0.00049960682541095008 0.00015610536585792501 -0.0020885431107116534 0.0012938983719569649 0.0009725325862295377 0.00042420401408395603 -0.001731965839022704 0.00089752833565259163 -0.00129830844230229 0.00026808312523550422 0.00021599800818933201 -0.0022409245691103071 0.00074897739388451719 0.00026428557290952896
leaf_weight=0.28820455588107918 6.072067318018525 0.48500884172972236 1.174224781729208 1.9346225440858678 1.7824664782492607 0.3062479743130101 0.42791036699782159 0.60560556082782568 2.0619238300132565 17.604388286336416 0.20408837497234333 0.42122050356556429 0.40458103734999795 1.3450769699993532 4.6863179203937761 1.4349040347151456 1.6923016947694112 0.74114730383735039 1.1164331701584158 2.6417887448333195 2.357831166125834 32.923751574242488 0.75633353926241398 2.4648875573766444 1.2042833524756149 15.181039286902886 1.5288451936794447 1.6273377796751445 2.4313138802535832 3.8186703296378255
leaf_count=798 33 27 183 39 214 213 24 92 161 703 2 60 11 52 60 81 21 108 52 56 25 443 13 81 28 289 25 54 17 69
internal_value=0.000224072 2.82439e-05 -0.000978409 0.000120192 4.61455e-05 -0.000593442 -0.000985063 0.0004722 -0.00151876 0.000231458 -0.0014707 -0.000281974 0.000287384 0.000254204 -0.000246315 -0.00134979 0.000299676 0.000277197 -0.000171127 0.000312658 0.000357416 0.000271299 -0.000797504 0.00029746 0.000149781 7.83186e-05 -0.000193189 -0.0010508 0.000169928 -0.000110356
internal_weight=111.725 27.2959 2.28454 25.0114 23.0767 5.18415 3.40169 0.911854 2.48983 17.8926 1.79953 0.625309 84.4289 78.3568 6.5258 1.83949 71.831 70.486 5.16657 65.3194 4.05013 62.6776 1.49748 61.1801 28.2564 25.7915 10.6105 3.15618 7.45427 5.02295
internal_count=4034 2516 272 2244 2205 704 490 305 185 1501 245 62 1518 1485 152 92 1333 1281 98 1183 46 1127 121 1006 563 482 193 79 114 97
is_linear=0
shrinkage=0.00196078


Tree=786
num_leaves=31
num_cat=0
split_feature=16 16 13 3 0 18 18 3 18 15 2 18 17 12 5 13 5 5 9 6 7 18 15 17 4 2 6 5 10 0
split_gain=0.062593 0.0989817 0.0894727 0.0552058 0.244052 0.214705 0.211583 0.128889 0.330549 0.358191 0.287404 0.198247 0.583391 0.123006 0.128705 0.42935 0.172452 0.195175 0.132763 0.247781 0.116267 0.13678 0.235181 0.299025 0.205122 0.192804 0.12273 0.286625 0.401558 0.458556
threshold=12.604970524100002 9.719977270450002 95.862351557400004 93.620177476600006 85.925810307250018 13.077716774800001 12.971888692100002 93.281431752200021 13.204532713600001 41.492094664050008 98.465712168700023 13.276755824150003 188.01568060980003 316.01707535830008 21.500664456800006 117.60122400020002 21.955793948900006 22.053438739150003 66.346857137250012 16.395383075500003 23.203497038450006 13.455547561900003 31.385732506450001 194.73806315685002 224.82737758030004 49.864842700850012 14.845346859150002 18.160071980500003 66.964115113200009 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 13 6 -2 11 -9 10 -10 12 -7 14 15 -5 -16 -18 -19 -20 21 24 23 25 -13 -23 -22 -28 29 -29
right_child=3 -3 -4 4 -6 7 -8 8 9 -11 -12 20 -14 -15 16 -17 17 18 19 -21 26 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.09732151679434152 0.0085404399798895622 -0.097166937970511388 0.065958192739051416 -0.080551712528350278 -0.061289691681501557 -0.026369410470178465 0.054770854777862511 -0.055214459655437913 0.0070392717420440076 0.036158290440992197 -0.049959866199132827 0.021741514052332822 0.052162262199215971 -0.063588549212494835 0.044233692933083442 0.0072796959728742431 -0.077073423683867048 0.06096376886428885 -0.083366520435603761 0.003471310262839884 -0.00097675026528621701 0.09717936491292696 -0.061356240283919249 0.053623747296318948 -0.026175455655196099 -0.081919527999529909 0.048898071855792508 0.0061130532505794021 -0.027090111364105381 0.0605180810818194
leaf_weight=0.045304542337475051 2.6742548014735794 0.15038253872683072 0.098227149480408116 0.74892469482438118 0.64415693213231939 1.3577948493475553 1.3899416281492447 1.274953613989054 1.8145611984655263 1.6548113657627253 1.4869516529142854 1.8295402582734817 2.4522534999996424 0.28406941092907878 0.91589713047142041 1.6403761492110787 0.28894995478913088 0.35272578097646956 0.31213029589571206 11.060032459898137 31.249962044104905 0.065401196479797696 1.1118858566042034 0.51160131363576511 1.5036780073860425 0.3679261446432065 1.5027394221397141 16.184920739615343 3.0010920286877072 1.5700880205258716
leaf_count=481 38 435 14 29 19 22 21 19 29 35 26 22 39 76 28 32 7 34 110 651 1195 2 33 33 26 94 49 295 96 44
internal_value=0.00160936 -0.0426738 0.0144204 0.00175519 -0.00331202 0.0028829 0.0243511 0.0016173 -0.0115667 -0.000338873 -0.0186323 0.00292737 0.0241758 -0.000918475 0.000243651 -0.020251 0.00403088 0.000965946 0.00288916 0.00108788 0.00155286 -0.0119024 -0.0313941 0.00386197 0.00012526 -0.0548885 0.00290823 0.00836248 0.00542771 0.0109241
internal_weight=89.5455 0.293914 0.143532 89.2516 16.2473 73.0044 4.0642 68.9402 6.23128 4.95632 3.30151 62.7089 3.81005 15.6031 15.319 2.3893 12.9297 12.0138 11.7249 11.3722 58.8988 5.39003 2.05681 0.944929 3.33322 0.433327 53.5088 22.2588 20.7561 17.755
internal_count=4034 930 495 3104 986 2118 59 2059 109 90 55 1950 61 967 891 61 830 802 795 761 1889 210 162 129 48 96 1679 484 435 339
is_linear=0
shrinkage=0.0961169


Tree=787
num_leaves=31
num_cat=0
split_feature=0 7 16 6 5 12 19 6 2 3 15 13 15 12 5 15 2 17 7 4 15 3 19 8 18 9 7 16 15 18
split_gain=0.238775 0.408995 0.271393 0.252983 0.71157 0.525748 0.352278 0.668126 0.393649 0.240969 0.418237 0.458756 0.655162 0.422646 0.809997 0.310141 0.506695 0.481504 0.738823 0.411221 0.368501 0.433728 0.371535 0.24369 0.307679 0.281867 0.226055 0.224725 0.232227 0.207974
threshold=85.732241321850012 22.721067571950005 22.824946625350005 15.255356438950001 20.769304081650002 368.00406080990007 14.451165964200003 15.075352233200002 229.44804549725004 93.281431752200021 34.884393272300009 117.63886241405002 38.884669609800007 180.68591246415005 23.928204628200003 33.005488016050009 91.751571794600025 201.71342726775001 22.870118039000001 183.94349597830004 36.535628266450011 92.324340657750014 14.551174033150001 8.543332867800002 13.327513832500001 194.04304600165003 22.477322886550002 22.514947350300002 39.296024648600003 13.754580103150001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 26 -3 4 6 -6 7 8 -2 15 -11 12 -12 -14 -15 17 -17 18 -5 -19 21 -18 -23 24 -22 -26 -1 28 -27 -25
right_child=3 2 -4 9 5 -7 -8 -9 -10 10 11 -13 13 14 -16 16 20 19 -20 -21 23 22 -24 29 25 27 -28 -29 -30 -31
leaf_value=-0.00010522242545620671 0.00019314403881669356 -0.0020373011053061605 0.0001627090213668088 -0.00065745215584976397 -0.0020902148571744022 0.00099011176345913999 0.0020043121838291453 -0.0021216316622666887 -0.0011186849329897013 0.00097758634663821457 -0.00093922739457211397 0.00052685873364521614 0.00067869390572056155 -0.0012112579411870657 0.00025934638133216987 0.0014584948450874075 0.00048796058702380523 -0.0021182290508176345 0.0010964851184360593 -0.0001044921242328661 0.0011903105939737419 -0.0013468508870426853 0.00012526035950641672 -6.7173402019475058e-05 -0.00022561675609291011 0.0020145674085250516 0.00072633388519310622 0.0005075847993777085 0.00064272697730317712 0.0006315149109744839
leaf_weight=7.341681781210351 40.992125963638955 0.64670823707092573 0.32337849924806505 1.5915661249309772 0.92029974316483165 0.27719707280903094 0.39252265356480975 0.4971060617826869 0.89873944121927607 2.0826034042984274 3.078517863526943 5.4992940551601341 3.2321933936327678 2.0559623721055686 4.8060375265777111 1.9339928552508379 2.9332127869129208 0.65362858498701804 2.1993172614602372 0.96620160667225718 3.3743031825870302 1.3131593876751142 1.3234439715743063 3.9791401652619234 1.6742832008749235 0.84711123444139858 1.5164914283595861 8.9129034522920829 1.0783447772264478 2.7839069860056043
leaf_count=730 1677 102 29 22 136 24 8 31 491 41 36 47 34 35 56 27 40 23 42 33 35 37 6 36 19 58 36 104 10 29
internal_value=0.000196436 -9.52308e-05 -0.00130393 0.000225017 0.000113577 -0.00137718 0.000155305 0.000138183 0.000165 0.000312037 0.000144144 5.11847e-05 -0.000147398 9.40935e-05 -0.00018127 0.000410016 0.000487579 -2.22439e-05 0.000360111 -0.000917069 0.000421039 -3.08022e-05 -0.000607924 0.000532151 0.000664849 0.000523147 3.71374e-05 0.000638814 0.00124627 0.000220431
internal_weight=110.125 9.82826 0.970087 100.297 43.978 1.1975 42.7805 42.388 41.8909 56.3191 20.7546 18.672 13.1727 10.0942 6.862 35.5645 30.1538 5.41071 3.79088 1.61983 28.2198 5.56982 2.6366 22.65 15.8869 12.5126 8.85817 10.8384 1.92546 6.76305
internal_count=4034 897 131 3137 2367 160 2207 2199 2168 770 249 208 161 125 91 521 401 120 64 56 374 83 43 291 226 191 766 172 68 65
is_linear=0
shrinkage=0.00196078


Tree=788
num_leaves=31
num_cat=0
split_feature=15 6 5 4 13 10 15 5 3 5 18 18 0 7 2 6 9 15 8 15 7 19 17 10 15 2 17 14 16 10
split_gain=0.0519644 0.166144 0.296867 0.196519 0.212334 0.221754 0.0911248 0.180012 0.482291 0.203012 0.158807 0.19436 0.150614 0.212503 0.479732 0.270645 0.261182 0.248807 0.195172 0.186022 0.544027 0.285293 0.241155 0.230247 0.183874 0.183603 0.164372 0.159599 0.148003 0.408836
threshold=45.169600924000008 16.435384010100005 24.367802910700004 313.22340827140005 117.59584708395001 61.901748453550006 37.408632939650005 20.911722254300006 88.931506497100017 20.971847224900007 12.794482498400003 12.844794714750002 86.329079026800017 23.899651152000004 200.74412770730004 14.825346391850003 204.54860637155002 40.042228346200012 8.543332867800002 41.29990759910001 22.938075114600004 14.351157895250003 192.77618096940003 62.041548276350007 40.682889193900003 334.1138616452501 189.19102531915004 221.05462191075003 22.574947209950004 61.987779113750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 -2 4 -3 -6 7 10 -9 -10 -1 -12 19 17 -15 25 -17 27 -19 20 21 -8 26 24 -23 -16 -21 -14 -11 -30
right_child=1 3 -4 -5 5 -7 12 8 9 28 11 -13 13 14 15 16 -18 18 -20 22 -22 23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.051810909064317311 -0.098320240573346707 0.0050391647580538268 -0.0079317006108393824 0.034070911469405156 0.00067582187973498631 -0.10869132174789373 -0.052516855037496306 -0.14395883845778196 -0.10535522017621085 0.0079640864353792504 -0.11106895532870825 0.0020631298095139142 0.012884140085759669 -0.032672928101861301 -0.10479588962567699 0.099622937650969107 0.020217743693975099 0.022874077158939975 -0.017206944066918153 0.0075265051445626927 -0.088436531670824964 0.064235626175637328 0.036786356427886482 -0.02758551678695513 0.00078064565916112787 0.03633810791035276 -0.027719881132065798 0.048333040599485982 0.0065079794882596147 -0.054358466069797232
leaf_weight=0.61608921193192046 0.47839947501779434 1.9403168995195303 1.2936893838700596 1.3564454136139827 0.33533672871999431 0.38026877461743425 0.77170888939872684 0.26244238334288539 0.20479060959769313 3.6845982472512997 0.14641906786709924 46.560583844896371 1.8698541894555072 2.5341661483980706 0.21727258586906861 0.57768648490309704 1.2810904011130331 2.6521260836161673 2.0863264854997396 4.7796517960377951 0.83939054925576773 0.96232400753069691 2.0386563939246116 0.81875630002468813 0.80700498446822166 0.14959665841888636 1.7327946298755703 3.5165066476911306 2.5600852812640369 1.8110647862777112
leaf_count=26 38 53 49 42 16 24 14 57 10 709 3 2424 18 39 37 21 50 33 20 51 42 37 38 26 10 19 26 35 45 22
internal_value=0.00165445 -0.0073317 -0.0323333 0.00371043 -0.0117954 -0.0574413 0.00227711 -1.43009e-06 -0.0131172 -0.00896031 0.00236075 0.00170848 0.00688171 0.0135805 -0.00350439 0.0297075 0.044896 0.0216123 0.00522652 -0.000938403 -0.017837 -0.000198842 0.00735998 0.0154012 0.0352933 -0.0472463 -0.00185165 0.0360271 -0.00650979 -0.0187103
internal_weight=89.2654 5.78446 1.77209 4.01237 2.65592 0.715606 83.481 55.8461 8.52298 8.26054 47.3231 46.707 27.6349 14.8846 4.75981 2.22565 1.85878 10.1248 4.73845 12.7503 4.19918 3.35979 8.5511 2.58809 1.76933 0.366869 6.51245 5.38636 8.05575 4.37115
internal_count=4034 222 87 135 93 40 3812 3296 843 786 2453 2427 516 272 166 127 71 106 53 244 129 87 115 73 47 56 77 53 776 67
is_linear=0
shrinkage=0.0980392


Tree=789
num_leaves=31
num_cat=0
split_feature=6 3 9 10 5 2 17 3 19 2 3 4 5 7 19 17 0 6 5 9 0 10 16 16 16 6 10 9 8 9
split_gain=0.268794 0.808936 1.00063 0.525926 0.63593 0.362392 0.332227 0.314844 0.304511 0.302253 0.294946 0.535644 0.346391 0.721219 0.304941 0.344574 0.276907 0.947003 0.753358 0.505456 0.382122 0.594538 0.376002 0.358433 0.435489 0.331987 0.3092 0.342512 0.289226 0.284972
threshold=14.825346391850003 83.538459487450012 201.61239113610003 70.776348742200014 17.089764221050004 327.65694121785003 189.50863627480001 84.643415779050017 14.551174033150001 73.245799595050016 81.715684874950014 169.88079978325004 16.351273197450002 24.786990758350004 11.850956171350001 190.38166638035003 93.399723909900004 15.255356438950001 18.160071980500003 197.02865361825005 90.407470010750018 66.590419433100024 19.064955417800004 20.784951395750003 20.704951582800003 15.760368238450001 66.45599652655001 191.98656730705002 5.9453602998000008 70.31345721160001
decision_type=2 2 2 2 2 2 2 2 2 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 7 9 6 -4 -3 -8 -5 11 -1 13 -12 -13 -16 17 19 -18 -2 23 -22 -20 24 26 -25 27 28 29 -19
right_child=16 2 5 4 -6 -7 8 -9 -10 -11 12 14 -14 -15 15 -17 18 20 22 -21 21 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0020864834565814147 -0.0021869635557020426 0.0020379835880067888 -0.00032505079373199366 0.001731714670214721 -0.0020883890467865477 0.00080740958805634671 -0.0021944466293504564 0.00012360776721994415 0.00027431465114576231 -0.0019913948711149012 -0.0006565119306306894 0.00034919090679575506 0.00024187825496887157 0.0018008121295808972 -0.0020471796791464002 -0.00015021756679921459 0.0016011203323975879 0.00023854655164519728 0.00063178707416377828 -0.0003215988972213431 0.001585874135309509 6.8703211794165779e-05 -0.00077756684284093131 0.0010955882600213102 -0.0024893040804562119 0.00020417380588227285 0.0017027226864893817 -0.0022065605532085612 0.0019876968937719958 -0.0019755038120150802
leaf_weight=0.4760466074403692 0.89256644887245729 0.35547359566407788 0.61463260627351779 0.33100757771171607 0.8850787519613732 0.26298478757962573 1.9863217961683406 4.6630048396609709 0.21265516243875016 0.11226757039912627 0.65244846389396416 6.0048980607173217 15.45820817635831 1.5503571689623639 0.39273925036832213 5.8800456116960049 2.0081582355778655 0.69705032316414806 1.761872075032443 1.4921439564786849 1.9870257452130311 1.9851684604072941 1.240028193220496 1.6537038031965483 0.37694141958490934 56.012773335375641 0.2845349427898326 0.35772819397971023 0.22404099209234107 0.32899521132321752
leaf_count=54 41 7 32 5 94 21 206 194 5 91 30 910 121 34 54 438 38 80 36 31 40 44 24 34 8 929 14 34 11 374
internal_value=0.000154934 2.59288e-05 -0.000476038 -3.11831e-05 -0.00112827 -0.00139375 -0.00159949 0.000259209 -0.0019557 0.000788769 0.000181454 -4.57671e-05 0.000345539 0.00107298 3.33582e-05 -0.000268986 0.000227011 0.000193419 0.000671494 -0.00101978 0.00023869 0.000827643 4.96096e-05 0.000199657 -0.00056472 0.000229737 -0.000181357 -0.000514783 -3.06593e-05 -0.000471375
internal_weight=111.141 39.8382 9.42343 6.34683 1.32835 3.07659 2.81361 5.01848 2.19898 0.443275 30.4147 12.7537 17.661 2.20281 12.2777 6.27278 71.3027 66.2927 5.01006 2.38471 63.908 3.97219 3.0019 59.9358 2.26929 57.6665 1.89235 1.60781 1.25009 1.02605
internal_count=4034 2296 655 391 190 264 243 201 211 96 1641 1456 185 64 1402 492 1738 1640 98 72 1568 84 60 1484 521 963 513 499 465 454
is_linear=0
shrinkage=0.00196078


Tree=790
num_leaves=31
num_cat=0
split_feature=0 7 16 7 0 2 3 6 9 8 9 9 19 7 17 7 2 6 9 18 18 13 6 8 7 9 17 9 3 18
split_gain=0.0576717 0.219637 0.191123 0.172239 0.112223 0.110327 0.229161 0.19938 0.178626 0.152891 0.0876114 0.179146 0.146399 0.146189 0.124145 0.112734 0.0799747 0.136944 0.230778 0.102197 0.122336 0.0974607 0.0919898 0.0814975 0.0788189 0.411725 0.485789 0.27551 0.29337 0.269608
threshold=85.732241321850012 22.721067571950005 22.824946625350005 22.545611589100002 85.764502819450016 90.745765132650021 93.921284787200008 16.575387281250006 186.16747084260001 10.441851282850001 179.18874144770004 52.553122989000009 12.651020723000002 22.545611589100002 185.45496942040003 19.716522186550005 93.57193670880001 16.715390552450003 227.07958281845004 12.909082926650003 13.142272494650003 112.56574192190001 16.645388916850006 5.9453602998000008 23.109894804950002 195.30595290385003 190.94474013770002 193.42660545270004 93.620177476600006 13.327513832500001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -2 7 -7 -1 -9 -10 11 12 -6 14 -12 -13 -8 19 21 -18 22 23 -21 -19 25 27 -27 28 29 -15
right_child=4 2 -4 -5 10 6 16 8 9 -11 13 15 -14 24 -16 -17 17 18 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.067461104228885682 0.042645948459563661 -0.10081857397729564 0.019162114833112493 0.056533104968217993 -0.098813662502495625 0.096022762826935351 0.073762350748264427 0.028397439605023729 -0.10099229205404255 0.011896196068573147 0.0081652651860187973 0.071856752811114255 0.029498137238132299 0.016930003492704366 0.050759784772510683 -0.10031007138025319 0.010020776784354042 -0.098355161713465963 0.098808742251243101 -0.10352330719653009 0.055668454810775175 -0.083841447251448514 0.022018091785132858 0.098077577336457847 0.003010791592674123 -0.0074265059961669414 -0.082705872467018979 0.034129349749966405 -0.046860669718805183 -0.03124480016807062
leaf_weight=0.69380333284061535 0.65920909121632476 0.41273457168608718 0.18472580047091469 0.45535393073078001 0.10423668487817295 0.23938802676275361 0.12715524435043368 0.74071643691422628 0.25115206457485328 0.21320536086568609 1.7203423799946898 0.04115486575756222 0.47467753988166805 4.4797702971845847 1.0647486634552477 0.32710923926777014 2.7712104736533556 0.031623266435531039 0.092933384701609612 0.23114268390781934 0.092464544650283642 0.50744315874089807 0.074080245729419403 0.056700573230045848 64.183210773440123 2.3952478009741749 1.2559842617774846 2.3990553822368383 1.276539457903709 1.4872952904552219
leaf_count=39 15 102 29 25 590 5 5 50 38 13 31 3 103 77 26 218 167 74 5 83 26 216 10 10 1929 34 37 28 23 23
internal_value=0.0016195 -0.00680803 -0.0637223 -0.00163897 0.00235818 -0.00596508 0.00285835 -0.0255932 -0.00148841 -0.0491606 0.00203115 -0.0276115 0.00639489 0.00238096 0.0244493 -0.0810698 -0.0027386 -0.00526024 -0.0448837 0.00335116 -0.0431248 -0.0672982 -0.0730533 0.0277472 0.00158766 -0.00528322 -0.0333218 0.00533369 -0.00420332 0.0049224
internal_weight=89.0444 7.17583 0.59746 6.57837 81.8686 6.12302 4.22414 1.89888 1.20507 0.464357 81.2094 0.947178 0.578914 80.2622 2.78509 0.368264 3.98475 3.8576 0.6887 3.1689 0.397687 0.595767 0.305223 0.0883238 77.4771 13.2939 3.65123 9.64266 7.24361 5.96707
internal_count=4034 897 131 766 3137 741 601 140 101 51 3122 914 693 2208 57 221 596 591 305 286 119 300 93 84 2151 222 71 151 123 100
is_linear=0
shrinkage=0.0980392


Tree=791
num_leaves=31
num_cat=0
split_feature=17 15 17 17 17 2 15 2 2 8 7 10 5 8 9 7 18 6 19 17 8 0 17 16 8 18 9 7 6 4
split_gain=0.0533181 0.196274 0.0542537 0.168762 0.167011 0.115585 0.108192 0.105214 0.129795 0.174911 0.168381 0.0848199 0.232831 0.240212 0.301732 0.119211 0.139735 0.105581 0.104638 0.126877 0.117929 0.414341 0.120751 0.366147 0.117537 0.194378 0.110465 0.502064 0.699575 0.325214
threshold=160.21442126885003 35.098844929350008 164.98791775435004 168.81379805985003 168.59667799010003 41.467794892200004 26.912781836550003 60.327272492300004 49.864842700850012 8.3434888241000014 23.203497038450006 61.622148808000013 29.996566321350006 8.4434108459500017 181.33671263215004 21.725272673150005 11.928667296000002 17.225402468750001 14.651182102100002 172.76727070675003 8.9430209551500024 87.48511602295001 176.60850786575003 18.554956610400005 8.7431769115000026 13.754580103150001 206.75106037490002 24.673428656250003 16.285380505300001 161.32746469610001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 4 -4 -5 -2 8 -7 10 -10 12 13 14 17 16 -14 -9 19 -13 22 -22 23 -21 26 -26 -24 28 -28 -29
right_child=2 -3 3 5 -6 7 -8 11 9 -11 -12 18 15 -15 -16 -17 -18 -19 -20 20 21 -23 24 -25 25 -27 27 29 -30 -31
leaf_value=-0.10049475018522305 0.0092865236031456598 0.10022889019207044 -0.077734872486769246 0.047664647539255131 0.06076478946630999 0.014818231602844198 0.08430127908701851 -0.10506604738848067 -0.0047341894949060005 -0.012433602175209198 -0.11444680612747515 0.051334152950273423 0.053267960476456676 -0.10232449832732474 0.08400187059030742 0.09876935758850322 -0.06116478774351998 0.026642325051591375 0.022444462202232875 -0.11054026818606169 -0.10598867423692593 0.022706225016507816 0.0029666860099038673 0.098976296660151356 0.00017980862793521421 0.039034970916600367 -0.10631750367413081 0.099787794829885895 0.010955054821288746 -0.001725385635555211
leaf_weight=0.17001381192863974 1.2893546185114235 0.064620994031429291 0.45735657183911271 0.52066596364602347 0.10242612352885772 0.88563736574724261 0.21571712102740992 0.21263680177389577 0.20874811091925982 1.5303234553430227 0.37779599819259602 0.49390671675621334 0.22115746556664817 0.45265913585899398 0.21528668934479356 0.16514669917523861 0.19127149041469238 0.080703415143943857 2.4328338482882819 0.28667484405866517 0.41972548753255878 0.56298048992175609 58.993897305063115 0.1112961657345295 2.9242588541455907 2.1454303555656224 1.0676118563860644 0.31236532330512901 0.90200691204518069 10.493922684272546
leaf_count=277 195 1 139 20 15 13 22 51 11 26 38 79 30 65 6 9 30 67 52 115 23 32 2005 4 32 35 30 6 28 578
internal_value=0.00145962 -0.0452133 0.00158367 0.00126357 -0.0523929 0.00161197 0.0200381 0.00133215 -0.0166959 -0.0298806 -0.0754006 0.00198679 -0.020815 -0.0503746 -0.00414114 0.0283824 0.000197675 -0.0688306 0.0024192 0.00180027 0.0014875 -0.0322609 0.00191689 -0.0519471 0.00219586 0.0166228 0.00117677 -0.00708835 -0.0526113 0.00120894
internal_weight=88.5084 0.234635 88.2738 86.7687 0.559783 86.2089 1.50507 85.6883 3.0025 2.11687 0.586544 82.6858 1.53886 0.961286 0.508627 0.577576 0.412429 0.29334 81.1469 78.7141 78.2202 0.982706 77.2375 0.397971 76.8395 5.06969 71.7698 12.7759 1.96962 10.8063
internal_count=4034 278 3756 3539 154 3385 217 3365 88 75 49 3277 258 189 124 69 60 118 3019 2967 2888 55 2833 119 2714 67 2647 642 58 584
is_linear=0
shrinkage=0.0980392


Tree=792
num_leaves=31
num_cat=0
split_feature=15 13 19 2 17 5 19 19 9 9 9 17 4 9 9 18 4 2 2 2 7 16 7 5 5 18 17 0 5 6
split_gain=0.0560111 0.192858 0.073956 0.149253 0.186238 0.0696429 0.0618317 0.126462 0.288672 0.344787 0.302848 0.245208 0.469459 0.155416 0.122109 0.366372 0.175311 0.180713 0.289128 0.156924 0.15623 0.364708 0.198202 0.197085 0.178414 0.232007 0.204796 0.171484 0.205375 0.142131
threshold=46.683480308100009 117.56896250265002 14.651182102100002 173.34516805710004 198.89195247110004 25.322158499750007 14.551174033150001 14.451165964200003 199.38481636575003 201.32298960505003 209.54955617820002 188.19076296340003 216.65973282030004 204.99169312540002 195.94564826430005 13.043896815850003 331.55739242175008 67.858768990950011 56.478612905150008 168.06224882620003 23.314707969200004 22.574947209950004 23.445318439400001 23.730745871350006 21.991679690250006 13.603286548350003 179.91109285790003 94.604153152350008 13.264960807550002 16.485385178400005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 -3 7 14 11 -10 13 -9 -13 -11 16 19 17 18 -1 -16 21 -17 -22 24 25 -24 27 -27 -29 -19
right_child=1 5 3 -5 -6 -7 -8 8 9 10 -12 12 -14 -15 15 20 -18 29 -20 -21 22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.0065893412530452326 -0.081355257932501271 -0.028723420944170894 0.035072055023260294 0.051644703261173035 -0.040482651367478036 0.010014268143060485 -0.0094785982986723902 -0.019535893467175738 -0.11158245652199308 -0.0039831244528751785 -0.078993472768920991 0.086162336268240713 0.015667222980914098 0.074771929251739491 0.079089293897927279 0.020349356643623407 -0.077179409591677614 0.0049732279505730649 -0.078120039255191301 0.013064334145102136 0.031932279029283091 -0.040153145668670495 -0.049346963055027504 -0.042480154101627317 0.023139990890499978 0.10202707092568866 0.0032675417913738689 0.086977929475453589 -0.10473638511529533 -0.012737682957121075
leaf_weight=1.8142925170818736 0.35785069978010087 0.6751321439041934 0.67283192207105391 0.88398230110760767 0.63334446493536234 1.4847180872202441 5.0056163401750373 1.0376674191793416 0.34241331320663437 0.62505621726450022 0.35810580870020192 1.2757099419832227 3.6403983131749555 0.41824293928220868 0.88771402931888477 1.6382438352793531 0.33429569800347181 13.375971972885482 0.82068199127752439 0.60552100132917985 2.3673285297118118 2.5426976709859446 0.89421019330620666 0.96564132932689872 4.0396880473854244 0.058886747807263329 32.873167748301057 0.064609692189151247 0.41345682920291438 6.8524235847125956
leaf_count=35 63 34 32 27 8 39 128 30 20 38 36 25 41 18 43 36 449 1055 35 6 19 32 8 28 67 1 1079 91 51 460
internal_value=0.00134027 -0.0133601 0.00177345 0.0199123 -0.00156324 -0.00209447 0.00129626 0.00198555 0.0141563 -0.0216262 0.000353312 0.0246367 0.0339604 0.0275886 0.000657603 0.00356956 -0.00528629 -0.00423511 -0.0288681 0.0523155 0.00198228 -0.0164461 0.00383098 0.00213864 0.00326231 0.000921504 0.00226692 -0.0589927 -0.0788266 -0.00102639
internal_weight=87.9599 2.5177 85.4422 2.19016 1.30618 2.15985 83.252 78.2464 7.69759 1.74382 1.4014 5.95378 4.91611 1.0433 70.5488 47.3512 23.1977 22.8634 2.63497 1.49324 45.8579 4.18094 41.677 39.3097 38.344 34.3043 33.4101 0.536953 0.478067 20.2284
internal_count=4034 136 3898 67 40 73 3831 3703 208 112 92 96 66 56 3495 1461 2034 1585 70 49 1412 68 1344 1325 1297 1230 1222 143 142 1515
is_linear=0
shrinkage=0.1


Tree=793
num_leaves=31
num_cat=0
split_feature=3 0 18 0 4 3 15 2 15 6 0 5 6 3 18 7 8 7 7 6 10 18 0 13 17 15 5 19 7 19
split_gain=0.0469474 0.184746 0.155947 0.183241 0.0857779 0.0891484 0.294809 0.554488 0.154113 0.247691 0.491051 0.626161 0.294696 0.212101 0.202414 0.183176 0.443609 0.506565 0.174266 0.163149 0.348358 0.240828 0.221032 0.143326 0.135327 0.121542 0.243238 0.204675 0.151757 0.145758
threshold=93.620177476600006 85.925810307250018 13.077716774800001 86.756543869550015 142.34057910165004 93.281431752200021 41.29990759910001 99.475185412350015 37.050691080100002 16.455384477450004 86.89903215050002 20.872540794500004 16.165377701450002 89.256809930900019 13.276755824150003 23.478650568600006 8.4434108459500017 22.671301016600001 22.356277907050004 16.605387982250004 61.93938686740001 13.327513832500001 87.48511602295001 105.33378955095002 176.44238483465003 38.213426205600008 21.788492303450003 14.251149826300002 23.9417051038 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 -2 3 -1 -4 8 7 -7 9 10 -6 12 15 -14 -10 16 17 18 23 20 -11 -22 -21 -12 -19 -16 -27 28 -28 -29
right_child=1 -3 4 -5 5 6 -8 -9 14 19 11 -13 13 -15 25 -17 -18 24 -20 22 21 -23 -24 -25 -26 26 27 29 -30 -31
leaf_value=0.04219359634973531 -0.0015682902923088975 -0.057821804943043557 0.04205810785262664 -0.0012209388974413352 0.10110963534916076 -0.0011908729125080602 0.011748472290380825 -0.090851387420385038 0.037993259347753168 0.0013093447569945717 -0.10197579446839289 -0.11310072584689256 0.07107606314126845 0.00096375829430069134 0.019635818725797449 0.0010515959444869247 0.059357947649400715 -0.027375408915505235 0.081222309404896276 -0.037950352221864984 -0.02509581668735214 -0.11376401912941542 0.039321661499863755 0.092065740577776556 -0.11165259907130616 -0.039473110315283527 0.071335122128083184 -0.0086764562114091167 0.0088099222353319687 0.021105541551334074
leaf_weight=2.0631708771106783 14.923223753474982 0.60758512048050839 0.50944926124066015 1.8385370663463616 0.48502500337190113 1.9616863317787641 2.940183014026843 1.0637810777407137 2.2300886837765601 1.0074652433395384 0.12780558035365075 0.48457053903700753 1.0128730891738076 0.75168251059949387 4.5230010136147021 35.139182475118105 0.43270662240684021 0.24642588397455234 0.2832599471080357 0.75235966453328706 0.51852316781878449 0.74848417309112847 0.72872896998887882 0.054212654940783978 0.83998351671425553 1.357220522897477 0.75018406286835559 6.0296572393272054 0.80444730674025777 2.2590004717931151
leaf_count=25 999 19 12 39 65 32 46 29 28 4 110 68 30 22 72 1966 10 9 36 15 3 42 28 3 84 48 10 75 35 70
internal_value=0.00121714 -0.003769 0.00229352 0.0217361 0.00117863 0.000870243 -0.0108017 -0.0327163 0.00200122 -0.00120884 0.00110444 -0.000127507 0.00128021 0.0412089 0.00979917 -0.00061768 -0.0301768 -0.0551447 0.0321637 -0.0257596 -0.0425788 -0.0774765 6.92191e-05 -0.0441821 -0.0925363 0.00580036 0.000213316 0.00568539 0.0389813 -0.000559636
internal_weight=87.4745 15.5308 71.9437 3.90171 68.042 67.5325 5.96565 3.02547 61.5669 43.6133 39.8577 39.3727 38.8881 1.76456 17.9536 37.1236 1.98439 1.55169 0.465278 3.75556 2.27447 1.26701 1.48109 0.182018 1.08641 15.7235 11.2005 9.84329 1.55463 8.28866
internal_count=4034 1018 3016 64 2952 2940 107 61 2833 2495 2403 2338 2270 52 338 2218 252 242 149 92 49 45 43 113 93 310 238 190 45 145
is_linear=0
shrinkage=0.1


Tree=794
num_leaves=31
num_cat=0
split_feature=15 13 19 10 5 2 17 13 5 10 10 8 7 2 10 6 9 15 7 15 13 9 16 4 18 9 16 4 6 18
split_gain=0.0493405 0.167927 0.0745945 0.273053 0.376789 0.335005 0.300161 0.264397 0.212064 0.214417 0.215664 0.193034 0.501807 0.216935 0.194036 0.184264 0.176469 0.362308 0.286161 0.157383 0.269533 0.242444 0.302617 0.165209 0.162849 0.146066 0.140541 0.139771 0.137498 0.153257
threshold=46.683480308100009 117.56896250265002 14.351157895250003 64.665483411650015 20.204934414350003 185.01730422545003 199.59317753375004 117.74908919740001 20.556063402800003 62.837331883000012 62.132955852800002 8.3434888241000014 22.381996090050006 112.15964652650003 61.998532946250002 16.100376182700003 195.94564826430005 43.401366108000012 22.870118039000001 41.29990759910001 117.55283175385001 194.31002311890003 22.554947256700004 375.65892766775005 14.030930991100002 210.14471305145003 22.654947022900004 142.34057910165004 16.395383075500003 13.603286548350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 7 4 5 -4 -5 16 -6 10 11 12 -10 -14 -15 -12 17 19 -18 20 21 23 24 27 -23 -11 -20 -1 -13 -30
right_child=1 -3 3 6 8 -7 -8 -9 9 25 15 28 13 14 -16 -17 18 -19 26 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.06422592283307868 -0.076767012407637641 -0.002428139186323613 0.087581914094051139 0.016985082259584474 -0.034408040626947536 -0.0018338550646704436 -0.073742632623939319 -0.068910803722707678 -0.037913007589906504 0.082665506295918734 0.0044246136965432102 -0.024897660719036541 0.083725003962790215 0.0017185588953508853 0.045947654648975683 -0.045894215161812899 0.064999092604331177 -0.10592160431156103 0.0016861202930901229 0.021673470452662259 -0.044336035648485296 -0.035682885166182572 0.003944141485085503 -0.099655700455663423 -0.10880065855621536 0.015551026636376839 0.040912572306287268 0.00096852305386465362 0.0019325456207432033 0.03921612047585802
leaf_weight=0.34675251878798441 0.33800452927107416 2.1492187934018148 1.0318237775936783 0.60143305361270794 1.2547199219698111 0.66056910820770998 0.84001005720347166 0.53871597609031496 1.049054718096168 0.57657755631953367 1.4004866182804101 1.6097371290961735 0.79573463462293137 1.6300008156686092 2.2967187023023143 1.3974582282826302 0.71995822783355734 0.35668408690253173 37.273226440071539 1.7601822949945916 1.8524684074509412 0.66781955538317495 1.0803197398781774 0.15285807939324136 0.5213389450473187 0.67842883802950382 0.89907331089489062 10.564961005634897 10.646002740715629 1.1768482034676697
leaf_count=8 63 73 43 16 39 9 40 99 25 22 13 44 66 20 35 39 48 20 1269 15 27 22 6 378 36 27 24 1289 186 33
internal_value=0.00107879 -0.0125305 0.00147995 0.00565578 0.00794098 0.0526815 -0.0358871 -0.000554861 0.00485192 0.00696999 0.00472175 0.00842668 0.023422 0.037047 0.0275879 -0.0207076 0.000100429 -0.00813618 0.00376494 -0.00607805 -0.00929457 -0.00442634 -0.033616 0.00156081 -0.0677384 0.0463849 0.00261002 0.00297872 0.00198373 0.00564376
internal_weight=86.8672 2.48722 84.38 27.6456 26.2042 1.69239 1.44144 56.7344 24.5118 23.257 22.002 19.2041 5.77151 4.72245 3.92672 2.79794 56.1956 17.3034 38.8923 16.9467 15.1865 13.334 2.26948 11.0646 1.18916 1.25501 38.1723 10.9117 13.4326 11.8229
internal_count=4034 136 3898 657 601 52 56 3241 549 510 461 409 146 121 55 52 3142 1801 1341 1781 1766 1739 64 1675 58 49 1293 1297 263 219
is_linear=0
shrinkage=0.0980392


Tree=795
num_leaves=31
num_cat=0
split_feature=16 16 10 8 10 18 12 19 12 8 5 5 10 6 5 9 3 19 5 7 15 2 7 10 5 9 7 0 7 16
split_gain=0.23134 0.722673 0.42228 0.807508 0.449152 0.436134 0.689156 0.4196 0.635193 0.488161 0.322659 0.369641 0.310578 0.630185 0.533456 0.766407 0.337938 0.778411 0.293572 0.261804 0.25561 0.356223 0.249231 0.232236 0.39701 0.260765 0.206133 0.720697 1.27222 0.66547
threshold=18.634956423400002 15.584963555600002 71.015621515800021 8.2435668022500028 70.727956495850009 17.551307094650003 151.46967002190004 12.551012654050002 145.97209859650005 7.5441126493500006 11.270433591700002 13.154029769200003 75.634392583900009 13.975326531250003 15.237417718750002 214.88418602500002 81.105404879350019 11.850956171350001 16.569990495050003 24.638209564850005 24.545953118950006 83.586740321150003 19.078733418100004 69.999384342500022 19.234448447350001 200.76482212275002 25.297859295400006 94.165934477050016 24.876210878000006 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 4 5 23 6 7 -4 9 -9 -1 -12 13 19 16 -16 17 -14 -15 -13 21 -20 -23 24 -3 -25 27 29 -29 -2
right_child=26 2 3 -5 -6 -7 -8 8 -10 -11 11 12 14 18 15 -17 -18 -19 20 -21 -22 22 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.0019762686039461927 0.0010846078803524414 0.0014857887847194628 0.0014754642433438875 -0.0019752999994986473 0.0013989860440159331 0.0014393276731765035 -0.0020290970900033924 0.00015833455542974304 0.001569188367410178 -0.0020822485961265918 0.0013500684118099191 -1.680295846834494e-05 0.00029021043919249249 0.0011659914167689623 -0.0017971501590672908 0.00023670171731491032 0.0014056681348649906 -0.0020372831409046 9.6388720258417405e-06 0.0020703529379661164 0.00070747350998671521 0.00072184671904730233 -0.0022062760990218312 6.2940382070207317e-05 -0.0010261212265494505 -0.0021012777308273226 0.00048074724433393856 -0.0020297930217753361 0.00021431414796043043 0.00016469902833113646
leaf_weight=0.25952764652357174 3.1687378160131621 0.50224777730181658 0.54816428082995239 1.620980513107497 0.77301377564435814 0.47156792570604 0.91477387030136004 0.67878676474720101 0.45399017841555167 0.83220147248357534 1.0590872861025697 0.29118658298489464 5.670918848452855 0.98346824198961247 1.4339585868856377 1.4154766631618256 0.81473747268319119 0.61207490387459973 3.0429673572543838 1.1190133576074002 1.4077173445111837 0.14234876970294852 0.52007413043156703 0.39085760226589628 0.46669465929153375 0.4731653463022667 8.5703542808769253 1.5646317611681286 2.5610726587474346 65.926755778350525
leaf_count=798 90 15 13 169 27 34 187 45 11 55 102 106 153 4 68 33 10 69 15 12 6 11 132 24 314 64 100 79 26 1262
internal_value=0.000141151 -1.65898e-05 -0.000505067 -0.000812165 0.000145486 -0.00032866 -0.000571877 -4.14549e-05 -0.000464625 -0.0010757 0.000194867 0.000225303 0.000157054 0.00045814 -7.0166e-05 -0.00078682 0.00021754 6.34713e-05 0.000184906 0.00163938 -3.79801e-06 -0.000274018 -0.00157705 -0.000383151 0.000275918 -0.00112225 0.000193028 0.000159351 -0.000636741 0.000206886
internal_weight=108.691 26.899 8.12644 5.52047 2.60598 3.89948 3.42792 2.51314 1.96498 1.51099 18.7726 18.513 17.4539 7.50678 9.94717 2.84944 7.09773 6.28299 6.09658 1.4102 5.11311 3.70539 0.662423 1.83297 0.968942 0.864023 81.7916 73.2212 4.1257 69.0955
internal_count=4034 2477 958 514 444 345 311 124 111 100 1519 721 619 286 333 101 232 222 168 118 164 158 143 417 329 88 1557 1457 105 1352
is_linear=0
shrinkage=0.00196078


Tree=796
num_leaves=31
num_cat=0
split_feature=16 16 2 16 16 0 0 3 5 3 17 8 8 7 16 16 0 9 19 15 2 7 9 2 4 9 10 7 9 16
split_gain=0.192896 0.853248 0.419233 0.337841 0.426181 0.325689 0.543844 0.312381 0.225207 0.297308 0.402147 0.217902 0.163813 0.389923 0.19714 0.196299 0.645241 0.685438 0.258547 0.258393 0.32305 0.276481 0.257196 0.34163 0.330697 0.284135 0.335992 0.216638 0.309324 0.631248
threshold=20.404952284350003 19.974953289850003 322.38159739250005 19.644954061550003 19.334954786500003 90.297243227400017 90.767723400200012 89.695028606150018 24.458659404000002 92.913112988300014 192.41413881610001 8.543332867800002 8.8430989333000021 22.620600126450004 22.634947069650003 22.454947490600002 89.168090812600013 193.42660545270004 14.451165964200003 42.713473568600008 194.17955033580003 23.127267687200003 192.39832633775004 101.23478163165002 183.94349597830004 186.68586460755003 62.068432857650002 23.296055099200004 198.96357396150003 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 7 -7 -2 12 -10 -11 -8 15 -14 -15 16 -9 -18 22 20 -20 -21 23 -17 -24 -25 -27 28 29 -26
right_child=5 -3 -4 -5 -6 6 11 8 9 10 -12 -13 13 14 -16 18 17 -19 19 21 -22 -23 24 25 27 26 -28 -29 -30 -31
leaf_value=0.00011258487845514469 -0.00082882176151200437 -0.0015837969123278397 -0.0019860596044558422 0.00081816540634085694 -0.0015259512743527421 0.0015353699754940924 -0.0004553783318873435 0.001981008128026198 0.00083662845536864661 -0.00011412186926974606 -0.0017526533104538389 0.00076229544435110362 0.00074892761122617756 -0.0014344542458858602 -7.229470797647101e-05 -0.00084566851938344938 0.0011591895399074375 -0.00097777544366825031 0.00046209102625762214 0.00028139705776971969 -0.0005058000252153007 0.0015669231978643582 0.00097567197986709014 0.00049762977980257654 0.00026097605029122561 -0.0010280830048004235 0.00033521296811884013 0.00029908567329753728 0.00044964897958302529 -0.0012595530813510197
leaf_weight=38.359484386289751 1.1125421877950419 1.1701559013454232 0.36239683647431675 2.5874880072078659 0.62016376414976448 1.9167267209850241 1.2026579127414154 1.0857288520783179 0.81528786569833656 2.5342465713320057 0.74523170264728822 1.0656686942093072 0.99111956031992976 0.88826480600982882 0.75627999039716087 2.0603945010807356 1.2207128480076792 1.0944747366011141 10.582361285109071 1.1211283313205052 1.5156874688691448 1.5089593009033704 2.1841214005835381 3.0410104305483401 2.2766294714529094 1.438502930570394 1.3447999771888133 16.107320678420365 2.3311384338885546 1.9478126883041111
leaf_count=2513 22 49 279 30 42 43 24 74 5 136 66 20 32 30 16 35 25 20 137 20 62 49 27 34 19 29 13 137 17 29
internal_value=0.000168709 6.76645e-05 0.000113753 0.00013206 8.65159e-05 0.000237957 0.000766436 0.000200282 0.000220162 -0.000223029 -0.000486463 0.00011669 0.000254085 -0.000222552 -0.000808035 0.000278785 0.000733839 0.000148967 0.000246176 0.000461924 0.00034083 0.00101894 0.000149097 -0.00015945 0.000247008 8.33045e-05 -0.000369383 0.000176784 -0.000123717 -0.000440112
internal_weight=105.988 43.0997 41.9295 41.5671 38.9796 62.8888 4.18505 58.7038 57.5912 4.09477 3.27948 2.26833 53.4964 2.63566 1.64454 50.8608 3.40092 2.31519 47.4599 14.7281 12.098 2.63009 32.7317 7.88471 24.847 5.82431 2.7833 22.6629 6.55558 4.22444
internal_count=4034 2913 2864 2585 2555 1121 87 1034 1012 207 202 44 805 78 46 727 119 45 608 268 199 69 340 111 229 76 42 202 65 48
is_linear=0
shrinkage=0.00196078


Tree=797
num_leaves=31
num_cat=0
split_feature=18 16 15 13 0 6 16 6 0 4 0 5 5 16 17 10 5 6 3 10 17 16 16 15 5 19 7 16 13 0
split_gain=0.0448295 0.134615 0.203053 0.090483 0.0581666 0.337044 0.356367 0.275113 0.30335 0.198987 0.193439 0.176104 0.447073 0.106606 0.366556 0.121425 0.097742 0.136181 0.242554 0.716753 0.303107 0.208744 0.425213 0.396487 0.353041 0.300538 0.643241 0.249515 0.905074 0.45146
threshold=17.138111898250003 17.684958644900004 20.729785921300003 92.38617519475001 97.878695155250014 12.26528657645 14.934965075550002 13.65531905435 102.03236296680001 271.76419630735006 98.142164052000012 15.904541771600002 14.711207928400002 15.039964830000001 181.79266834725004 75.499969677400017 16.569990495050003 14.745344522600002 83.538459487450012 69.64719632740001 205.45998821870003 19.199955102150003 18.684956306450005 29.329759478700002 19.234448447350001 13.751109481500002 24.225158517200004 19.974953289850003 112.64908412395 90.407470010750018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 11 9 -7 8 -8 -6 -11 12 -1 14 -13 16 -15 18 -18 -20 -21 22 23 24 -19 26 -23 -27 -29 -30
right_child=1 -3 -4 -5 5 6 7 -9 -10 10 -12 13 -14 15 -16 -17 17 21 19 20 -22 25 -24 -25 -26 27 -28 28 29 -31
leaf_value=-0.030501921621605185 -0.10022425525267611 0.10067504713973248 -0.10083248630568174 0.048323619442378778 0.0082608253624126982 -0.10464212540034078 -0.10297269135712646 0.022145279158390457 0.043526797339358325 0.10180774287657957 -0.10336739685303598 0.01087829469946118 0.093173925043534375 0.021359502943453162 -0.10980644666238695 0.041007264731086963 0.00064526003249317247 0.050501844888877358 0.0029348121073456846 -0.10413556683240728 -1.1799122861126959e-05 0.0052624962161130938 0.070845535251024702 -0.056510552603515597 -0.085823494145891327 0.040848149398325748 -0.1118545615200791 -0.10538896627584854 0.0014954349498202029 0.055238248412960968
leaf_weight=0.51224347091283451 0.04530693998640245 0.18105927163560409 0.1452147243538775 0.43182493707172398 6.5316248350576398 0.62282863861855764 0.50476062452071324 0.87396110291592777 0.19631327129900455 0.054793172012068569 0.28474796754358067 0.76074108292414055 0.68068828180912533 2.3730635421816251 0.37609364118929989 0.78193532861769099 10.085842730128205 1.2852049947832709 2.8197156493442881 1.245422930238419 0.36049796208681062 1.3249227877095102 1.3413891779491676 0.80651451723133494 0.22291249684258208 1.6716058389247326 0.72588416014332313 0.77875451231375237 47.296524216245416 1.6164943045005191
leaf_count=151 545 18 72 67 331 84 63 33 7 2 242 181 16 28 54 14 79 35 103 247 27 78 61 75 248 35 25 50 1016 47
internal_value=0.00127234 0.0247848 0.00270609 0.034218 0.00105303 -0.00652224 -0.0406084 -0.015287 -0.0619502 0.00438082 -0.0702574 0.00194447 0.0400677 0.00134508 -0.0290473 0.00180738 0.00139291 0.000730986 -0.00791882 -0.027436 -0.0807618 0.00293041 0.0260472 8.53323e-05 0.0303518 0.00134814 -0.0361911 0.00284699 0.00156865 0.00327155
internal_weight=86.9389 0.803406 0.622347 0.477132 86.1355 9.06903 2.19786 1.57503 0.701074 6.87117 0.339541 77.0665 1.19293 75.8735 1.13683 74.7367 73.9547 71.5817 14.5115 4.42564 1.60592 57.0702 3.65602 2.31463 1.50812 53.4142 2.05081 51.3634 49.6918 48.913
internal_count=4034 702 684 612 3332 762 187 103 70 575 244 2570 167 2403 235 2168 2154 2126 456 377 274 1670 419 358 283 1251 103 1148 1113 1063
is_linear=0
shrinkage=0.1


Tree=798
num_leaves=31
num_cat=0
split_feature=9 9 16 13 10 9 0 16 0 5 10 16 16 5 17 2 10 9 2 15 5 5 0 10 13 3 6 16 3 17
split_gain=0.199683 0.262251 0.206859 0.26159 0.215008 0.172659 0.322291 0.5997 0.296697 0.440703 0.202619 0.609853 0.556057 0.384928 0.310488 0.288357 0.276502 0.445487 0.250844 0.274945 0.406333 0.660714 0.387734 0.592053 0.540582 0.494 0.990762 0.619472 0.493352 0.426195
threshold=179.18874144770004 177.77223095870002 21.094950670800003 116.60649449195002 72.378669787950017 186.68586460755003 85.732241321850012 22.704946905950003 85.121961326250016 30.284449345300001 64.407391431150018 20.894951138500005 22.454947490600002 22.246947245750004 198.49975298390004 81.787075821300007 62.55235532115001 204.99169312540002 229.44804549725004 37.606388722050006 20.603398083600002 20.374719724350005 93.399723909900004 69.999384342500022 113.0174028878 83.538459487450012 14.745344522600002 19.199955102150003 87.447477609050011 205.45998821870003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 -2 7 -7 9 -9 12 18 13 -8 -13 -14 -17 -18 19 20 21 22 24 -24 28 -25 29 -28 -12 -27
right_child=5 -3 -4 -5 -6 6 10 8 -10 -11 11 14 15 -15 -16 16 17 -19 -20 -21 -22 -23 23 25 -26 26 27 -29 -30 -31
leaf_value=6.4248247106538884e-05 0.00042894938046529482 -0.0020771684195357168 0.00097956869266833772 -0.0019794271608345945 -0.0019728695458105542 -0.001705995675895356 0.0017115593399729928 -0.0012649610964689637 0.000881044937862997 0.00097509582864882527 -0.00041849053883175253 -0.00013418362348295056 0.0010366399715039873 -0.0002793815537303626 -0.0016928155755142594 0.00014561089822862756 -0.00023365598218128185 0.0015989377415604892 -0.00083939010437450922 0.0010530520218385701 -0.0013602193875754958 0.0019701522277760859 0.0011253360211201328 0.00023118525118759814 0.00033271015839114775 -0.0020561305410359766 0.00077339175872079052 -0.00083516839231939253 -0.0021848389902116346 0.00022371824110393307
leaf_weight=2.0809008586472837 9.0844358307590465 0.29473044934502457 0.52589381323195983 0.33743221969780268 0.22028362472553897 1.0165606837526859 1.6039003320038312 0.96895161864813439 1.0395985809154806 0.51827949844300747 2.0001357104629274 0.89688145369291206 1.5753183364868153 0.48663344141095866 1.0868288883939383 40.0517732007429 0.8463115226477379 1.283332949504256 1.0144208980636893 1.2502598204591766 0.70116315121413109 0.74865237111225624 2.3987589403986922 25.743033844986716 2.2207315545529127 1.48216587761999 2.4162963738199328 1.4868723852559922 0.87342204636661325 0.40041728556388978
leaf_count=528 172 17 13 193 744 157 85 76 15 14 32 13 11 11 29 415 9 45 179 48 35 23 24 788 33 196 55 21 38 15
internal_value=0.00015527 -0.000308124 -0.000143362 -0.000367169 -0.000130757 0.000170804 0.000145885 -0.000434225 7.74168e-05 -0.000484332 0.000168582 7.46764e-05 0.000260178 0.00124811 -0.000988122 0.000212978 0.000182218 0.000870673 0.000124009 0.000147433 0.000119456 0.000145543 0.000110537 0.000186274 -0.000393865 0.000114829 -0.000402885 0.000160627 -0.000955375 -0.00157122
internal_weight=106.654 3.45924 3.16451 2.63862 2.30118 103.195 94.1107 3.54339 2.52683 1.48723 90.5673 44.72 45.8473 2.09053 1.98371 43.7567 42.1814 2.12964 42.7363 41.7219 40.4716 39.7705 39.0218 33.9275 5.09429 31.5288 5.78575 3.90317 2.87356 1.88258
internal_count=4034 1495 1478 1465 1272 2539 2367 262 105 90 2105 1529 576 96 42 480 469 54 1487 1308 1260 1225 1202 1099 103 1075 287 76 70 211
is_linear=0
shrinkage=0.00196078


Tree=799
num_leaves=31
num_cat=0
split_feature=8 7 3 7 17 7 9 19 13 5 5 15 17 7 2 17 9 4 17 15 16 16 18 18 9 7 15 13 13 6
split_gain=0.0478519 0.139679 0.166828 0.225698 0.14347 0.184867 0.118354 0.0717617 0.169091 0.177694 0.216059 0.222423 0.219078 0.160306 0.168786 0.178366 0.102523 0.0996223 0.256767 0.26321 0.230631 0.108191 0.289667 0.515513 0.348109 0.199735 0.320413 0.199453 0.438874 0.287915
threshold=8.8430989333000021 22.620600126450004 91.017750006350013 23.356162058950002 177.64087306825002 20.752538901500003 212.35746315350005 14.451165964200003 115.12515406205002 20.305669781650003 21.454033346250004 39.296024648600003 192.77618096940003 24.346818680050003 219.24808729375005 196.31479727660005 192.39832633775004 371.57449297710008 208.69550386965003 28.176737565850001 22.694946929300002 22.574947209950004 13.552878921100001 13.405476405600002 197.90890142995002 23.051546669900002 23.378903124350003 113.97180552410002 113.93954402655002 15.815369523550002
decision_type=2 2 2 2 2 2 2 2 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 -4 5 -2 -6 17 -9 -10 -11 -12 16 14 15 -14 -13 21 20 -20 -19 22 23 24 27 26 -24 28 -1 -29
right_child=1 2 3 -5 6 -7 -8 8 9 10 11 12 13 -15 -16 -17 -18 18 19 -21 -22 -23 25 -25 -26 -27 -28 29 -30 -31
leaf_value=0.0031843309564882276 0.018666223969792811 0.013713722165044531 -0.098275743030696958 -0.015175153320202245 0.0034624992322892529 -0.10306088054870022 0.078954609451451052 -0.036609152070580714 0.046811262017444358 -0.010339029006560968 0.05112730737912885 0.0040455162475633508 0.040408262195948182 -0.020750827386648921 0.065554471766626793 -0.018420924540973594 -0.039892157444792825 -0.073176890648198087 -0.10190630487057542 0.071375763958836089 0.1002542360558776 -0.0047478458171236306 0.055934821340714064 0.097812605904012556 0.10384813386742527 0.0011405890038031067 -0.10901330123005276 0.1011656120505484 -0.12044343967903429 0.010569191722838295
leaf_weight=1.4905411604281642 0.34252884211309653 0.68681676656706292 0.52476718117031829 0.86647235226701014 0.42235693888505921 0.19624255494818499 0.40856428722327109 0.79185380227863689 1.251912930398247 4.4212705041281861 1.5602447073906658 1.1073564072539741 1.2607945781819592 0.68966116168303404 1.036411802168004 0.87171223267796438 1.0204549871559718 0.83305919995410593 0.11348847601243506 0.3851481971796602 0.084449490066617727 22.174876557557582 0.16882897108598527 0.79806283209290985 0.39391192980110634 37.431907206199668 0.38935372389096301 0.38499391358345736 0.35566827592356265 3.9479418841401639
leaf_count=294 36 37 33 25 26 26 18 32 42 73 28 28 29 43 46 26 21 427 120 51 12 280 110 90 5 1709 54 13 12 288
internal_value=0.00127233 -0.0102712 -0.0266123 -0.0465202 0.0145209 -0.0256718 0.040582 0.00175205 0.0082763 0.0109649 0.00721516 0.0174994 0.00873495 0.0229409 0.0324496 0.0163605 -0.0170261 0.000426263 -0.0258231 0.0319372 -0.0572139 0.000976678 0.00377512 0.0219167 0.0127019 0.000255148 -0.0591228 0.00689143 -0.0206323 0.0186189
internal_weight=86.4117 3.44775 2.07806 1.39124 1.36969 0.538771 0.830921 82.9639 14.0117 13.2198 11.9679 7.54664 5.98639 3.85858 3.16892 2.13251 2.12781 68.9522 1.41615 0.498637 0.917509 67.5361 45.3612 7.37112 6.57306 37.9901 0.558183 6.17915 1.84621 4.33294
internal_count=4034 201 95 58 106 62 44 3833 368 336 294 221 193 144 101 55 49 3465 610 171 439 2855 2575 702 612 1873 164 607 306 301
is_linear=0
shrinkage=0.1


Tree=800
num_leaves=31
num_cat=0
split_feature=9 9 18 0 16 7 3 6 16 6 16 12 16 2 19 5 8 3 19 9 10 17 7 8 10 13 7 2 9 10
split_gain=0.167472 0.22721 0.195847 0.521748 0.505525 0.300065 0.269392 0.525519 0.65289 0.307881 0.334448 0.247603 0.309677 0.530737 0.242725 0.33735 0.239562 0.638147 0.249838 0.369878 0.207229 0.206089 0.562473 0.195511 0.387705 0.410537 0.539961 0.275604 0.251872 0.194959
threshold=179.18874144770004 177.77223095870002 13.893471991850001 86.756543869550015 22.654947022900004 23.397000037200005 92.324340657750014 16.355382140900002 22.614947116400003 16.265380038000004 21.734949174200004 368.00406080990007 22.544947280100004 231.65109648115003 14.251149826300002 19.234448447350001 8.8430989333000021 93.394346993650018 14.351157895250003 193.67618212375001 63.353515844050008 186.38090997870003 23.314707969200004 8.4434108459500017 61.907125369850007 117.61735474900001 23.514778597300005 111.23922738415001 182.80199813410005 62.020040611300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 6 -4 5 -5 9 8 -8 14 -11 12 -7 -14 15 -2 18 -18 19 29 -19 -21 -23 24 -20 27 -27 28 -26 -9
right_child=2 -3 3 4 -6 11 7 16 -10 10 -12 -13 13 -15 -16 -17 17 20 23 21 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.00010390906840212981 0.00066854616980655045 -0.0020584650329314772 -0.0018211678794327905 -0.0011684717902381736 0.0019784083671197496 0.00013522776340889906 0.00047585391485883326 -0.00079151129437884558 -0.0020696584460611423 0.00032597302281398824 0.0020100037493638776 0.0012560457177881554 -0.0022593615137079534 9.4136797206764166e-05 0.00061309569446812615 -0.00063057900492619295 -0.0021844366634448872 -0.0001332153474619941 0.0017024335633359024 0.00077904080913217472 0.0013081749209994172 -0.00064118784145620787 0.00050058064243491498 0.00024348582737646881 0.00041510270540485837 -0.0011981777217845873 0.00064169453005664804 0.0005027838706456757 0.0019621712549800262 -4.7895059512467142e-07
leaf_weight=3.1719676710774816 1.38856804743409 0.24642461134499161 0.53608544907183286 0.70405316544929419 0.55859638145193358 41.834520332744432 0.71045848709218151 2.1809209480270502 0.85191226270399056 0.80415787547826667 1.0395169407129285 0.72771065865299434 0.57117494801059265 1.0376473943470044 6.6576067097485065 1.7209181785583494 0.55516910273581688 2.0264822440803987 1.1041198661550904 2.5884885612176713 0.4729921591351739 2.4271189061691985 5.2405607786495239 12.566916606156154 0.64258879423141291 1.1512758021417542 1.3123025963432153 6.0551877285761293 1.0924178557470439 2.6575577126641292
leaf_count=1478 21 17 40 28 34 1431 21 33 39 24 21 71 36 30 66 23 16 91 20 20 36 29 42 151 3 37 6 63 77 30
internal_value=0.000182044 -0.000244809 0.00019646 0.000101906 0.000124597 0.000101521 0.000275136 0.000204508 -0.000912135 0.000540573 0.00127548 0.000121763 0.000102763 -0.000741418 0.000401849 -5.04434e-05 0.000245974 -0.000282826 0.000287371 8.98415e-05 0.000139549 0.00030066 0.000139167 0.000411996 0.000598444 0.000479567 -0.000218112 0.000700201 0.00138919 -0.000357033
internal_weight=104.635 3.41839 101.217 45.9698 45.4337 44.8751 55.2472 43.6365 1.56237 11.6108 1.84367 44.1711 43.4433 1.60882 9.76709 3.10949 42.0741 3.05464 39.0195 15.0946 2.49947 10.2562 7.66768 23.9248 11.3579 10.2538 2.46358 7.79019 1.73501 4.83848
internal_count=4034 1495 2539 1670 1630 1596 869 714 60 155 45 1568 1497 66 110 44 654 143 511 154 127 91 71 357 206 186 43 143 80 63
is_linear=0
shrinkage=0.00196078


Tree=801
num_leaves=31
num_cat=0
split_feature=16 16 16 19 3 3 10 5 16 13 6 7 16 6 6 15 12 19 15 6 18 17 9 17 17 15 2 17 7 18
split_gain=0.0560514 0.0925922 0.0826056 0.0553865 0.240085 0.341665 0.208209 0.16994 0.100689 0.0990491 0.153163 0.121935 0.0722173 0.0699404 0.285957 0.42607 0.270431 0.196872 0.164909 0.126631 0.141963 0.115863 0.311859 0.363621 0.141745 0.243498 0.315425 0.121214 0.122664 0.361879
threshold=12.604970524100002 9.719977270450002 9.2849782877000013 11.850956171350001 79.47351079420001 77.69375151185001 78.728807892050014 13.058770361550001 14.274966618900002 100.88707980320002 13.315311110100001 20.983556584300004 16.484961451000004 13.435313913950003 13.78532209185 28.504445985850001 212.86469446750002 13.051052998800001 22.516911658450002 14.005327232250002 15.343833331950004 208.33805927010005 223.29399794390005 212.37354083175003 205.32027903760002 35.215351613950006 112.15964652650003 204.49254535040004 25.395581754250003 14.797467221750003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 5 6 -5 8 -8 -2 -11 -12 -10 16 15 -15 17 18 -6 20 -16 24 23 -23 27 26 -26 28 29 -21
right_child=3 -3 -4 4 13 -7 7 -9 12 10 11 -13 -14 14 19 -17 -18 -19 -20 21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.10151756701479581 0.0069807170747430078 -0.1008731431979264 0.067966218152579957 0.067652228636001982 0.0051742829552238216 -0.097627409898003614 0.081098075304964434 -0.10140286575033536 -0.10236997781248749 0.10183800225531868 0.050786669905380812 -0.10316458175729826 0.02433147160571399 0.074864244354905587 -0.0576114760945238 0.0063657234383530303 -0.087745581700430744 0.011360977499922126 -0.10320955599262004 0.0026495769796770967 -0.0026310088051569669 -0.084855352401213183 0.063222353096216807 0.003970051080748333 0.068507474083897874 0.078732782561641665 -0.055386353370053626 -0.029986564268033502 0.033237718703888107 -0.044555274223098539
leaf_weight=0.041685226500702721 4.4541260805908669 0.13961233884140256 0.092729372164740198 0.30309064135417318 0.25514798932817928 0.59565649360592943 0.12613471508575458 0.22832344786729664 0.085042440277447895 0.28595611453056324 0.13074623240026995 0.084824966717860661 0.095508489084750181 1.3075115617248219 0.77627864549867709 2.9724239888018928 0.41923490966200905 2.2849080655869329 0.31210348234890262 62.212860483642544 1.1888801165041512 0.86993916556821138 0.3660520187113433 0.98007979762041941 0.3568314320873458 0.64758096791047137 0.48451830167323351 1.2050814183603495 1.2348706458596996 1.6675435744109552
leaf_count=455 158 435 40 32 40 94 49 73 66 6 43 8 22 38 38 29 112 72 71 1736 28 55 19 54 10 24 34 32 80 81
internal_value=0.00131818 -0.0438368 0.0154052 0.00146218 0.000834119 -0.0397229 0.00143116 -0.0360841 0.0125449 0.0117247 0.0538564 -0.0097915 -0.035347 0.00156517 0.00217929 0.0272919 -0.0127527 -0.00172959 -0.0544588 0.00068631 -0.0243494 0.0013889 -0.0211118 -0.0377985 0.00212425 0.032638 -0.00284077 0.0014392 0.00202079 0.00141733
internal_weight=86.2053 0.274027 0.134415 85.9313 80.9756 1.43376 0.8381 0.535009 0.306686 4.95565 0.501527 0.215571 0.180551 79.5418 76.2705 4.27994 3.27139 2.85216 0.567251 71.9905 1.96516 70.0254 2.21607 1.85002 67.8093 1.48893 0.84135 66.3204 65.1153 63.8804
internal_count=4034 930 495 3104 2889 336 242 210 137 215 57 51 88 2553 2258 67 295 183 111 2191 66 2125 128 109 1997 68 44 1929 1897 1817
is_linear=0
shrinkage=0.1


Tree=802
num_leaves=31
num_cat=0
split_feature=16 16 9 15 6 5 4 13 4 13 2 9 6 8 5 7 6 9 6 18 5 10 15 16 13 0 7 7 7 15
split_gain=0.049627 0.0843091 0.0772532 0.0495181 0.101478 0.280252 0.139211 0.176798 0.211044 0.0740593 0.159688 0.19577 0.158912 0.101544 0.0940421 0.290737 0.341617 0.284251 0.207387 0.207678 0.139515 0.165019 0.120004 0.309304 0.109407 0.119979 0.105316 0.347029 0.150138 0.275352
threshold=12.604970524100002 9.719977270450002 211.71022357485 45.169600924000008 16.435384010100005 24.367802910700004 313.22340827140005 117.59584708395001 274.66550124645005 117.99105042915001 122.61368745920002 187.45330412110005 18.710437166350005 10.441851282850001 23.195398057700004 24.081116689550004 16.405383309150004 70.962358586000008 16.435384010100005 13.552878921100001 23.545618314050007 62.009286778800011 42.246988155050012 22.614947116400003 115.51498049095001 88.872360418250011 22.105125139000005 22.181995028450004 21.147833206800005 27.201366220250005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 9 5 -5 7 -6 -9 14 11 -11 -12 -13 22 16 17 -16 -18 20 -20 -22 26 -24 25 -23 28 -28 29 -2
right_child=3 -3 -4 4 6 -7 -8 8 -10 10 12 13 -14 -15 15 -17 18 -19 19 -21 21 24 23 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.070030320070903415 -0.069001664576490956 -0.10079189785458782 0.086790995635425985 -0.09903561389565449 0.0031508645274033438 -0.0050012896735644801 0.028411465439948481 0.0050509296401551667 -0.10960565251188775 0.072644762138776714 -0.10599012834713364 -0.074497067156149691 0.037086756424237886 0.016746441381779484 0.034061196470871649 0.10159583361665692 0.10328271788201 -0.1171344843044274 0.026716202368064448 0.052663493518544158 -0.0012420244989260927 -0.10349310301197928 -0.074802587843908849 0.028974277412291579 -0.10940169282420494 0.10083389928438694 0.086239441858499521 0.001698042424924129 -0.054804941281592905 0.10103028776533343
leaf_weight=0.058149204502284557 0.17739234402142645 0.12642312379153964 0.068319895556669508 0.41986521642684138 1.9056237078748388 1.2928888607566476 1.2623281244450479 0.29500651442504011 0.3521936495162663 0.27205110034264979 0.32478243174045929 0.26861641986761242 0.10200953262392431 0.22341158986091614 0.18765397457445843 0.35604678810341273 0.25957971103343869 0.36855635299980349 1.5664766160771249 1.0159886153414843 2.5689444663385079 0.052739080754690693 0.67185958869958884 0.50163336633704603 0.25407788942175102 0.063146717846393585 0.48897132856654835 69.233927827091065 0.74183975937739888 0.20566066727042198
leaf_count=437 91 435 58 38 53 49 42 21 19 47 74 35 10 8 24 13 6 33 24 12 338 45 26 20 14 3 18 1956 78 7
internal_value=0.00119095 -0.0430424 0.0146862 0.00132188 -0.00783138 -0.0280529 0.00124676 -0.0121857 -0.0573429 0.00195511 -0.0227961 0.00457191 -0.0717927 -0.0330668 0.00232957 0.0136679 0.00872771 -0.0661242 0.0159295 0.0118227 0.00261293 -0.0102344 0.00127587 -0.0304411 -0.0726757 0.00784564 0.00180121 0.00229094 -0.0285529 0.0222883
internal_weight=85.6862 0.252892 0.126469 85.4333 5.52791 1.71275 3.81515 2.55282 0.6472 79.9054 1.19087 0.764079 0.426792 0.492028 78.7145 6.69321 6.33716 0.55621 5.78095 5.52137 4.50538 2.93891 72.0213 1.17349 0.369964 0.115886 70.8478 69.7229 1.12489 0.383053
internal_count=4034 930 495 3104 222 87 135 93 40 2882 174 90 84 43 2708 512 499 57 442 436 424 400 2196 46 62 48 2150 1974 176 98
is_linear=0
shrinkage=0.1


Tree=803
num_leaves=31
num_cat=0
split_feature=5 10 17 2 0 5 18 16 0 18 12 18 17 7 7 7 7 13 5 13 9 3 9 12 5 19 0 5 15 7
split_gain=0.0477723 0.199871 0.156921 0.130437 0.12519 0.156489 0.0823437 0.0739018 0.135173 0.217866 0.143451 0.117389 0.159883 0.152671 0.0989722 0.2708 0.203465 0.174482 0.173621 0.177956 0.0892765 0.0845996 0.0629902 0.248014 0.354018 0.260751 0.417979 0.209775 0.132468 0.109049
threshold=30.284449345300001 60.613977009100005 168.81379805985003 319.18044405035005 76.451683855550016 29.026000224750003 11.982665292400002 22.744946812400002 85.667718326750006 13.036600629150001 90.84682862195001 12.690694387300002 188.64489188380003 22.516377366000004 22.105125139000005 22.181995028450004 21.147833206800005 105.33378955095002 19.092410691950004 105.94944646285002 73.466513400400018 95.346167596350014 186.68586460755003 209.59843599465003 21.876867948900003 14.451165964200003 86.20003303655001 21.723721974650005 19.662799495750004 23.109894804950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 5 -1 -2 8 9 10 -3 -12 13 -13 16 -16 17 -10 19 -18 -11 -9 23 24 25 26 -17 28 -28 -24
right_child=3 7 -4 -5 -6 -7 -8 21 14 20 11 12 -14 -15 15 22 18 -19 -20 -21 -22 -23 29 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10277451013394168 0.079674874852506516 -0.10353972013643818 -0.10192210326274634 -0.075841880638481809 0.075540555562379097 0.050261125899825655 0.0065020253005498019 0.036307769185922427 -0.055902660086584843 0.052480476205050967 0.076040232517274625 -0.10484846896881139 0.096067399197609427 0.00069912352182073447 0.080995235531840126 -0.10730052445019866 -0.10287281423637573 0.092162457536334827 -0.10717932070432244 0.10116960145441914 -0.10278441039108446 -0.0013596495368866661 -0.0080500975466996395 -0.11007739981658511 0.06082353010058409 0.043040992144583456 -0.09374446735154307 -0.13088298778779497 0.014299282498352484 0.0022931592812307166
leaf_weight=0.1786489947080544 0.31829057815048045 0.13143408253745192 0.33212666367626298 0.10586744716118801 0.12186515791108832 0.10674352055866621 0.29756976404860325 1.2704760939814144 0.13644965812920773 0.040857079768102156 0.2004688320776038 0.18821749149901734 0.12221021026198287 0.50404496492410544 0.42887524407706124 0.42531796172261227 0.074965933073599444 0.19098417020722991 0.37737659041886218 0.099444201216101646 0.39568490914723498 1.1235828977078197 12.23428145040816 0.16108665958967083 1.300347505675745 1.0194469224661586 0.12037268637919929 0.11449966765940178 1.9811433472339102 61.095865063028441
leaf_count=96 73 17 166 48 10 24 34 31 65 7 35 117 6 7 19 17 50 19 37 3 173 14 222 411 21 31 253 2 135 1891
internal_value=0.0010749 0.000856026 -0.0509083 0.0266934 -0.00930554 -0.0455356 0.0443194 0.00131309 0.000803442 -0.0281332 -0.00523952 0.00749027 -0.00938216 -0.0279979 0.00137772 0.00174961 -0.031988 0.0304601 -0.0690451 0.013467 -0.0882528 0.0186296 0.0013164 0.0120377 0.0160027 8.1885e-05 -0.0164986 0.000928963 0.00811065 0.000567507
internal_weight=85.1985 84.4768 0.739384 0.721728 0.407258 0.285393 0.61586 83.7374 81.3434 1.58292 1.14638 1.01494 0.814473 0.692262 79.7605 78.8812 0.879221 0.327434 0.551787 0.17441 0.436542 2.39406 78.4524 5.12221 4.96113 3.66078 2.64133 2.21602 2.10152 73.3301
internal_count=4034 3879 296 155 130 120 107 3583 3538 362 182 165 130 124 3176 3002 174 84 90 53 180 45 2983 870 459 438 407 390 388 2113
is_linear=0
shrinkage=0.1


Tree=804
num_leaves=31
num_cat=0
split_feature=18 16 15 13 15 16 19 8 15 15 18 16 10 19 7 2 7 16 15 15 7 15 17 10 6 7 3 5 6 6
split_gain=0.0465015 0.110677 0.176077 0.0758851 0.114843 0.0536558 0.312877 0.388514 0.122276 0.454424 0.431161 0.236401 0.280368 0.284795 0.172819 0.138838 0.134994 0.133432 0.115132 0.534588 0.103359 0.0979132 0.188756 0.290141 0.454991 0.250926 0.383022 0.238599 0.173619 0.149496
threshold=17.138111898250003 17.684958644900004 20.729785921300003 95.862351557400004 20.229639301750002 18.634956423400002 13.051052998800001 7.6440346712000009 28.504445985850001 28.343014915050002 14.053554955550002 15.584963555600002 70.776348742200014 12.551012654050002 22.356277907050004 78.595990734650016 23.478650568600006 15.484963789400002 24.545953118950006 22.993338193550006 26.459406588900006 30.243446395250004 197.71582798205003 68.20618276945001 14.825346391850003 24.876210878000006 85.694602908050015 18.160071980500003 16.505385645700006 15.155354102400002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 8 -8 9 11 -10 17 14 15 -13 -14 -15 18 19 -1 21 22 23 27 -25 26 -24 -7 -29 -23
right_child=1 -3 -4 -5 -6 20 7 -9 10 -11 -12 12 13 16 -16 -17 -18 -19 -20 -21 -22 29 25 24 -26 -27 -28 28 -30 -31
leaf_value=0.0007614282736557417 -0.10074210165354897 0.10052201774756737 -0.10071151693449082 0.06446033454428382 0.083140452733617032 -0.07442847982335736 0.0055042289533035627 -0.094362545017267138 0.03992216766325149 0.10564218419764829 -0.10406130022520572 -0.05954753322207107 0.10454423974892402 -0.0029859595590229844 0.074280563570620725 -0.033954346271930932 -0.10459149169433346 0.036301903278439955 0.018320318028191701 -0.10819587914991098 0.035184915976116886 -0.010928511825064942 -0.1067807224670875 0.0049833132879947397 0.095714995623259774 0.014331973767368642 0.0032613083815123444 0.084381907020219873 -0.012164996357154416 0.0025068046889538983
leaf_weight=8.8523905357753279 0.082522368694838089 0.15708714616630459 0.12190391829324199 0.2915339384926483 0.057721051725820871 0.38668891787528925 0.74277488580059869 0.81916678440575197 0.3880448468335097 0.41185566314379762 0.4481873999848176 0.14129298248553723 0.125730440020561 0.15698086245583909 0.30432820964779239 0.1705764110556629 0.78288949483885517 1.1430471238854796 2.806508910665797 0.47443885020646881 0.92883753695059468 10.03413125258521 0.50140399020165183 1.0838573166402059 1.1277907118201254 3.0422531182412058 0.85682278205058537 0.28229853371158242 0.54750387940293876 47.427726561237023
leaf_count=744 581 18 72 28 3 15 141 255 18 5 95 217 1 28 10 51 109 19 38 44 16 207 37 16 24 37 28 15 135 1027
internal_value=0.000967582 0.0264382 0.00541959 0.0353836 -0.0250602 0.00075203 -0.00412742 -0.0468713 -7.81796e-06 0.00201826 -0.0372473 -0.000834905 -0.0361564 -0.0606707 0.0318477 0.0248141 -0.0876209 0.00363947 0.000562439 -0.00478103 0.0020613 0.00159008 0.0120817 0.0296743 0.0512503 -0.00162356 -0.0373619 -0.00955219 0.0206802 0.000160697
internal_weight=84.6983 0.710768 0.553681 0.431777 0.140243 83.9875 17.7682 1.56194 16.2063 15.37 0.836232 14.9582 1.6818 1.23618 0.445621 0.296307 0.93987 13.2764 12.1333 9.32683 66.2193 65.2905 7.82862 3.42814 2.21165 4.40048 1.35823 1.21649 0.829802 57.4619
internal_count=4034 702 684 612 584 3332 1775 396 1379 1266 113 1261 416 189 227 52 137 845 826 788 1557 1541 307 205 40 102 65 165 150 1234
is_linear=0
shrinkage=0.1


Tree=805
num_leaves=31
num_cat=0
split_feature=15 13 19 2 17 19 16 9 0 16 19 9 9 5 15 18 2 16 9 16 15 12 4 9 12 7 15 0 17 6
split_gain=0.0463536 0.14725 0.0640567 0.119851 0.113386 0.0551365 0.152263 0.207042 0.250588 0.171096 0.0905099 0.214515 0.281004 0.255901 0.245684 0.175455 0.414421 0.162797 0.0858296 0.208924 0.287362 0.161772 0.546482 0.648099 0.295433 0.224745 0.18577 0.608523 0.226363 0.211915
threshold=46.683480308100009 117.56896250265002 14.651182102100002 173.34516805710004 198.10578792550004 14.551174033150001 22.534947303500005 190.73543849905005 86.83719761350001 22.624947093000003 14.451165964200003 199.38481636575003 201.32298960505003 20.556063402800003 42.841315546000011 12.971888692100002 148.06652356835002 22.624947093000003 192.39832633775004 22.794946695500006 43.890399822900008 150.73104262400003 228.57615118090004 189.46063690070002 140.52911877810001 22.516377366000004 39.540459766400012 86.20003303655001 183.49170501290004 16.935395692800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 4 -4 10 -7 9 -9 -8 18 15 -13 -14 17 -12 -17 -15 19 20 21 24 -23 -24 26 -26 27 29 -29 -1
right_child=1 -3 3 -5 -6 6 7 8 -10 -11 11 12 13 14 -16 16 -18 -19 -20 -21 -22 22 23 -25 25 -27 -28 28 -30 -31
leaf_value=-0.10885623544955647 -0.075466352129842762 -0.003118628980772086 0.03029577607183144 0.049045097767871519 -0.029443390291277523 -0.041803375219754253 0.092641002329135205 -0.043756080681626425 0.016270759250393629 0.0029077278433108237 -0.016732993349423617 -0.10946155985433703 0.077901074882007343 -0.10452603823133458 0.054205462279603725 0.064241391188851332 0.0036012104352253667 -0.0069188165651290759 0.0021337822359049517 0.10208633987672298 -0.10488127515894169 0.089149179844578 0.013373780323887051 -0.11384460222501752 -0.0023508149468927124 -0.11604502311819101 0.026399301601816083 0.020463035519972458 -0.018331770807859367 0.023846403475436328
leaf_weight=0.80229656024265938 0.32406025799650651 2.1331398393122072 0.61821582086849891 0.79737793386448164 0.65364270191639662 1.1224725572392333 0.38603693619370494 1.3537678091015553 1.4301492683589456 0.4726491435430944 0.99590367136988689 0.28974943060347857 0.31462715566158272 0.35854898625984788 0.2728177401877474 1.9704631613567469 2.6328076532809064 0.32646054783253931 54.185316513586713 0.17393575236201364 0.30062732892111022 0.73143912049454174 2.4386093907866102 0.47911991115597619 0.2778445132425994 0.46459036461402548 1.3439067704603074 2.5055718993746154 3.7627095835287037 0.14157292512936692
leaf_count=205 63 73 31 27 9 27 6 39 21 35 30 20 14 24 27 32 34 27 1683 3 19 45 973 25 67 51 15 145 128 136
internal_value=0.000872552 -0.01266 0.00128004 0.01865 -0.000405807 0.000828122 -0.00960151 0.000321535 -0.0129192 0.0432488 0.00149281 0.012183 -0.020583 -0.000344547 -0.0260467 0.021325 0.0295587 -0.0580086 0.000360441 -0.00679851 -0.00822805 -0.0059839 0.011859 -0.00751673 -0.0129863 -0.0734968 -0.00773561 -0.0140963 -0.00282462 -0.0889519
internal_weight=84.0604 2.4572 81.6032 2.06924 1.27186 79.534 4.76508 3.6426 2.78392 0.858686 74.7689 7.16138 1.5622 1.27245 0.957827 5.59917 4.60327 0.68501 67.6075 13.4222 13.2483 12.9477 3.64917 2.91773 9.29849 0.742435 8.55606 7.21215 6.26828 0.943869
internal_count=4034 136 3898 67 40 3831 128 101 60 41 3703 208 112 92 78 96 66 51 3495 1812 1809 1790 1043 998 747 118 629 614 273 341
is_linear=0
shrinkage=0.1


Tree=806
num_leaves=31
num_cat=0
split_feature=12 12 12 7 2 4 2 2 13 16 0 6 0 13 10 3 10 15 6 12 3 5 15 6 13 9 5 16 0 17
split_gain=0.0413498 0.385398 0.226875 0.395553 0.104205 0.470087 0.139485 0.211405 0.102615 0.620079 0.314418 0.55296 0.331382 0.557043 0.212625 0.164298 0.474867 0.279652 0.288227 0.252266 0.130166 0.130344 0.129035 0.288062 0.163905 0.377098 0.104098 0.275469 0.334501 0.141792
threshold=147.88310320375004 145.97209859650005 152.73554204000004 22.721067571950005 130.66814494305004 222.75625367455004 137.02423825130003 140.91298750955002 109.49014582065001 19.029955499700005 93.399723909900004 15.255356438950001 90.407470010750018 113.97180552410002 67.300172379550006 83.326071295150015 71.397382570300024 29.198705243000003 14.955349429350003 107.96682590455002 92.437255899200025 20.204934414350003 38.884669609800007 16.415383542800004 117.72489307420001 194.04304600165003 22.246947245750004 22.554947256700004 86.692020874450009 167.67262050095005
decision_type=2 2 2 2 2 2 2 2 2 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 -4 -6 -7 -8 9 15 11 -10 13 -13 -14 -1 17 19 -19 -17 -15 -22 23 -23 25 -24 27 28 -25 -28
right_child=2 -3 4 -5 5 6 7 -9 10 -11 -12 12 14 20 -16 16 -18 18 -20 -21 21 22 24 26 -26 -27 29 -29 -30 -31
leaf_value=0.0036364933616904898 0.025777941247890679 0.076836929038742841 0.026163972922225533 -0.097500808795115523 -0.11120176220907874 0.027742838316303239 -0.059660458751251533 -0.00036271706372000841 -0.06296189923198979 -0.097940707714217368 0.043474252547091329 -0.078693127042969754 0.092502407028126454 0.034040504533542598 0.016410284125188371 -0.01443111498625798 -0.10340542759097926 -0.10462218924936631 0.070680784396847607 0.083955333618733308 0.037645545748454801 -0.10450100842777801 -0.011711985375590473 0.099889325559704631 -0.0032387037897454391 0.082127942519574226 0.018844418798490286 -0.0071113558573530763 -0.0097583813165093968 -0.079299310474778589
leaf_weight=15.090702541002946 0.44275817612651625 0.69743419034648368 1.4523819474270556 0.63148795347888154 0.38410485844178666 1.7289479233058944 0.61055652505120761 39.350430947238323 1.205771996290429 0.67195697827264567 2.0849000746384254 0.79546411563842667 0.69761707261204609 1.6113565694540728 0.77539966627955437 0.55026413706127575 0.57784959624859755 0.36352987942518655 0.12640088051557541 0.49508288652668853 1.0544545999728132 0.28589470989390875 0.7912321514450007 0.57437227782793143 1.9508172769565133 0.93341654911637306 0.23876671342077305 6.3910522265359759 0.53961699083447456 0.38387493596383138
leaf_count=491 26 46 19 49 23 32 33 2188 41 40 27 84 22 35 19 33 127 78 4 116 29 17 26 68 28 18 98 78 3 136
internal_value=0.00078652 0.00316989 -0.00129154 -0.0466906 -0.000171075 -0.00108015 -6.5561e-05 -0.00126872 0.00182456 -0.00370125 0.00668713 0.00247971 0.00711498 0.00282083 0.0524473 -2.03908e-05 -0.0261357 0.00294718 -0.0593945 0.0321653 0.00721542 0.00392673 0.000985645 -0.00584282 0.0166168 0.0390762 -0.00237248 0.000887247 0.0467759 -0.0416638
internal_weight=83.4879 38.8872 44.6007 1.07425 43.5264 42.074 41.6899 39.961 38.1898 17.8758 20.314 18.2291 17.0233 15.5503 1.47302 17.2038 2.11313 1.53528 0.489931 1.04535 14.7549 13.1435 12.089 8.41358 3.67547 1.72465 8.12768 7.50504 1.11399 0.622642
internal_count=4034 1664 2370 75 2295 2276 2253 2221 1618 889 729 702 661 620 41 849 358 231 82 149 536 501 472 400 72 44 383 149 71 234
is_linear=0
shrinkage=0.1


Tree=807
num_leaves=31
num_cat=0
split_feature=18 16 15 15 6 16 16 17 9 16 16 9 14 10 16 8 5 18 15 19 16 8 9 6 9 6 7 5 0 16
split_gain=0.0406542 0.101784 0.156748 0.0710131 0.138869 0.0540791 0.288073 0.266397 0.228454 0.123242 0.11963 0.10534 0.175871 0.144798 0.263545 0.32544 0.105938 0.16404 0.121483 0.16033 0.17512 0.282408 0.331268 0.18293 0.261475 0.121196 0.0856268 0.0970474 0.0818916 0.513224
threshold=17.138111898250003 17.684958644900004 20.729785921300003 20.123524217100002 12.165284239900002 18.594956516900002 18.404956961200003 206.50651863080003 189.78071820640002 15.524963695900002 18.294957218400004 186.16747084260001 195.25924573520004 71.246828915000023 16.344961778400002 7.7439566930000003 13.264960807550002 16.049140492450004 24.006097767650004 12.651020723000002 15.089964713100001 7.7439566930000003 203.06170522940002 13.955326063950002 204.02774515060003 13.65531905435 26.459406588900006 16.351273197450002 94.047642319350018 19.199955102150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 6 7 10 -8 -9 11 12 -1 -13 16 -16 17 -15 19 20 21 -18 -23 24 -24 -20 27 -7 29 -29
right_child=1 -3 -4 -5 -6 26 8 9 -10 -11 -12 13 -14 14 15 -17 18 -19 25 -21 -22 22 23 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.10466554486379701 -0.10059962438578214 0.10042840076473743 -0.10064514949922428 0.087983843566957376 0.054369387782327673 0.030543926947796021 0.089085892624501659 -0.016882930618532407 -0.10649884567043125 -0.10142604090175647 0.069265329724243985 0.052855528547236533 -0.0055115509547420064 0.0048131507446805086 0.0076398419267898511 -0.10276107970344786 0.015175708037317204 0.09648507733741217 -0.0078284302114806619 -0.041587286090915672 0.017639523172024451 -0.1106082538029797 0.00022242119009612132 0.013375118344220133 -0.1057040915087403 0.02946757532156466 0.032352923587077462 0.05282222754740426 -0.0083275021962327233 0.000427936785821937
leaf_weight=0.25332959817888223 0.087699271403180457 0.14201251901249634 0.11072245946650128 0.15085675735645054 0.16975090341293253 1.1219760199892324 0.069351571220976349 0.31720997581146626 0.43007020442018984 0.37777351278782589 0.24845505149369351 0.52564687406993371 0.60873152183458501 0.54907301416096643 0.52647437900304683 0.54177864742814563 1.8929243283018857 0.30287240331040266 1.370826977588876 1.0864672951865939 3.101261050440371 0.48219086050448856 0.50144215766340472 0.94364762566328864 0.43536012223557918 2.3910130750591634 0.90583845996297796 1.9382008167012816 8.3879585825779923 52.789426823828762
leaf_count=223 578 18 72 9 25 34 42 42 156 123 20 41 645 18 2 70 78 47 47 26 36 37 3 18 58 28 16 97 146 1279
internal_value=0.000711556 0.0254116 0.00488608 0.0335035 0.00157987 0.000512678 -0.00451792 -0.00224724 -0.0793392 -0.0628382 0.000424441 -0.000678107 -0.0346494 0.00132076 -0.000597006 -0.0483514 0.00330998 0.0374031 0.000930202 -0.00572913 -0.000433539 -0.0136044 -0.0366627 -0.0177013 -0.0490048 0.0158768 0.00182207 0.00139154 0.000873316 0.0022835
internal_weight=82.7603 0.661042 0.519029 0.408307 0.25745 82.0993 16.9559 16.4565 0.499422 0.694983 15.7615 15.513 0.862061 14.651 14.1253 1.06825 13.0571 0.851945 12.2051 8.44329 7.35683 4.25557 2.36264 1.88045 0.936802 3.76184 65.1434 64.2376 63.1156 54.7276
internal_count=4034 702 684 612 603 3332 1760 1562 198 165 1397 1377 868 509 468 72 396 65 331 256 230 194 116 79 61 75 1572 1556 1522 1376
is_linear=0
shrinkage=0.1


Tree=808
num_leaves=31
num_cat=0
split_feature=13 12 15 18 18 17 9 15 9 12 9 9 9 2 2 9 16 18 13 17 18 18 5 18 17 2 18 18 2 2
split_gain=0.0391311 0.0769762 0.0626679 0.180757 0.120871 0.114136 0.0849906 0.0729399 0.210971 0.440149 0.141819 0.0939079 0.214489 0.0960722 0.0694446 0.208982 0.0640821 0.0599668 0.223081 0.465248 0.21659 0.51611 0.34836 0.314476 0.231839 0.213902 0.202508 0.181032 0.171198 0.367645
threshold=98.050756475600011 150.73104262400003 19.763739472850002 15.788786379500001 16.374766214750004 163.10708527260002 66.346857137250012 23.735720730600004 206.36238950785003 93.660658182900008 219.21617201485003 200.17144541975003 198.49982034990003 41.467794892200004 54.465024697200008 190.49354742400001 15.344964116800002 15.042884401850001 109.46594969745001 197.38773738110004 14.366548389000002 14.493864790000002 18.613387752550004 14.254777969200001 197.91512403570002 67.858768990950011 14.738651916450001 14.656441317600001 114.12323913765002 121.84632764400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 -2 -7 8 11 -10 -11 12 13 -4 15 -9 -13 18 19 26 23 -22 -23 -20 -24 -19 -16 -26 -28 -30
right_child=2 -3 7 4 -6 6 -8 14 9 10 -12 16 -14 -15 17 -17 -18 25 20 -21 21 22 24 -25 27 -27 28 -29 29 -31
leaf_value=-0.10221090622240213 0.0076667347276044226 -0.0062046622677092694 0.064875196897263954 0.085109229079837673 0.014813118274067911 0.016156322067191874 -0.1028502807122349 0.014779420520624137 0.019758026679148083 -0.10574944807065767 -0.016818477069690724 -0.003864832320711436 -0.12078517072136044 -0.014482093532663096 -0.016484033533208858 -0.060054991514193336 0.021346921552984365 0.073121799372137683 0.0017638608569228943 -0.095988730511636977 0.063171699043668914 0.059235568016784416 -0.11070134587500445 -0.056715022864478971 -0.057768361564893012 0.0055449844412258607 0.10305189302336953 0.029229841729889117 0.10292797903833824 -0.10412741747177433
leaf_weight=0.10791824262650962 1.2154857452169374 0.3693008900534096 0.16719872970133964 0.48816730275575526 0.49024069425649941 0.089181400395318522 0.18346643444874644 0.80362023576162644 0.70642091454646994 0.73319939155771863 0.23737463286670391 2.0298634946811944 0.18327957019209851 1.7417257122889962 3.6460795830225825 0.69668064150027931 2.0029639216372743 0.49039850221015413 49.54862282848444 0.68975008057896037 1.8391072186641388 0.49325964483432461 0.3380961811635641 0.93696841737255354 0.4794444763683714 10.443471413167115 0.28091360977850843 0.47730304245487787 0.1688510412350297 0.17425061282642673
leaf_count=305 34 881 4 19 29 19 99 22 11 66 32 35 5 249 235 30 34 28 1283 66 44 22 17 37 19 317 4 31 2 55
internal_value=0.000636653 -0.0279155 0.000803275 0.0165007 0.0498867 -0.00544973 -0.063924 0.000315079 -0.00886596 -0.0402924 -0.0839995 -0.000261583 -0.0174525 -0.00753135 0.00131681 -0.0199707 0.00865696 0.00177302 0.000513865 -0.0197842 0.00237433 0.0259773 -0.012278 0.000678544 -0.0395205 0.00857589 -0.00747482 -0.0143666 0.0451654 -0.00222899
internal_weight=82.2526 0.477219 81.7754 2.46654 0.978408 1.48813 0.272648 79.3088 7.80203 1.67699 0.970574 6.12503 2.0922 1.90892 71.5068 1.5003 4.03283 70.0065 59.0726 4.95984 54.1128 3.62721 1.7881 50.4856 1.29484 10.9339 4.27009 0.956748 0.624015 0.343102
internal_count=4034 1186 2848 200 48 152 118 2648 436 109 98 327 258 253 2212 52 69 2160 1815 362 1453 133 89 1320 67 345 296 50 61 57
is_linear=0
shrinkage=0.1


Tree=809
num_leaves=31
num_cat=0
split_feature=16 15 18 15 19 6 4 12 17 5 8 17 16 16 16 15 10 19 9 9 9 0 5 10 13 9 9 18 15 2
split_gain=0.192852 0.466861 0.535049 0.527242 0.429854 0.386274 0.25048 0.223859 0.207982 0.1949 0.351828 0.305016 0.212188 0.190343 0.240226 0.197428 0.296169 0.25758 0.257186 0.223831 0.320623 0.55001 0.253363 0.403601 0.194531 0.234556 0.188615 0.173108 0.269865 0.159384
threshold=18.684956306450005 28.626568391100005 14.053554955550002 28.343014915050002 12.751028791950002 14.935348962050002 143.78867033265001 79.133367176650012 162.13109061465002 17.679107616400003 8.1436447804000007 174.23065882520004 18.594956516900002 17.874958200600002 15.969962655300002 24.545953118950006 75.951630643300021 12.651020723000002 219.96883426190004 218.97685776085004 210.65484416470002 97.39208423365001 16.632399885950004 75.166600869200025 98.050756475600011 209.21153814325001 54.542104986550008 15.788786379500001 20.520114807950005 149.63420042300001
decision_type=2 2 2 2 2 2 2 2 2 2 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 -4 -1 -8 -9 10 29 -11 -13 14 15 17 -17 18 19 20 22 -22 24 -24 25 -10 -16 -26 -29 -6
right_child=-2 2 5 -5 9 -7 7 8 13 11 -12 12 -14 -15 26 16 -18 -19 -20 -21 21 -23 23 -25 27 -27 -28 28 -30 -31
leaf_value=0.0019474305796832187 0.00023420582488921021 0.00064380394380428893 -0.0019327057647564312 0.001876101574736088 -0.00062688503812874516 0.00052896860090909754 -0.002265181020741643 -0.0020149813431780219 -0.0020005071464045845 -0.0021894613629165525 -0.0018319359503965464 6.4003640012437094e-05 0.0019901452704266676 0.001959207085495135 0.00046172409506750302 0.0013652331322322644 0.00011721243350394521 -0.0012048125869907776 -0.0015862984509238272 0.0017519634104743601 0.00059395236029978764 -0.0018709165874063679 0.00013943089273417647 -0.0022085778151476553 0.00031165929365491564 0.0016830778607924987 -0.002019437477659836 0.0015938212381027791 0.00036166502678574945 0.00049387988810174115
leaf_weight=0.31671730056406033 76.596236741318535 0.66939157912565805 1.2548836561472851 0.63806840672623266 1.9741503381810614 0.30454863654449571 0.14193268544477078 0.16005533959747609 0.23946260139824627 0.18056190717288689 0.80493167205713678 0.87319309843076076 0.2938997708261013 0.24138960189884606 0.18486790218503379 1.3818375030750751 1.5523238189925903 0.52609922109695695 0.30169790663785612 0.3680709750333343 0.67382509620802078 0.71990152144644526 1.3538879005866418 0.35532503106560387 4.2572419263597112 0.091992286070308182 0.32466483717144001 1.294545460958034 1.4475923734717069 0.64795420191512665
leaf_count=3 1518 32 244 13 121 8 28 279 682 108 92 88 8 7 64 10 36 21 103 12 7 63 180 23 38 9 65 31 16 125
internal_value=0.000186476 3.13984e-05 -0.000822527 0.000120559 6.64669e-05 -0.00145195 0.000221113 0.000186102 0.000208585 -0.000449595 -0.000698019 0.000182137 0.000549049 0.000231823 0.00020416 0.000250461 0.000704965 0.000135789 0.000199308 0.000249181 0.000196167 -0.000679226 0.000331129 -0.000348692 0.000489632 -0.000978162 -0.00111923 0.000559139 0.000943358 -0.00034993
internal_weight=100.171 23.575 2.22882 21.3462 20.7081 1.55943 15.9334 15.6167 15.4748 4.77469 3.42704 1.34765 1.16709 15.3147 15.0733 14.5638 2.93416 11.6296 11.1035 10.8018 10.4338 1.39373 9.04005 1.70921 7.33083 0.331455 0.509533 6.99938 2.74214 2.6221
internal_count=4034 2516 284 2232 2219 252 1677 1674 1646 542 338 204 96 1367 1360 1231 46 1185 1164 1061 1049 70 979 203 776 691 129 85 47 246
is_linear=0
shrinkage=0.00196078


Tree=810
num_leaves=31
num_cat=0
split_feature=2 17 17 4 9 0 7 17 13 12 2 14 8 5 18 18 5 10 5 17 17 4 12 2 8 2 18 7 7 17
split_gain=0.0425446 0.121856 0.246588 0.170754 0.0928465 0.167015 0.187032 0.0895638 0.122258 0.0952803 0.133998 0.258221 0.131568 0.247312 0.210813 0.0887197 0.232875 0.130487 0.0870057 0.0706461 0.463008 0.169272 0.11825 0.432578 0.317814 0.258286 0.125718 0.353975 0.216247 0.254302
threshold=67.858768990950011 199.03437346465003 200.36843462235004 159.10550013555002 189.78071820640002 92.313586825200005 23.729953793150003 162.13109061465002 120.87576600310001 96.720516239650024 74.580378076100018 168.39662374755002 8.9430209551500024 26.429668882900003 14.266702464150002 13.754580103150001 20.482113285800001 75.499969677400017 16.787983692950004 183.35201426355002 182.50770257345002 178.59129095495004 114.64361763410001 83.586740321150003 7.943800736700001 91.751571794600025 13.043896815850003 22.545611589100002 22.747724408400003 187.06455006835003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 -1 -6 -7 8 -2 15 -11 -12 19 14 -14 16 -9 -17 -8 20 21 -13 23 -21 -25 -24 27 -27 29 -28
right_child=7 2 -4 -5 5 6 18 9 -10 10 11 12 13 -15 -16 17 -18 -19 -20 22 -22 -23 25 24 -26 26 28 -29 -30 -31
leaf_value=0.031298962852613153 -0.10150569726083303 0.097994530082808867 -0.019969789361411486 -0.046544468191757067 -0.039824252275385622 0.037805937674048752 -0.039838816689654721 0.097683473817133437 0.1012288224698938 -0.032306250238164587 0.045390575759285651 -0.1214334840898182 -0.10531188460031884 0.023369154435517528 0.0068961374203406721 -0.014725612234893028 0.0081253293846589598 0.036061017386184981 0.00014630499661743659 0.0068916366689144712 -0.10558332354226965 0.0020268920057921499 0.077051374149322949 -0.0099055449028642249 -0.090802861321889194 -0.00093532137995733797 -0.12245281355670921 0.073897534722838817 0.0031469656512023748 -0.016570070542637653
leaf_weight=0.67163828457296304 0.16551333378305244 0.31998225254937995 0.39712715800851583 1.1087806536706919 1.253344364762597 1.0621207179501655 0.78468220587819848 0.44017419172450833 0.036262709647417068 1.1976381884887803 1.311014083563349 0.11367865509237063 0.49994991038693004 0.49368700612103567 0.25174896301177796 1.2789977581560381 0.8529807339036779 0.83696009432242124 1.7755986282136289 4.2530971851811037 0.46144995669851585 4.8084908511602293 0.47462316695600648 0.97829188952164237 0.9643228572094813 1.9536591757944273 0.25946820734372922 0.93443761460366648 50.278174094557528 1.8032058302089806
leaf_count=41 344 8 34 32 45 14 44 32 1 34 28 10 53 41 22 19 48 32 17 69 44 669 18 18 62 44 40 26 2028 117
internal_value=0.000747494 -0.00649916 0.0326672 -0.0107188 -0.00355816 -0.00835976 0.0025269 0.00146328 -0.0650707 0.00164361 0.00085989 0.00142864 0.000587604 -0.0316187 -0.0677327 0.0179742 0.0386098 0.00536287 -0.0121084 0.00118373 -0.00980372 -0.000824454 0.00213936 -0.0109661 -0.0500633 0.00359703 0.00296578 0.0232767 0.00184506 -0.0298893
internal_weight=82.0211 7.37327 0.717109 6.65616 5.54738 4.87575 3.6224 74.6478 0.201776 74.4461 71.0369 69.8393 68.5283 1.24539 0.751699 3.40911 1.29315 2.11596 2.56028 67.2829 5.38362 4.92217 61.8993 6.19571 1.94261 55.7036 55.2289 2.8881 52.3408 2.06267
internal_count=4034 235 42 193 161 120 75 3799 345 3454 3323 3289 3261 116 75 131 80 51 61 3145 723 679 2422 149 80 2273 2255 70 2185 157
is_linear=0
shrinkage=0.1


Tree=811
num_leaves=31
num_cat=0
split_feature=8 6 15 2 7 3 15 6 6 3 13 13 10 10 12 13 17 9 16 7 17 8 6 3 16 16 16 12 5 7
split_gain=0.0424232 0.110996 0.162106 0.162877 0.0945461 0.0709811 0.0522164 0.180618 0.087469 0.0794528 0.0723958 0.213572 0.0660987 0.239856 0.119764 0.337932 0.101014 0.334066 0.0982171 0.164059 0.236015 0.108161 0.189144 0.14216 0.130954 0.172125 0.116532 0.101552 0.25874 0.366119
threshold=9.5425530862500008 17.755414852450006 43.216642080150002 49.864842700850012 21.725272673150005 101.90062851840001 46.074827201850006 16.485385178400005 16.435384010100005 93.663192806700025 117.61735474900001 116.87802876315001 61.901748453550006 61.87486387225001 335.9827356823501 113.18408729185002 187.51563899930002 186.16747084260001 22.664946999500003 22.721067571950005 193.10154186985002 8.8430989333000021 16.625388449550005 89.356282881700011 21.734949174200004 21.569949560100003 22.654947022900004 248.60872946435003 23.195398057700004 24.786990758350004
decision_type=2 2 2 2 2 2 2 2 2 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 12 8 10 -9 11 -8 13 16 18 -16 17 -1 21 -20 -21 22 26 -23 25 -24 27 -14 29 -29
right_child=4 2 -4 -5 -6 -7 7 9 -10 -11 -12 -13 14 -15 15 -17 -18 -19 19 20 -22 23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0030859611691108346 -0.060092116044060645 0.016312789745482222 0.04782451174369682 -0.10422024630974505 0.052908028730215398 0.022829465956703911 0.063215877966098497 -0.018241899135685358 0.023657201703995875 -0.10403654235977414 -0.0031864032251349471 -0.10176409676791637 0.001125393110444304 0.070340460123920381 -0.10088865285230222 0.090340195302061846 0.017053924530180186 -0.11575559354136855 0.0031882021018145982 -0.070487068316783905 -0.0030040906783574501 0.01615826440359678 -0.10527161535022747 -0.060333059071251749 0.10130804637212808 0.10063910257004574 0.022553117359609774 -0.11061349797336409 0.019895910515364004 -0.0098264186554495678
leaf_weight=1.8831605387176744 0.178259090784194 0.16275791253428806 0.16179077525157481 0.36027770102191425 0.47510057425824925 0.24526292458176613 0.11055557511281211 0.17739322129636992 0.87006952452611575 0.27570463132360601 1.0823760823695918 0.27033181447723109 59.905752258847897 0.6211844051722436 0.11895324861541112 0.41415096120908856 2.7607082072777303 0.27051267912611354 2.5015998715534797 0.9805685807950798 1.0992568447254596 0.39328245492651948 0.086721547782871222 0.63571468787267804 0.3186340294778347 0.076326467096805573 2.4401713591068974 0.54575452182694961 1.0435461038127867 1.0613549177262198
leaf_count=250 47 12 11 179 29 11 5 8 47 41 10 59 2384 12 232 47 42 9 35 19 24 20 46 29 10 4 30 98 19 265
internal_value=0.000675278 0.000434457 -0.0396533 -0.0667128 0.0222829 -0.012072 0.000777862 -0.0126707 -0.00145144 -0.0704469 -0.0163813 -0.0538774 0.00126354 0.0117916 0.000449835 0.0476707 0.00439097 -0.0118412 9.57191e-05 -0.0140664 -0.0348201 0.00107129 0.00157684 -0.0310981 0.0640097 -0.00888015 0.00111415 0.000277872 -0.0188764 -0.0440525
internal_weight=81.5272 80.6286 0.684826 0.523036 0.898623 0.423522 79.9438 2.78643 2.33333 0.453098 1.46326 0.380887 77.1574 5.53557 71.6218 0.533104 4.91438 2.15367 71.0887 4.58143 2.07983 66.5073 65.4783 1.029 0.481682 0.163048 64.9966 62.5564 2.65066 1.60711
internal_count=4034 3947 202 191 87 58 3745 170 121 49 74 64 3575 313 3262 279 301 259 2983 78 43 2905 2856 49 60 50 2796 2766 382 363
is_linear=0
shrinkage=0.1


Tree=812
num_leaves=31
num_cat=0
split_feature=18 16 15 15 17 13 4 7 17 9 3 13 19 7 13 9 13 6 13 9 4 15 6 7 17 5 9 9 13 19
split_gain=0.0406168 0.0899728 0.139473 0.0613608 0.124498 0.0738986 0.0435527 0.118497 0.188779 0.333017 0.287869 0.151129 0.171843 0.307386 0.143453 0.331626 0.244472 0.200025 0.204015 0.164169 0.393424 0.383133 0.277495 0.270767 0.191668 0.620115 0.236033 0.201568 0.392276 0.148844
threshold=17.138111898250003 17.684958644900004 20.729785921300003 20.123524217100002 212.37354083175003 95.862351557400004 240.69197607740003 23.109894804950002 189.50863627480001 195.30595290385003 93.281431752200021 117.64961624655002 14.351157895250003 19.078733418100004 117.55283175385001 192.31210988165003 117.49368567500001 16.525386113000007 117.69263157665002 205.67007911670001 288.96005626495008 22.516911658450002 15.365359009150003 24.991601945450004 198.89195247110004 17.089764221050004 208.51380245710001 212.35746315350005 112.64908412395 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=6 2 3 4 5 -2 -1 8 11 10 -10 12 13 -8 15 -9 19 29 -19 20 -17 -21 23 -22 25 -23 -26 28 -28 -16
right_child=1 -3 -4 -5 -6 -7 7 14 9 -11 -12 -13 -14 -15 17 16 -18 18 -20 21 22 24 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.0024108354658887729 -0.10110850060930331 0.10033754110704317 -0.10057720982706951 0.085601931713267215 -0.10077438122488054 0.081198036686222719 0.024105342291499712 -0.084845471813387585 0.060514622229960319 -0.10742049593452824 -0.041355603350871489 0.054746318049152989 0.0065816684102646189 -0.10449255301587271 0.008580883905763623 0.00049989433402955875 -0.039555880305930803 -0.051815951688657914 0.027140555422675169 -0.1049279750429699 -0.072650943042584876 0.010544228213464603 0.093124194788910319 0.057117389435472621 0.068457086416495158 -0.10480544062624436 -0.11607715717958718 0.00759221420085162 0.038423304707096262 0.040274579134995013
leaf_weight=46.259914825421902 0.026457242548487581 0.12932802598515991 0.097290843435985153 0.14220952711548307 0.078492513977153067 0.13931744149886072 0.32352279271071882 0.5060317418358754 0.37157885950910019 0.53961865577821289 1.0944152111247261 0.42248048180772446 1.8751022050910249 0.43686336214199173 6.8307015038444643 8.0728600472971319 1.6473165235220211 0.95122414086654206 0.49889171740505844 0.40637531355969159 0.2591596043203015 1.3030921763111112 0.86567016504704952 0.42360727702180156 0.53675734519492824 0.72555655856012879 0.39593780110590149 3.551946081337519 0.28094253037124872 1.8922843024774918
leaf_count=1787 414 18 72 9 173 16 73 305 36 31 45 29 34 192 85 122 54 18 38 40 16 25 19 31 30 89 42 115 11 65
internal_value=0.000605536 0.0262469 0.00643984 0.0333801 0.00297713 0.0521023 0.000410181 -0.00229502 -0.0164153 -0.0402572 -0.015535 -0.000778225 -0.00967906 -0.0497778 0.00015792 -0.00497874 -0.0027905 0.00973902 -0.0246521 0.000809816 0.00935607 -0.0106095 0.0555282 0.00786089 -0.00496815 -0.0307112 0.00599032 -0.00193847 -0.051951 0.0154562
internal_weight=81.0849 0.613096 0.483768 0.386477 0.244267 0.165775 80.4719 34.2119 5.06358 2.00561 1.46599 3.05797 2.63549 0.760386 29.1484 18.9753 18.4692 10.1731 1.45012 16.8219 9.6213 7.20061 1.54844 0.682767 6.79423 2.02865 4.76558 4.22883 0.67688 8.72299
internal_count=4034 702 684 612 603 430 3332 1545 440 112 81 328 299 265 1105 899 594 206 56 540 188 352 66 47 312 114 198 168 53 150
is_linear=0
shrinkage=0.1


Tree=813
num_leaves=31
num_cat=0
split_feature=15 13 9 9 15 7 19 6 10 17 5 5 17 4 10 13 6 8 7 2 2 17 17 15 7 5 5 4 9 3
split_gain=0.196795 0.223476 0.160267 0.192041 0.174387 0.180547 0.160702 0.427898 0.382826 0.439104 0.394559 0.347012 0.255516 0.319057 0.203887 0.23232 0.279635 0.255084 0.266979 0.330008 0.201904 0.200782 0.427811 0.358106 0.279004 0.435704 0.225329 0.180934 0.172677 0.543315
threshold=46.683480308100009 117.56896250265002 179.18874144770004 177.77223095870002 30.807603489900004 22.671301016600001 14.351157895250003 16.575387281250006 64.665483411650015 199.59317753375004 20.204934414350003 20.556063402800003 187.28691448030003 191.71186625420003 62.837331883000012 117.45067034490002 16.100376182700003 8.3434888241000014 22.381996090050006 111.23922738415001 184.38272419390003 190.38166638035003 195.00249838555001 42.246988155050012 23.109894804950002 22.938948824900006 22.127107789600004 371.57449297710008 195.94564826430005 93.394346993650018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 -1 7 27 10 -10 20 -12 13 -9 15 16 -13 18 -17 -20 -8 26 24 -24 25 -23 -19 28 29 -4
right_child=1 -3 6 -5 -6 -7 8 12 9 -11 11 14 -14 -15 -16 17 -18 21 19 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00016075670184001237 -0.0016026047084892194 -9.0520358434319627e-05 0.00015210616411346403 -0.0020578970109565099 0.00093739139526176005 -0.0019991825565584083 0.0017379264107545576 -0.0013809661363337641 0.00052612164315591172 -0.0014612318149624245 -0.00064884692642766864 0.00038542527583731404 -0.002203832025342013 0.0015627322170744819 0.001068923146997377 -0.00017675506429825529 -0.0007998510647759734 0.0012703808535572245 0.0019335475102796942 0.00066883743752220145 0.00048334566376732608 -0.0019439024306529709 0.00017183559197243235 0.0013449729418355517 4.3456781434555429e-05 -4.40230556036573e-05 0.00034117166964996198 -0.00072442710487267894 0.0002547699243512621 -0.00091143387971598063
leaf_weight=1.9345806607049101 0.44277588144814162 2.4837438589747762 14.829264210450221 0.21147183155881055 0.49193655288763682 0.22977335892676354 1.1724837040528684 0.36831877518488798 0.77176160737872013 0.95807011425495148 1.3693430006969745 1.5912761464715068 0.45124940102687106 0.22993296274216846 1.4861056827940036 1.0853103958070303 1.4742516288533805 1.2796816478949029 0.95790259959176172 4.6144201706629246 0.85124005144461978 0.87342337891459265 3.9725571146700531 1.3371270082861881 2.8179395234328695 0.9902483960504469 4.646350986440666 0.85083213888105902 41.279064915881463 2.109421683009713
leaf_count=762 63 73 340 17 34 682 41 39 16 40 39 13 16 14 49 17 33 33 60 56 11 21 52 35 29 22 70 177 1139 41
internal_value=0.000181533 -0.000319295 0.000196923 -0.000259577 -0.00011641 -0.000355929 0.000211096 0.000151195 0.000322763 -0.000574577 0.000373623 0.00031421 -0.00108984 -0.000249581 0.000362825 0.0003219 -0.000184589 0.000390678 0.000712958 0.000886246 0.00121021 0.00025588 8.62792e-05 0.000467264 -0.000345818 -0.000934415 0.000541827 0.000173245 0.000186364 1.96606e-05
internal_weight=98.1619 2.92652 95.2353 2.86776 2.65629 2.16435 92.3676 60.1181 32.2495 1.72983 30.5197 28.4959 1.0495 0.598252 27.1266 25.6405 3.06553 22.575 6.65763 5.57232 2.02372 15.9173 9.9913 5.30968 4.68161 1.86367 5.92603 59.0686 58.2178 16.9387
internal_count=4034 136 3898 1495 1478 1444 2403 1766 637 56 581 529 69 53 490 441 46 395 133 116 52 262 159 87 72 43 103 1697 1520 381
is_linear=0
shrinkage=0.00196078


Tree=814
num_leaves=31
num_cat=0
split_feature=0 16 15 19 10 5 5 9 10 16 3 6 2 8 8 19 19 7 2 8 0 8 0 4 15 16 2 4 9 15
split_gain=0.125066 0.162939 0.125257 0.20643 0.342457 0.199063 0.330457 0.161844 0.154136 0.458702 0.438422 0.352933 0.245971 0.182081 0.301334 0.305238 0.160326 0.2326 0.311485 0.255688 0.178862 0.421599 1.1042 0.263102 0.207101 0.301959 0.201724 0.233948 0.256342 0.172496
threshold=70.937656230000016 21.094950670800003 46.074827201850006 14.251149826300002 61.977025281250008 24.393336510100003 24.367802910700004 206.57490536735003 64.407391431150018 20.959950986500004 91.017750006350013 15.785368822600002 229.44804549725004 8.8430989333000021 9.5425530862500008 14.351157895250003 14.351157895250003 22.356277907050004 108.63443756215001 8.3434888241000014 86.20003303655001 8.543332867800002 85.764502819450016 195.50296729855003 40.682889193900003 22.544947280100004 126.15794700430001 377.6847677435 66.687144445250013 43.030193406950012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 8 -4 7 6 -6 -5 10 12 11 -2 -10 16 15 -15 20 19 -19 -18 21 22 23 -12 25 -22 -25 28 -28 -20
right_child=2 -3 3 4 5 -7 -8 -9 9 -11 13 -13 -14 14 -16 -17 17 18 29 -21 24 -23 -24 26 -26 -27 27 -29 -30 -31
leaf_value=-0.0019817779065634525 0.00047943421732870071 0.0013947314329875048 0.00059909870867190258 -0.00054174823431681453 -0.0020042952793209749 -0.0020630484396824992 0.0017875299682447467 0.00064810698206658698 0.00015841589332852183 -0.0010744787592853564 -0.0020229672677028005 0.0019873779951154746 -0.00092102226798391562 0.00011769772794526241 0.00050446402119523343 -0.001605444611810534 -0.0007758117271754614 0.00084248742783833664 0.00018432714840015287 0.00035712276475444713 0.00059351369842411861 0.0002967185348888826 -0.0021884835397769742 0.0014997294719759327 0.00077758828820835557 -0.00013037778479952633 0.0018464037377311875 -0.00198862818032919 -0.0002045266907694003 0.00064506029221128851
leaf_weight=0.21487459439413115 1.5513687278616992 0.073826462961733341 0.96590054918487966 0.86818010176648408 0.18773100755061012 0.61676969830296002 0.16694565839134157 0.89012761844787747 41.914900977876869 1.2352728641126294 0.1846059940180601 0.96974882669746865 0.82763836998117213 0.72564136935397916 1.1253525053616611 0.86801944830222055 1.3897178787738114 5.1986100240610567 13.050721583829729 1.7061363141983745 3.4785078085260448 3.9634083979763091 1.1588080190122125 0.49733589787501831 2.3906507641077033 6.1013942481949925 0.32483718125149585 0.18826359640752333 0.8406817284931094 4.1074927156532786
leaf_count=170 38 3 24 30 33 69 13 13 2013 34 138 36 539 7 40 55 29 136 180 25 33 29 29 19 27 38 13 49 120 52
internal_value=0.000170305 -0.00111834 0.000174121 -0.000179952 -0.000455613 -0.00138996 -0.00021949 6.06054e-05 0.000188072 0.000103471 0.00026275 0.00105947 0.000137514 0.000220284 -0.000272323 -0.000820846 0.000250329 0.000352265 0.000422016 -0.000151447 0.00011469 -0.000130505 -0.000660554 0.000209198 0.000261308 0.000132471 0.000431805 3.94838e-05 0.00036708 0.000294622
internal_weight=97.7835 0.288701 97.4948 3.69565 2.72975 0.971446 0.354677 1.75831 93.7991 43.9778 49.8213 2.52112 42.7425 47.3002 2.71901 1.59366 44.5812 25.4527 22.3568 3.09585 19.1285 7.15794 3.19453 2.03572 11.9706 9.5799 1.85112 1.35378 1.16552 17.1582
internal_count=4034 173 3861 182 158 115 46 43 3679 2586 1093 74 2552 1019 102 62 917 422 368 54 495 397 368 339 98 71 201 182 133 232
is_linear=0
shrinkage=0.00196078


Tree=815
num_leaves=31
num_cat=0
split_feature=15 2 16 10 19 2 17 19 9 2 9 19 7 5 6 17 9 9 17 9 18 19 2 14 14 9 5 6 6 16
split_gain=0.0502045 0.132259 0.0668292 0.0528203 0.0507272 0.0922377 0.112129 0.0482156 0.136408 0.174331 0.211301 0.0786271 0.185332 0.310709 0.314669 0.147698 0.157133 0.132772 0.092605 0.0813671 0.270707 0.137112 0.136593 0.52097 0.227158 0.315974 0.167372 0.266998 0.30376 0.352941
threshold=46.683480308100009 258.06114663960005 23.064946064100003 61.982402197500001 14.651182102100002 173.34516805710004 198.89195247110004 14.551174033150001 186.68586460755003 181.73369492375005 199.17419511990002 14.451165964200003 23.604435110900003 22.783584484750005 15.945372561050002 192.20712075930001 196.64273721640004 192.57902085675002 188.41589330430003 195.94564826430005 13.043896815850003 14.151141757350002 189.28685862455004 287.36199315565005 273.54171774295008 205.22231928645002 22.728547566650004 13.65531905435 13.78532209185 19.254954973500002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 -3 7 6 -6 11 -9 10 -10 19 15 14 -14 17 -17 18 -13 -1 21 -21 24 -24 -22 -26 27 -25 -29 -30
right_child=1 3 -4 -5 5 -7 -8 8 9 -11 -12 12 13 -15 -16 16 -18 -19 -20 20 22 -23 23 26 25 -27 -28 28 29 -31
leaf_value=-0.0046284222663522719 -0.10280040949337368 0.0091170733986842886 -0.0068414350732070271 -0.023638795079101389 0.031022690151377243 0.044623286920688843 -0.029373788164022481 0.036795164717257536 -0.056211079859175742 0.018123458347319887 -0.0026381297626818659 -0.0046797418535971082 0.03010608969022803 0.066568010563076874 -0.1048049903281771 0.056099694621633125 0.0077883155672531668 -0.027127959797907025 0.037840716169603106 0.011489826201570212 0.00050163579481807361 0.076697986970655663 0.088713448244929966 -0.044180139799865389 -0.11694038612029259 -0.0093071406622737708 -0.015257489170562469 0.10181240016991111 -0.046957012435206787 0.035134947446011248
leaf_weight=21.20266252544711 0.22557101162965354 1.2342173326469494 0.10700445249676704 0.81894297971052754 0.60243065911345073 0.75411137216724444 0.62765981955453753 0.57095776591449876 1.4059404359868497 1.1237930972129104 1.545556040946394 0.96724697062745679 0.26122921728529014 0.26353283911885228 0.51121490309014916 1.5787741554668175 1.1737700456051241 0.96489030402153719 1.0887260690797118 0.57982330620143219 34.018843448666303 0.72646954481024295 0.8263806943432418 0.60068406664595375 0.39379687765358429 0.88728228310719715 2.6014629154233262 0.48058506473898921 0.68238792252759628 2.2524092752719298
leaf_count=2034 62 18 5 51 32 27 8 33 32 28 35 27 17 31 43 24 27 23 16 30 857 19 16 227 19 63 47 13 107 63
internal_value=0.000866926 -0.0134245 -0.0719261 -0.00394824 0.0013002 0.0170866 0.000205085 0.000891858 -0.00898172 -0.0153952 -0.0281575 0.00152846 0.0117538 -0.0271921 -0.0591801 0.0187422 0.0354982 0.00347457 0.0178367 0.000461407 0.0029113 0.0477541 0.00154086 0.013851 -0.00105507 -0.042393 0.00450241 0.0173022 0.0281154 0.0160472
internal_weight=81.0784 2.38574 0.332575 2.05316 78.6926 1.9842 1.23009 76.7084 4.64625 4.07529 2.9515 72.0622 6.80938 1.03598 0.772444 5.77341 2.75254 3.02086 2.05597 65.2528 44.0501 1.30629 42.7438 7.44391 35.2999 1.28108 6.61753 4.01607 3.41538 2.9348
internal_count=4034 136 67 69 3898 67 40 3831 128 95 67 3703 208 91 60 117 51 66 43 3495 1461 49 1412 473 939 82 457 410 183 170
is_linear=0
shrinkage=0.1


Tree=816
num_leaves=31
num_cat=0
split_feature=5 2 4 5 2 0 7 15 12 15 15 16 5 7 7 7 15 7 17 2 0 0 14 17 8 18 6 0 15 9
split_gain=0.159131 0.2991 0.263049 0.381604 0.299027 0.221118 0.287982 0.276552 0.238615 0.176665 0.347867 0.275016 0.249481 0.198914 0.495779 0.370511 0.22367 0.214439 0.198205 0.288384 0.182934 0.356041 0.175027 0.168502 0.181399 0.257078 0.229903 0.232336 0.193063 0.16104
threshold=23.730745871350006 346.74082678410008 313.22340827140005 23.854886427500002 223.33025333645003 87.278104746850019 23.667467222350002 46.435439118750004 69.826413229550027 42.713473568600008 42.493282152450007 22.594947163200004 23.455765688150006 22.105125139000005 20.861906850000004 22.181995028450004 27.201366220250005 22.356277907050004 188.83172615260003 49.864842700850012 85.812895065800021 85.963448721100022 329.20321126465007 198.10578792550004 10.441851282850001 13.405476405600002 17.475408310100004 85.995710218650018 43.401366108000012 198.74336288960004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 3 -2 5 6 7 8 -5 10 13 -11 -13 14 16 -15 -1 -17 19 -16 29 -22 -4 24 25 26 27 -10 -28 -19
right_child=1 -3 22 4 -6 -7 -8 -9 23 11 -12 12 -14 15 18 17 -18 20 -20 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-0.00037895189794594686 -0.0023129099533205875 -0.0016800264655478844 0.0013666100952393438 -0.0020508367161263127 -0.0021372209965928005 0.0019095693865682213 -0.0022045382325607708 -0.0013836615342473469 0.00015799349158504298 -0.00025408330177467079 -0.0012031678540874681 0.0014833943291466297 0.00042791505023202824 0.0016559207608565199 0.00010697769486976937 -0.00056726170907399418 0.0019662106574684316 0.00083904886334645325 0.00083551650819935436 -0.0019666099700623081 -0.00075024640069952173 0.00018767220020551666 0.00022173712077449201 0.0019976941206913028 0.0017770765985744919 -0.0022183530004053621 -0.0020111882935921191 0.0020562807498512802 0.001334743444016193 0.00014809160856571382
leaf_weight=0.26591179037472956 0.32592198434576491 0.42469705460871487 0.60832752892019959 0.18601909920107562 0.27375800631853042 0.21534443349992205 0.24262218285002735 0.51636227153358039 3.3334131451065341 1.2415136184936262 0.70909682661294837 1.3528627669438722 2.3680962437065318 0.65846578319906157 0.36610549455508568 1.4534129526873574 0.37952035974012688 3.0435840478166929 0.18245831543026714 0.87213749757847836 1.5896833734586824 73.590259985698822 3.2897349341174049 0.19506456702947605 0.24450074890046369 0.18528971879277367 0.30559041785818397 0.26780073344707478 0.084672708995640278 2.2596980758826248
leaf_count=81 13 61 19 14 51 10 10 59 279 31 11 32 31 24 13 42 15 43 25 151 32 2669 94 4 13 11 171 2 2 21
internal_value=0.000158599 -6.75143e-05 -8.60523e-07 -0.000246166 -0.000134836 -3.99424e-05 -0.000115431 -2.01327e-05 0.000126478 0.00018538 0.000164474 0.000545036 0.000811665 0.000175929 -0.000424993 0.000190961 0.00100003 0.000179188 -0.00107239 -0.00135352 0.000192668 0.00016784 0.000400405 0.000214215 0.000135528 3.94347e-05 0.000144244 0.000299158 -0.00128524 0.000544636
internal_weight=101.032 10.6991 10.2744 6.37636 6.05044 5.77668 5.56134 5.31871 4.80235 90.3328 85.3703 4.96247 3.72096 84.6612 2.06613 82.5951 0.645432 81.9366 1.4207 1.23824 80.4832 75.1799 3.89806 4.61633 4.42127 4.17677 3.99148 3.60121 0.390263 5.30328
internal_count=4034 813 752 639 626 575 565 555 496 3221 3127 94 63 3116 285 2831 96 2807 189 164 2765 2701 113 482 478 465 454 281 173 64
is_linear=0
shrinkage=0.00196078


Tree=817
num_leaves=31
num_cat=0
split_feature=15 7 4 3 3 6 19 13 2 9 6 5 17 10 6 5 15 6 2 5 18 4 6 10 17 6 2 17 17 9
split_gain=0.0472611 0.0888229 0.130041 0.220525 0.146863 0.252044 0.0924002 0.0677916 0.161272 0.151354 0.129266 0.0830707 0.138563 0.140897 0.299838 0.297123 0.267454 0.237277 0.154911 0.311568 0.139171 0.116772 0.150236 0.129176 0.296994 0.221477 0.213305 0.160702 0.665322 0.107686
threshold=45.169600924000008 24.225158517200004 313.22340827140005 93.579850604650019 93.72771580185001 16.8053926553 14.451165964200003 117.99105042915001 122.61368745920002 187.45330412110005 18.710437166350005 21.850554661550003 204.75389752000004 65.611820673600008 16.165377701450002 22.692834890150003 40.042228346200012 16.355382140900002 219.24808729375005 23.730745871350006 13.793345552600002 168.01744813895002 18.080422446150003 62.030794443850006 193.10154186985002 16.415383542800004 179.86602224190003 189.43751236195004 188.19076296340003 180.51130933560003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 -2 -5 -6 -4 11 9 -9 -10 -1 13 14 15 -13 -15 -16 21 -20 -17 22 -19 24 25 -23 -25 28 29 -27
right_child=1 -3 6 4 5 -7 -8 8 10 -11 -12 12 -14 16 17 20 -18 18 19 -21 -22 23 -24 26 -26 27 -28 -29 -30 -31
leaf_value=-9.2316589533723435e-05 -0.087427024233581854 -0.038270504260485179 0.0022434806767485439 0.0090333559300997679 -0.1039618808922681 0.039608407536523615 0.050945600961830567 0.070637481824092782 -0.10573768453892488 -0.028554569188185264 0.02899125091497436 0.10095293016622153 0.060324147868990277 0.043794758266747412 -0.052274936748504058 0.03362737862800718 -0.10166749925739818 0.097259739397311459 -0.11352664295958569 0.0035185913835615121 -0.10052527360626665 0.075802238807989697 -0.0074260684503222804 0.0092599534525570557 0.063845462017507515 0.046077996041658437 -0.030007799873749599 -0.015222844154501933 0.10130601355719725 -0.0055747540603212544
leaf_weight=54.595673021271466 0.37649205047637169 0.82946466206340108 1.1595552510407285 1.759155855397694 0.33266728545731883 0.1933455205289647 0.58665430563269172 0.23724580588168354 0.30294044927723007 0.43751093919854611 0.093098812561947852 0.64666023058999655 0.48331767766330713 0.20775339384073177 0.70447926428824104 0.21252609443126858 0.32279314139486814 0.33222480896075168 0.31386541202664264 0.82583144615568926 0.121563136268378 0.4646307877264898 0.23339570081861893 4.3964287249800682 1.1119391717948008 0.45115682337836904 2.0184498037560843 2.6516985667403787 0.76159366243518878 3.8306825514882803
leaf_count=2755 14 39 28 18 84 9 30 47 74 43 10 86 44 50 32 48 18 33 8 66 8 11 29 74 25 251 25 32 13 30
internal_value=0.000937494 -0.00824966 -0.0026004 -0.0165127 -0.0048292 -0.05119 0.0186054 0.00157263 -0.0234103 0.00632155 -0.0740663 0.00193081 0.00742851 0.00612466 0.00753832 0.0613906 -0.0447068 0.00461975 0.00692433 -0.0287149 -0.015186 0.00942356 0.0540625 0.00781399 0.0153621 0.00875528 -0.0030957 0.00470699 0.0151856 -0.000132352
internal_weight=80.9948 5.23733 4.40787 2.66166 2.28517 0.526013 1.74621 75.7575 1.0708 0.674757 0.396039 74.6867 20.091 19.6077 19.0771 0.980749 0.530547 18.0964 17.3919 1.1397 0.334089 16.2522 0.565621 15.6866 9.2717 8.15976 6.41488 7.69513 5.04343 4.28184
internal_count=4034 222 183 125 111 93 58 3812 174 90 84 3638 883 839 771 142 68 629 597 74 56 523 62 461 362 337 99 326 294 281
is_linear=0
shrinkage=0.1


Tree=818
num_leaves=31
num_cat=0
split_feature=18 16 15 13 8 19 10 9 4 16 7 9 5 9 6 18 9 9 12 7 7 15 15 13 5 4 5 8 5 5
split_gain=0.04272 0.0823884 0.129691 0.0573618 0.0594355 0.0913685 0.0646637 0.0521492 0.113836 0.119111 0.107322 0.0781619 0.0796288 0.106091 0.0738684 0.143397 0.058669 0.360257 0.259396 0.108303 0.158933 0.0768575 0.101871 0.0745061 0.373225 0.209071 0.189902 0.249339 0.17167 0.170251
threshold=17.138111898250003 17.684958644900004 20.729785921300003 98.618021141100016 7.1444245619500011 10.550851274900003 83.740093847200015 219.59809404590001 191.03149642590003 18.794956049200003 26.064266158200002 216.0493559571 17.438757606550002 216.65333892300001 14.060328517350003 14.266702464150002 211.04147598835002 212.35746315350005 96.720516239650024 26.309119595700004 26.726788378400006 28.862433654350003 34.884393272300009 103.93041440690001 15.904541771600002 169.88079978325004 16.569990495050003 7.943800736700001 15.120347274900002 13.955288807050001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 4 -2 6 -6 11 -9 10 -10 16 -13 -14 -11 -16 19 18 -18 23 -21 -19 -23 24 25 -1 27 -25 29 -27
right_child=1 -3 -4 -5 5 -7 -8 8 9 14 -12 12 13 -15 15 -17 17 21 -20 20 -22 22 -24 26 -26 28 -28 -29 -30 -31
leaf_value=-0.10512167242180998 0.077821943710563918 0.10026538606647595 -0.10052636395212354 0.088219562548623454 0.10029175595358014 -0.10094875582336225 -0.10115293578940686 -0.073209485873824726 0.011076386413400542 -0.012192535136366117 -0.10204369487854908 0.0072103083608627497 0.10300524341372902 0.018004070802029558 -0.01097131109776623 0.075449739426482976 -0.0019975096854957012 -0.021925286098896449 -0.093910430622910365 0.070826690709347578 0.0053360819565494277 0.027090430505921838 -0.007735912484274134 -0.016650736359937739 -0.092595156468430015 0.0032797420985832236 0.00058137270967810928 0.051531413835143126 0.068380681095339915 -0.0725725151481659
leaf_weight=0.18671472152436663 0.077909471766601679 0.12365488320938312 0.088437774030012406 0.12862111633876339 0.060429232195019722 0.084546893023798475 0.021641678696141753 0.28279044467490111 0.13519630816881578 1.1552837286144493 0.22092119722765347 1.3775063865105033 0.23674201174435427 0.38663837165222503 0.42919060999702185 0.34741735307034105 0.52161547339346614 0.86886950762709592 0.74645336663888884 0.54505391077793675 1.1574764580662131 1.8651589396613419 1.5279966352245535 0.79945187855628264 0.50482569584426062 3.3762609142070805 60.99983674278792 1.6297315665287895 0.36650399655081844 0.32432960595178872
leaf_count=29 393 18 72 11 7 88 113 17 20 12 54 24 7 47 29 17 9 44 70 53 109 41 41 38 187 431 1938 35 18 62
internal_value=0.000854568 0.027774 0.00835417 0.0341593 0.00572369 -0.027989 0.0471718 0.000657619 -0.0133543 -0.00595636 -0.0590988 0.00112289 0.0206303 0.0502851 0.00383972 0.0276893 0.000605359 -0.00930986 -0.0561024 0.00138991 0.0263025 0.0046122 0.0114075 0.000767881 -0.0113004 -0.00165266 0.00167328 0.0290925 0.00309746 -0.00336815
internal_weight=80.5772 0.585241 0.461586 0.373148 0.244527 0.166618 0.0820709 79.992 2.5708 2.28801 0.356118 77.4212 2.00089 0.62338 1.93189 0.776608 75.4203 5.53009 1.26807 69.8902 1.70253 4.26203 3.39316 68.1877 4.75863 4.25381 63.429 2.42918 4.06709 3.70059
internal_count=4034 702 684 612 601 208 120 3332 149 132 74 3183 78 54 58 46 3105 205 79 2900 162 126 82 2738 727 540 2011 73 511 493
is_linear=0
shrinkage=0.1


Tree=819
num_leaves=31
num_cat=0
split_feature=9 9 0 16 5 3 10 17 4 9 2 8 18 15 17 16 10 0 16 8 8 17 18 0 14 2 19 15 16 5
split_gain=0.190167 0.284065 0.323721 0.584976 0.211886 0.422475 0.209928 0.203725 0.19023 0.226542 0.190664 0.213533 0.20791 0.173062 0.160592 0.325776 0.493554 0.367351 0.426224 0.235383 0.215698 0.204068 0.202208 0.21061 0.194013 0.614542 0.173779 0.168489 0.550085 0.524961
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 29.996566321350006 94.421337999450017 72.378669787950017 187.51563899930002 377.6847677435 66.346857137250012 56.478612905150008 8.1436447804000007 13.131682570750003 41.29990759910001 204.12988953870004 18.704956259700005 76.279622535200005 98.674478761850011 17.684958644900004 7.1444245619500011 7.943800736700001 207.10399803250002 14.329845562450002 89.168090812600013 300.28003674255007 310.17567643235003 11.750948102400001 20.520114807950005 14.504966081100003 13.812766882300002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 7 3 -3 5 -5 8 -2 9 -1 -11 12 13 -12 27 16 -16 -18 19 -19 -17 22 23 -22 -23 -26 -21 28 29 -4
right_child=1 2 14 4 -6 -7 -8 -9 -10 10 11 -13 -14 -15 15 20 17 18 -20 26 21 24 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00061500817313762653 0.00021331531848839259 -0.0020431160598971946 0.00065067437116009144 0.00040929193242637661 0.0012131188776885718 -0.0013607993412036565 -0.0019771136662878738 0.0008989450478893785 -0.0019914724488644042 0.0016146723970216588 -0.00034960517261775121 -0.0016022664889012064 -0.0015028297565815813 0.0008055610781359994 -0.0020547613265648411 0.00082801478562362428 0.0014832932928619345 0.0017426824389408467 0.0015987488132345276 0.0007179853760147742 -0.00053458484971310332 0.00050228397650100426 -4.8318948085952215e-05 -0.0026271673943195203 -0.0014298793197348686 0.00124463029720978 -0.002022297452863182 0.00018297140508968983 0.0019004581883957648 -0.0011963466338617715
leaf_weight=1.4329669962144169 3.1995372112269242 0.69911679100277924 2.4324227700872139 1.3402431236390846 0.44203814864158619 0.84540934773394827 0.24441777011804777 3.4767166459205328 0.19969318386711155 0.18601284734904799 1.5575895220326867 0.50149706751108158 0.40561755968337809 0.73340119421482075 0.71969246250227881 1.4006877923384307 0.41721793496981252 0.086735472679720038 0.24690930300857872 0.10242921263579774 0.50510716205462847 2.9885246598860249 1.3116575633175669 0.29170799953863025 0.84543075354304142 0.54211722128093243 0.67735645103311981 71.773232637468027 0.94894438629853528 0.78176226512005076
leaf_count=132 36 134 198 36 16 76 753 105 73 10 416 15 124 3 93 22 12 36 21 60 41 36 26 10 37 43 131 1203 14 122
internal_value=0.000160335 0.000180212 0.000151076 -0.000449083 -2.4979e-05 -0.000275379 -0.000202642 0.000570363 -0.000116189 -3.84489e-05 -0.000315148 -0.000427393 -0.000208898 2.01913e-05 0.000174273 -5.75529e-05 -0.000715587 -8.59235e-05 -0.000673931 -0.00132152 0.000130241 -2.04805e-05 -0.000521594 -0.00130066 0.000220965 -0.000384944 -0.00166235 0.000205216 0.000588712 0.000201437
internal_weight=101.336 96.075 89.3987 3.32681 2.62769 2.18565 5.2612 6.67625 5.01678 4.81709 3.38412 3.19811 2.69661 2.29099 86.0719 10.1356 2.25034 1.53065 1.11343 0.866521 7.88523 6.48455 2.10847 0.796815 4.37607 1.38755 0.779786 75.9364 4.16313 3.21419
internal_count=4034 2508 2367 262 128 112 1526 141 773 700 568 558 543 419 2105 568 353 260 248 227 215 193 77 51 116 80 191 1537 334 320
is_linear=0
shrinkage=0.00196078


Tree=820
num_leaves=31
num_cat=0
split_feature=3 0 10 6 13 7 18 17 15 9 9 9 2 19 5 14 6 6 2 10 5 8 2 14 6 15 6 3 6 18
split_gain=0.040147 0.190598 0.125801 0.129144 0.298626 0.261478 0.108663 0.384543 0.0901731 0.0839847 0.407211 0.179465 0.238367 0.173438 0.422181 0.255227 0.162291 0.0987554 0.0937732 0.114476 0.082456 0.0802065 0.0721518 0.322191 0.315071 0.259604 0.258433 0.353996 0.481421 0.254878
threshold=93.281431752200021 86.256490657300006 63.353515844050008 16.375382608200002 117.38883580790001 22.835261448650005 13.276755824150003 189.43751236195004 37.491361913600009 186.68586460755003 185.44496129890004 191.72037998490001 86.324034997400005 14.551174033150001 22.862610686750006 168.39662374755002 16.545386580300001 16.425383776450001 159.16196025500003 62.025417527550012 23.389417063900002 2.9476996444500005 188.47750099235003 273.54171774295008 13.565316951450002 42.246988155050012 13.565316951450002 82.69159517635002 14.935348962050002 17.399600107550004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 4 5 -2 7 8 -1 10 -5 12 -11 15 -15 -13 -14 -17 -19 -20 -4 -22 23 25 -25 -8 29 -28 -29 -24
right_child=1 -3 20 9 -6 -7 22 -9 -10 11 -12 13 16 14 -16 17 -18 18 19 -21 21 -23 26 24 -26 -27 27 28 -30 -31
leaf_value=-0.014312810537238424 -0.055176391321291186 -0.056828291444450854 0.078743624775569565 -0.00032429816488896901 -0.10388625411449609 0.10183794491203908 0.001514953129451565 0.061199809950519726 0.016606960898005698 0.0044568476930835653 0.081947526934393292 0.072901424754595975 -0.10988956422580694 -0.11095278510079541 0.00028445859367361902 -0.029739417568704619 -0.022554613791275838 0.019431957809363441 0.0032918123305569675 -0.031709998287893441 0.10100381588380625 -0.10190737969259059 -0.089705657660494265 0.015120266789489101 -0.095039360730511654 -0.064179391809603553 0.078467884180598496 -0.063894725191065885 0.015205398800423028 0.034395392250016581
leaf_weight=2.0848531639776406 0.2312398977815161 0.63284686673432489 0.30998490123283673 4.8713904931812548 0.39375868211527632 0.19592411816120148 41.922250971552387 1.3856294853612778 1.7224498661234973 0.77699213661253341 0.68638139450922597 0.51306738308630784 0.48845177007751772 0.4696691480348808 1.2472726131218221 0.96953252978346327 0.37699579354375601 2.7206026267958787 5.5599211563203426 1.1231569540614144 0.02975490503013134 0.056415050631301256 0.49441918249983885 0.41386221496082842 0.6967235993797658 0.61028529051691194 0.76101036301406466 0.85495081857152211 7.6923140293802135 0.24875925056014125
leaf_count=52 44 14 84 501 47 4 1486 31 20 11 38 15 33 21 52 23 17 38 118 27 1 61 354 186 38 13 32 125 186 362
internal_value=0.000925168 -0.00275669 -0.00112881 -0.00220097 -0.0410667 0.0168402 0.00227902 0.016092 -0.000324495 -0.000589851 0.00983622 -0.00465746 -0.0357491 -0.000605619 -0.0301445 0.00405313 -0.0718458 0.000647843 0.00378081 -0.00259059 0.0546897 -0.0318412 0.000943126 -0.000816073 -0.0539881 0.000572327 0.00858152 0.0131123 0.00729331 -0.0481661
internal_weight=80.5409 21.6534 21.0205 20.6244 0.820923 0.427164 58.8875 5.19293 3.8073 19.8034 5.55777 14.2457 1.64244 12.6032 1.71694 10.8863 0.865448 10.3732 9.40368 6.68308 0.396155 0.08617 53.6946 43.6431 1.11059 42.5325 10.0515 9.30828 8.54726 0.743178
internal_count=4034 1149 1135 989 95 48 2885 103 72 894 539 355 61 294 73 221 50 206 183 145 146 62 2782 1723 224 1499 1059 343 311 716
is_linear=0
shrinkage=0.1


Tree=821
num_leaves=31
num_cat=0
split_feature=17 13 5 10 13 7 9 9 0 7 9 7 12 10 16 17 3 7 7 16 8 7 18 7 9 17 14 19 2 0
split_gain=0.0408958 0.132421 0.0469367 0.244153 0.113869 0.0916495 0.0836546 0.176185 0.0793531 0.0788918 0.0981124 0.213177 0.21429 0.112828 0.108937 0.0944499 0.0725826 0.351826 0.155163 0.102452 0.151267 0.0609071 0.109034 0.0571086 0.21225 0.39439 0.166239 0.24644 0.17209 0.33783
threshold=162.13109061465002 120.87576600310001 30.284449345300001 60.613977009100005 121.87049551135001 19.250086031950001 66.346857137250012 227.07958281845004 71.249517373150013 20.873561687950005 179.18874144770004 22.356277907050004 135.71835115270002 71.464594023550021 22.764946765650006 168.59667799010003 93.846007959550022 22.721067571950005 22.444423115000003 22.714946882600003 8.2435668022500028 22.545611589100002 12.971888692100002 23.109894804950002 195.30595290385003 190.38166638035003 195.25924573520004 14.351157895250003 126.15794700430001 86.329079026800017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 6 8 -4 -8 -2 15 11 -11 -13 -14 16 -5 21 18 19 20 -18 22 -12 24 26 -26 27 -23 -28 -30
right_child=2 -3 4 9 -6 -7 7 -9 -10 10 14 12 13 -15 -16 -17 17 -19 -20 -21 -22 23 -24 -25 25 -27 28 -29 29 -31
leaf_value=-0.10125061597689822 -0.10071901716630881 0.042430385801604006 0.051443288875164223 -0.10033841500047698 0.099826866936344683 -0.10226690843388392 -0.0769970847203994 0.10062985638084261 0.030805698323767068 -0.089525596535076246 0.0019685449190724865 -0.1014037968997471 0.071124824053589095 -0.10022821375286833 0.031614786144239439 0.060919056008528871 -0.0019114601234214513 -0.10320183048207648 0.029739275457896827 0.0071458813047671071 -0.071276332116057967 -0.00016745515296978704 0.047568590146588263 0.0023080961564723875 -0.0020071367349285148 -0.076378064741046192 -0.037281558570212175 0.057064800765648939 -0.01886463368509415 0.043993595422331604
leaf_weight=0.14731550847804342 0.070850959538801273 0.11361383274197578 0.21308532078930298 0.040295124005068739 0.16370247642043978 0.30994817170028455 0.21572581447799166 0.075343284755945206 0.13011362621909939 0.37287278737249963 1.5458140554837876 0.12565853557907758 0.31599196197066703 0.043746694804269737 1.1701264423318196 0.36830789898692728 0.6409072326787284 0.38571263704329783 1.0375196206587132 0.98345882818102826 0.61709113001052174 2.0687716882675873 0.79353948403149832 58.422229467706757 2.0849565477110441 1.0836561144533332 1.4611467253416774 1.1823643827810881 2.4396233334264257 1.3163606896996496
leaf_count=349 56 4 28 77 9 155 72 5 25 133 34 69 44 572 28 113 11 99 35 7 38 19 25 1823 32 40 22 51 40 19
internal_value=0.000835604 -0.038689 0.000965038 0.000741895 0.027364 -0.0681628 0.00383481 -0.0310183 -0.0155639 0.00119036 0.000961043 -0.032663 0.0110177 0.0502871 0.0013347 0.0450164 0.00086888 -0.0128613 -0.00223432 -0.0170342 -0.0359373 0.00156388 0.0174367 0.00103387 -0.00536333 -0.0274418 0.00289787 0.0206466 -0.00816253 0.00316531
internal_weight=79.9399 0.260929 79.6789 79.0111 0.667857 0.510913 0.504154 0.291069 0.200965 78.5002 78.0915 0.85827 0.485397 0.359739 77.2333 0.408603 76.0632 3.66469 3.27898 2.24146 1.258 72.3985 2.33935 70.0591 11.6369 3.16861 8.46827 3.25114 5.21713 3.75598
internal_count=4034 353 3681 3567 114 236 105 77 81 3331 3141 818 685 616 2323 190 2295 190 91 56 49 2105 59 2046 223 72 151 70 81 59
is_linear=0
shrinkage=0.1


Tree=822
num_leaves=31
num_cat=0
split_feature=17 7 16 8 9 2 10 2 9 9 12 15 15 9 17 13 17 17 15 17 2 6 15 12 2 8 18 6 12 15
split_gain=0.0400268 0.219612 0.0865164 0.139477 0.0501732 0.114576 0.178414 0.113064 0.07857 0.0999606 0.0930132 0.160853 0.0697728 0.0595903 0.170307 0.276841 0.226874 0.493117 0.183624 0.107354 0.217825 0.282051 0.0993784 0.0922742 0.115643 0.109935 0.484395 0.0903412 0.123163 0.11725
threshold=221.27458857605004 26.637125930550003 17.684958644900004 7.2443465838000014 223.29399794390005 346.74082678410008 62.837331883000012 201.70502722175004 219.96883426190004 216.0493559571 145.97209859650005 33.005488016050009 35.098844929350008 206.75106037490002 204.12988953870004 112.64908412395 196.70243143610003 190.11254901275001 32.393814985100008 200.79056394860001 80.683647763550013 14.865347326450001 21.178773360300003 93.660658182900008 49.864842700850012 8.2435668022500028 15.078113735950003 16.465384711100004 94.328280857900012 42.713473568600008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 5 8 -7 -6 9 13 -11 -12 -10 23 16 22 17 -15 -19 20 -18 -22 -16 24 -1 26 -26 28 -25 -29
right_child=1 2 -4 -5 7 6 -8 -9 12 10 11 -13 -14 14 15 -17 19 18 -20 -21 21 -23 -24 27 25 -27 -28 29 -30 -31
leaf_value=0.016860255244408356 -0.10270680024598977 0.076180575838660183 0.05567949474149432 -0.1005519444281347 -0.01544190679465381 -0.086369820971048533 0.071009065867557064 0.06109267654432915 -0.040606920096526992 -0.0025812293377940102 0.088676898413306282 0.012901989408317667 0.0024516972666420501 -0.0016486344648184129 -0.025864063000031697 0.013985804817943429 0.093419070099893267 -0.030804700185184414 -0.1222204827077768 0.0012059457738970141 -0.029106185508580296 0.054549411483191458 -0.10980064860263852 0.070358180870479084 -0.10218130656868699 -0.007046871439400213 0.014782824305515575 -0.0067427492286838316 0.0059311629034222626 0.0094505094889434597
leaf_weight=1.3815581518542774 0.23048634453880268 0.071931991269423179 0.25459849058825057 0.11775944852161047 0.35455558787452801 0.32529269827978069 0.092521810361859025 0.42367593338394727 0.84764977058784896 0.81825211198884007 0.44672439043642931 0.75125500506328535 0.67680604577617487 3.5362877143525093 0.20271127492742269 0.50329924176912755 0.42856277256942155 0.37511625031402207 0.53043769983196398 3.5074230094396626 0.79677952252859519 0.81556090875528753 0.4637582374853082 0.29927433691591332 0.6597349180246963 3.9950556875919574 0.7642315929151664 14.656536597278775 34.724757421491475 6.4343851234643799
leaf_count=42 34 74 33 117 42 59 88 48 43 42 26 29 18 162 15 38 14 39 36 40 46 34 52 11 74 77 52 584 1932 133
internal_value=0.000751119 -0.0235007 0.0175894 -0.033534 0.000958759 0.000706788 -0.0515195 0.0262242 0.000987926 0.00143827 0.0234074 0.0411583 -0.0214904 0.000840297 -0.0058941 -0.0419953 -0.00166693 -0.0185094 -0.0843525 0.0118167 0.0300519 0.0132088 -0.0842708 0.00203484 -0.00896604 -0.0155504 -0.0394076 0.00336804 0.00648168 -0.00180254
internal_weight=79.487 0.674776 0.44429 0.189691 78.8122 78.034 0.417815 0.778232 77.6162 76.0917 2.01623 1.19798 1.52446 74.0755 11.1599 1.16977 9.99017 4.44184 0.905554 5.54833 2.0409 1.61234 0.66647 62.9155 6.80058 5.41902 1.42397 56.115 35.024 21.0909
internal_count=4034 258 224 191 3776 3686 147 90 3539 3478 97 55 61 3381 476 105 371 237 75 134 94 80 67 2905 245 203 126 2660 1943 717
is_linear=0
shrinkage=0.1


Tree=823
num_leaves=31
num_cat=0
split_feature=17 7 15 2 15 8 9 2 0 7 2 9 9 12 15 17 9 9 17 13 17 17 15 5 17 2 6 9 18 10
split_gain=0.0351525 0.198176 0.0798085 0.110036 0.0587009 0.121272 0.0416886 0.0994898 0.166321 0.132584 0.0955131 0.0636285 0.0831706 0.0793632 0.147713 0.0697591 0.0775657 0.0490006 0.145529 0.245352 0.187024 0.42974 0.17999 0.119777 0.0911677 0.200504 0.234374 0.0889375 0.0791728 0.34473
threshold=221.27458857605004 26.637125930550003 29.593577021650002 237.82463207520001 24.719476717350002 7.2443465838000014 223.29399794390005 346.74082678410008 87.350693116400024 25.335171910400003 201.70502722175004 219.96883426190004 216.0493559571 145.97209859650005 33.005488016050009 207.44645461240003 222.81044357820005 206.75106037490002 204.12988953870004 112.64908412395 196.70243143610003 190.11254901275001 32.393814985100008 15.789380854850002 200.79056394860001 80.683647763550013 14.865347326450001 206.57490536735003 14.773181214800003 80.468240302450013
decision_type=2 2 2 2 2 2 2 2 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 -3 7 11 -9 -10 -8 12 17 -14 -15 16 -13 27 20 23 21 28 -23 -20 25 -22 -27 -1 -19 -30
right_child=1 2 -4 -5 -6 -7 10 8 9 -11 -12 15 13 14 -16 -17 -18 18 19 -21 24 22 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0014079667841354014 -0.10244631278936722 0.089282944814033635 0.089637350935960453 -0.10453605516031024 0.091283203894348311 -0.10062573229163466 -0.013919787983026314 -0.10209862216136745 0.10016922142727239 -0.093369912459368515 0.057009416289249763 -0.068711529878593997 -0.0023210732146409338 0.086090037347860832 0.011701978855638949 0.0070772954511477753 -0.010379193578285104 0.0077389503461377067 -0.012603496893484313 0.012633542474991483 0.091705227650643609 -0.027958014580614445 -0.12032331436876642 -0.10919587560106099 0.0010861348428514283 -0.026054719209794776 0.05067936287963648 0.035167277953584951 -0.10451911831585269 0.019156837985046481
leaf_weight=61.98117306177349 0.20905594958821794 0.062122175719650841 0.11050331213482423 0.087274000420393349 0.088307455400354229 0.073303508273966145 0.35402355410860664 0.23770184222138269 0.099353477863076023 0.054985399663962653 0.40939698545457759 0.41484259230128262 0.81893233454775227 0.41575324684526982 0.74576751775384764 0.60386255881530815 0.50600688392114535 2.5641504979284933 0.18056817085016408 0.50155145977623761 0.39466879796964338 0.37214608720023523 0.48714147918508388 0.44415667836437933 3.5050258583360119 0.80086113891138644 0.7913751119049266 0.79031506678438646 0.3538382751867174 0.62078040933647571
leaf_count=2893 34 27 18 89 20 70 42 56 32 59 48 39 42 26 29 15 7 58 28 38 14 39 36 39 40 46 34 12 24 80
internal_value=0.000673861 -0.0228427 0.0166382 -0.00929902 0.0278511 -0.0135112 0.000862886 0.000634363 -0.0496144 0.0312182 0.0241172 0.000889232 0.00129624 0.0215195 0.0383283 -0.0193366 -0.0366579 0.000753454 -0.00539793 -0.039457 -0.00151926 -0.016886 -0.0803211 -0.0812772 0.0107868 0.0278994 0.0120837 0.00183301 -0.00148267 -0.0257441
internal_weight=79.0789 0.630566 0.42151 0.311007 0.223733 0.135426 78.4484 77.685 0.392041 0.154339 0.763421 77.2929 75.7682 1.98045 1.16152 1.52471 0.920849 73.7878 11.0163 1.12628 9.88999 4.39806 0.859288 0.624725 5.49193 1.98691 1.59224 62.7715 3.53877 0.974619
internal_count=4034 258 224 206 117 97 3776 3686 147 91 90 3539 3478 97 55 61 46 3381 476 105 371 237 75 67 134 94 80 2905 162 104
is_linear=0
shrinkage=0.1


Tree=824
num_leaves=31
num_cat=0
split_feature=5 10 17 13 0 5 2 9 7 5 15 15 5 19 19 14 19 4 8 19 16 17 7 17 19 10 5 16 15 12
split_gain=0.0351372 0.150327 0.132944 0.11093 0.105167 0.1265 0.0904519 0.131033 0.140575 0.0804238 0.216679 0.076709 0.054517 0.0617813 0.0571251 0.0549965 0.305043 0.138854 0.198591 0.165458 0.12123 0.153389 0.117726 0.0701331 0.0643824 0.1141 0.0886643 0.122521 0.121397 0.0678735
threshold=30.284449345300001 60.613977009100005 168.81379805985003 121.87049551135001 76.451683855550016 29.026000224750003 336.30232460240001 66.346857137250012 21.725272673150005 25.767562150000003 50.314162856800003 22.516911658450002 24.453399453300005 14.651182102100002 14.451165964200003 374.34418077925005 14.351157895250003 325.47117591905004 8.543332867800002 14.151141757350002 22.644947046300004 209.55094140555002 26.189412761600007 199.20888372035003 14.551174033150001 61.907125369850007 21.089169479000002 22.564947233300003 35.098844929350008 251.89085751685002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 5 -1 7 -2 11 12 -11 -9 13 15 -14 17 20 24 19 23 21 -17 -23 -19 29 -26 28 -28 -27 -3
right_child=3 9 -4 -5 -6 -7 -8 8 -10 10 -12 -13 14 -15 -16 16 -18 18 -20 -21 -22 22 -24 -25 25 26 27 -29 -30 -31
leaf_value=-0.10207242734243425 0.089009614282883731 0.0012874386655451575 -0.10161705886627281 0.099492223966398952 0.075178319322268622 0.047192104905393259 -0.10064856469771051 0.055443324969940144 0.10054181626111061 0.072985589490134492 -0.073041756328226667 -0.10330440497413194 -0.0024713367957222461 0.020153568606367394 -0.037109213043096639 -0.10694564237062019 0.083321063086167366 -0.075417131040436389 0.0096056437720960508 -0.098923187117269731 0.10017781820519774 0.086969798537670895 -0.064467284950355225 0.057675908259818415 0.021759495423026173 -0.027885062139603678 -0.011516385989840226 -0.066869513206735121 0.024480322386598648 0.037760368832658063
leaf_weight=0.14721116342661744 0.16285939561203022 66.237491914420019 0.2687184746365574 0.14907284337095916 0.10585472389357165 0.092424708544058376 0.074314988660091785 0.038369862773834029 0.064840657636523247 0.42983153471771984 0.13307068791982601 0.14726667065770016 1.2472646560440801 1.6411341360653739 0.77010983868240135 0.22195042563231382 0.45623450540006161 0.059399401579738109 0.59669375449084328 0.5006819085101597 0.062138205394148827 0.10503852042711515 0.10040334090825809 0.11873430234243187 0.84489733353257079 0.96752675343304895 0.89479316514916696 0.72296150629699696 0.81615420849993825 0.51418238412588735
leaf_count=96 12 2490 166 9 10 24 44 13 5 107 38 72 89 48 32 326 47 57 13 18 13 13 123 57 11 34 15 28 10 14
internal_value=0.000603598 0.000412747 -0.0488643 0.0239997 -0.0078338 -0.0445029 0.000921989 0.0191837 -0.0262169 0.00080358 0.0384646 -0.0704923 0.000527825 0.000964977 -0.015694 0.000534884 0.024493 0.000221371 -0.0324804 -0.0694749 -0.0303338 -0.0493088 0.0129596 0.0132955 0.000808872 -0.0111306 -0.0193003 -0.0362533 -0.00392437 0.00156839
internal_weight=78.6916 78.0549 0.614209 0.636724 0.345491 0.239636 0.487652 0.413337 0.250477 77.4407 0.562902 0.185637 76.8778 74.8604 2.01737 73.2193 0.945765 72.2735 1.27551 0.678816 0.48953 0.427392 0.205442 0.178134 70.998 4.24633 3.40144 1.61775 1.78368 66.7517
internal_count=4034 3879 296 155 130 120 146 102 90 3583 145 85 3438 3317 121 3269 522 2747 145 132 475 462 136 114 2602 98 87 43 44 2504
is_linear=0
shrinkage=0.1


Tree=825
num_leaves=31
num_cat=0
split_feature=18 7 7 17 3 0 16 6 13 12 18 18 15 3 0 7 0 2 6 16 5 7 9 9 18 6 6 5 9 14
split_gain=0.178884 0.442283 0.564684 0.306863 0.22316 0.222756 0.216908 0.186555 0.437269 0.427304 0.177225 0.476485 0.526918 0.393199 0.370897 0.670244 0.810925 0.591854 0.566636 0.205631 0.339844 0.411784 0.19318 0.5873 0.417531 0.166869 0.439085 0.343308 0.190584 0.184116
threshold=13.946975448150001 23.822419043000004 23.699538637550003 180.29620661735001 93.281431752200021 86.256490657300006 22.654947022900004 16.375382608200002 117.38883580790001 121.36065266065002 14.382403557200002 14.254777969200001 29.329759478700002 88.931506497100017 93.953546284800012 24.412498046750006 93.692765846100016 299.83938387060005 14.905348261050003 19.509954377250004 18.946524085150003 26.560603234350001 205.22231928645002 197.29115675710003 14.118140587000001 16.455384477450004 16.345381907250005 21.454033346250004 190.49354742400001 163.71362709910002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 25 7 10 8 9 -6 11 22 -13 -14 15 -12 17 -17 19 20 -16 -22 23 -3 -25 26 29 28 -28 -1
right_child=1 6 -4 -5 5 -7 -8 -9 -10 -11 14 12 13 -15 18 16 -18 -19 -20 -21 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0007302823944411467 0.0018829103243019256 0.00125884200504398 -0.0020470126733536744 -0.0004032421308777508 -0.002050443525007134 -0.0010011246185363967 0.0015661274632201576 0.00015976821884887052 -0.0020549667170302864 0.0011698260529008778 0.001714181935029655 0.00096911986434822944 -0.0024585599373438934 0.00037015469288122471 0.00013090061630674878 -0.0015492937176984918 0.0015348478491320258 0.0010284499799727484 -0.0018229435707753786 0.0014697641097811615 -0.0021318045435263656 0.0011605490035115661 0.00041314388137627837 -0.002232875444166808 -1.7272651441173679e-05 0.00013530183006973454 0.00074417890531008435 0.00056778082743302492 0.0020020814909929353 9.0513446693272072e-05
leaf_weight=2.1052930155419807 0.25209480498506298 0.57365973457490227 0.82095568372096739 2.1585963778579753 0.21781911609651305 0.70068939588963886 0.39050532132387061 23.533008269868333 0.49416582560843381 0.58094237487148348 1.5676020435639646 0.33308758959174145 0.86810818407684542 0.24148009577766061 27.002003952146094 1.1170082800672392 0.93728024247320707 0.49385054456070054 0.59169897867832233 0.42482351278886099 0.52957544335731555 0.20167674194090068 2.869124791584909 0.65146000450476982 0.65660937316715717 10.203629808034746 0.75512615218758483 5.9377591982483864 1.1973225157707927 9.6871992730593757
leaf_count=42 57 13 39 180 79 11 28 936 45 53 26 7 75 19 1592 63 32 35 25 9 108 9 40 37 18 95 5 41 75 240
internal_value=0.000150308 5.4901e-05 -0.000642481 -0.000164171 0.000223794 8.91552e-05 0.00011203 0.000119927 -0.00060523 0.000291671 9.74917e-05 -0.00020676 -0.00119369 -0.00184295 0.000154828 0.000705356 8.47321e-05 -0.00075902 7.60159e-05 0.00011592 9.51812e-05 -0.00122379 9.29386e-05 -0.000395287 -0.00112071 0.000338793 0.000444284 0.000802315 0.00151558 0.00020473
internal_weight=98.0942 42.6812 3.23165 2.41069 55.413 25.5266 39.4496 24.8259 1.29293 0.798761 39.059 6.19353 1.44268 1.10959 32.8655 4.11574 2.54814 1.61086 28.7498 28.1581 27.7333 0.731252 4.75085 1.88173 1.30807 29.8863 19.6827 7.89021 1.95245 11.7925
internal_count=4034 2412 276 237 1622 1124 2136 1113 177 132 2108 209 101 94 1899 156 130 98 1743 1718 1709 117 108 68 55 498 403 121 80 282
is_linear=0
shrinkage=0.00196078


Tree=826
num_leaves=31
num_cat=0
split_feature=12 12 12 7 19 10 6 15 19 16 3 3 0 10 10 9 2 7 6 8 8 4 5 15 10 9 16 0 5 6
split_gain=0.0336163 0.299816 0.178 0.322456 0.0857844 0.298132 0.30693 0.284513 0.205864 0.205505 0.273736 0.195901 0.154771 0.513774 0.166341 0.431292 0.263187 0.188245 0.114076 0.103123 0.193631 0.096374 0.0799567 0.0813941 0.117727 0.302536 0.117709 0.120226 0.239422 0.10303
threshold=147.88310320375004 145.97209859650005 152.73554204000004 22.721067571950005 13.851117550450002 68.34060567600001 15.635365317800002 33.423812040500003 13.651101412550002 20.704951582800003 89.907416798450015 92.437255899200025 92.313586825200005 69.999384342500022 71.787208999250012 200.52256857420005 100.60547560250002 24.024273989350004 16.315381206250006 8.543332867800002 5.9453602998000008 120.66459519255001 20.204934414350003 38.884669609800007 61.87486387225001 194.04304600165003 22.554947256700004 86.692020874450009 22.246947245750004 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 4 3 -2 7 6 -6 8 12 18 -11 -12 19 -14 15 17 -17 -15 -8 20 21 -1 -13 26 -25 -26 27 28 -24 -28
right_child=2 -3 -4 -5 5 -7 9 -9 -10 10 11 22 13 14 -16 16 -18 -19 -20 -21 -22 -23 23 24 25 -27 29 -29 -30 -31
leaf_value=0.10092301723459576 0.023786360910366178 0.073538775891576133 -0.00023616184791865316 -0.092247553840945448 -0.059478559681791457 0.055253636880622771 0.10138503432018374 -0.090314455662824394 -0.062956040322926829 -0.050060910333288466 0.049835397800274184 0.031676524449228048 0.098968923264423525 -0.019219762730101612 0.00359711360069335 -0.10840943048144697 -0.017422709075125612 0.048010716898473443 0.019786391985036577 -0.11306920892821717 0.10110966210697983 -0.10083609055472742 0.087283059117206366 -0.0017105726175799516 -0.010622522101871026 0.080640414247202793 -0.024608070603362796 -0.0096767191227165941 -0.047396114588261234 0.00077924513352610556
leaf_weight=0.027403781190524223 0.41413340528560993 0.59114926620486485 40.930194233578135 0.56794525809937113 0.74181908473838376 1.1885489992564533 0.33704253286123176 0.36441585322609071 0.52344527363311399 0.88331242790445585 1.0067768022418011 0.95899730641394754 0.53174709226005035 0.93182435422204724 14.515392458836343 0.68531897553475551 0.59299859078601003 0.75305395480245352 0.34846181453895042 0.18818540219763236 0.092938100919127464 0.17400405755211068 0.50892486283555427 1.901060017757118 0.70962055050767936 0.74414185620844364 2.6277104439213872 0.57306691072881222 0.17822120289929444 4.0816503230598755
leaf_count=1 26 46 2295 49 38 31 10 15 37 21 32 29 16 23 510 123 19 25 38 34 9 327 69 28 26 18 43 4 20 72
internal_value=0.000690284 0.00289746 -0.00124563 -0.0433171 0.00174292 0.00697528 0.00329719 -0.00278982 -0.00111256 0.0064312 0.00384488 0.00742765 0.000637934 0.00213536 -0.000810589 -0.022402 -0.0662016 0.0108288 0.0599061 -0.0552529 -0.0182889 -0.0733845 0.00395181 0.00160396 0.0146708 0.0360925 -0.00389659 0.0241452 0.0523521 -0.00916366
internal_weight=78.6735 36.7612 41.9123 0.982079 36.1701 16.7894 15.6008 19.3807 19.0163 14.859 14.1735 13.2902 18.4929 18.0103 17.4786 2.9632 1.27832 1.68488 0.685504 0.482531 0.294346 0.201408 12.2834 11.3244 3.35482 1.45376 7.96957 1.26021 0.687146 6.70936
internal_count=4034 1664 2370 75 1618 479 448 1139 1124 410 362 341 1087 716 700 190 142 48 48 371 337 328 309 280 72 44 208 93 89 115
is_linear=0
shrinkage=0.1


Tree=827
num_leaves=31
num_cat=0
split_feature=18 7 7 15 12 4 9 3 16 17 15 5 17 0 2 19 16 9 17 6 6 6 3 5 18 17 5 3 10 15
split_gain=0.207992 0.38664 0.746378 0.40689 0.431327 0.356739 0.470754 0.298889 0.267277 0.176147 0.424181 0.537316 0.287729 0.241525 0.169754 0.174765 0.643992 0.609473 0.554448 0.48062 0.358001 0.34157 0.340712 0.513306 0.352928 0.554519 0.234823 0.210455 0.723994 0.57943
threshold=13.946975448150001 23.822419043000004 23.699538637550003 21.998656772400004 97.388883832800005 170.06818406760001 195.41812862360004 93.281431752200021 22.654947022900004 193.82841840970002 41.800301886400014 24.041678002600005 192.77618096940003 86.256490657300006 60.327272492300004 14.251149826300002 19.644954061550003 205.22231928645002 204.75389752000004 15.035351298550003 15.255356438950001 14.955349429350003 86.589859465500012 18.946524085150003 15.064837217800003 206.91274964370004 21.991679690250006 83.538459487450012 71.397382570300024 29.198705243000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 -2 -5 -6 -7 -1 14 12 -11 -12 13 -9 -3 16 19 18 -17 21 -18 22 23 27 -25 -26 -19 -16 29 -29
right_child=1 8 -4 4 5 6 -8 9 -10 10 11 -13 -14 -15 15 17 20 26 -20 -21 -22 -23 -24 24 25 -27 -28 28 -30 -31
leaf_value=0.00037906253658495626 0.00099569882251669879 -0.0007475123974544233 -0.0020784770499662798 -0.0024660322909668799 0.0017360923596330309 -0.0021468861214265778 0.00050872140123899294 0.00010523015961789665 0.0016329909523270397 -0.0014774268159655208 0.0010115038266371372 -0.0013651473781925558 0.00083519447552579879 -0.0013805408061093795 0.00019707454962705938 -0.0023763433933027965 0.00050471431377548885 -6.6783720446258357e-05 0.00020581037467041176 -0.0021063651775687221 0.0019149310511932058 0.0015304678206234958 0.0020247671658803045 -0.0020892724455792615 0.0016065584342699996 -0.0021363493118118832 0.0011703480492563697 0.00066654605198509761 -0.0020353834116605533 -0.00088153318603327948
leaf_weight=30.200915357351732 0.95952301629245074 0.87834779800141305 0.91509960589246464 0.37226611118239805 0.31740785762667645 0.45141378756852624 0.59480267390608788 20.246920803699151 0.44498903909698029 0.9039775079581881 1.0687735202373003 0.55598240292601975 2.1056283639190942 0.42957247421145339 23.13456243161524 0.80467281449818873 1.770930478407535 2.5687175164930527 0.53047802305081859 0.37830088206101109 1.1361144576221702 0.64377702702768047 0.34467181464424257 0.69741170425913768 0.34320824885071488 0.27341224922565743 0.76572988950647403 2.4363040137686762 0.74210006969951781 1.5030184460338203
leaf_count=498 115 45 39 10 5 90 17 950 28 37 20 64 47 6 1426 21 32 54 32 17 24 15 8 91 28 31 35 33 110 106
internal_value=0.000168048 6.56915e-05 -0.000548436 -2.89826e-05 -0.000595381 -8.46977e-05 -0.000637101 0.000247348 0.000121973 9.01852e-05 -0.00040079 0.000198227 0.000144682 7.4362e-05 0.000104711 0.000124372 0.000174041 -0.000230936 -0.00135041 8.99846e-05 0.00105585 0.000117572 8.67117e-05 6.37803e-05 -0.00113376 -5.30634e-05 0.000217314 0.000120353 -0.000258791 7.58882e-05
internal_weight=98.519 43.0073 3.61051 2.69541 1.73589 1.36362 1.04622 55.5118 39.3967 25.3109 2.52873 1.62476 22.7821 20.6765 38.9518 38.0734 33.4038 4.6696 1.33515 30.4968 2.90704 30.1185 29.4747 29.13 1.31403 0.61662 3.33445 27.816 4.68142 3.93932
internal_count=4034 2412 276 237 122 112 107 1622 2136 1124 121 84 1003 956 2108 2063 1921 142 53 1865 56 1848 1833 1825 150 59 89 1675 249 139
is_linear=0
shrinkage=0.00196078


Tree=828
num_leaves=31
num_cat=0
split_feature=13 12 15 18 18 17 9 13 19 9 17 7 3 6 18 10 4 16 18 15 16 16 8 16 17 4 19 15 4 12
split_gain=0.0381255 0.073081 0.0616883 0.175768 0.0990882 0.0979166 0.0866107 0.0588483 0.149129 0.164586 0.289684 0.105048 0.127985 0.081312 0.173631 0.0746198 0.0683352 0.0633534 0.42093 0.254243 0.182037 0.198909 0.198342 0.158511 0.255448 0.103585 0.213799 0.0699827 0.191157 0.108209
threshold=98.050756475600011 150.73104262400003 19.763739472850002 15.788786379500001 16.374766214750004 163.10708527260002 66.346857137250012 103.93041440690001 11.850956171350001 214.65508306360002 199.45200027940004 22.575645983950004 82.213049629150021 13.125306670700002 15.343833331950004 75.408562100950022 274.40025405315004 18.594956516900002 14.85568425095 22.233787461850003 18.404956961200003 17.874958200600002 7.943800736700001 16.954960351900002 186.38090997870003 195.50296729855003 12.851036860900001 27.689912074550005 165.86037890555002 93.660658182900008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 5 -5 -2 -7 8 -4 10 11 12 -10 14 -12 17 -11 18 20 -20 21 23 -22 -9 -25 26 -23 28 -19 -29
right_child=2 -3 7 4 -6 6 -8 15 9 16 13 -13 -14 -15 -16 -17 -18 27 19 -21 22 25 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.1021489279430567 0.0069198109171195558 -0.0055944481508202696 0.0069624548111791237 0.082865434798261417 0.017364559614451793 0.023779978051454088 -0.10277300766457963 0.0044145956263816873 0.075677194525481689 -0.0097789793030782154 0.0058872426803023223 -0.10498542109525298 -0.10176708284203016 0.037748745502465202 -0.10113629293231093 0.023048670917554085 0.046253577296500342 0.054362722655200812 0.047279793895765893 -0.10343902139599666 0.087342308591449536 0.10107548741805333 -0.10637095255186182 -0.10484829660983885 0.071450552372418638 0.089555674287898901 -0.10467112420959745 -0.017515886682704901 0.00023259176730863374 0.0019663011777694334
leaf_weight=0.1035112142275797 1.1785768426218504 0.32299998941736874 2.8728256188032892 0.47288432086497767 0.45143423299305141 0.079612142051700974 0.16861575272923801 4.2224876739528545 0.079272782997577784 0.77907934773247667 0.52204772691766244 0.66265296072560886 0.083423951367876725 0.28470891434699297 0.21361959176192613 1.537175656761973 0.30203118322242517 0.92870514694368411 0.13530233782375933 0.64767518566259241 0.065236889275183674 0.10444114141864691 0.27851541141717462 0.31855241289213143 0.1107642880633648 0.39569725037381431 0.097799493749334943 3.0041915723704724 2.1928022751526441 55.884362795022525
leaf_count=305 34 881 24 19 29 19 99 135 12 28 5 137 32 12 69 27 63 31 8 167 42 3 118 120 5 18 58 111 114 1309
internal_value=0.00078917 -0.0290275 0.000952055 0.0169044 0.050875 -0.00510262 -0.0621847 0.000456754 -0.00922297 -0.0251097 -0.0432586 -0.0873079 -0.0153087 -0.00762843 -0.0251897 0.00125962 0.00587491 0.000769848 -0.00872178 -0.0773941 0.000890972 0.00550725 -0.0696083 -0.00147146 -0.059363 0.0597998 0.00158057 0.00174587 0.0163373 0.00097242
internal_weight=78.501 0.426511 78.0745 2.35112 0.924319 1.4268 0.248228 75.7234 5.79966 2.92684 1.84573 0.82535 0.162697 1.02038 0.735667 69.9237 1.08111 68.3865 6.37647 0.782978 5.59349 5.24974 0.343752 4.6518 0.429317 0.597938 0.202241 62.0101 3.12151 58.8886
internal_count=4034 1186 2848 200 48 152 118 2648 382 358 267 181 44 86 74 2266 91 2239 674 175 499 339 160 260 125 79 61 1565 145 1420
is_linear=0
shrinkage=0.1


Tree=829
num_leaves=31
num_cat=0
split_feature=18 0 16 7 4 3 0 6 16 15 6 5 19 7 13 17 2 13 5 15 15 12 12 8 0 9 8 8 16 16
split_gain=0.171134 0.482194 0.493686 0.274452 0.353685 0.268549 0.562198 0.311919 0.677334 0.413516 0.295874 0.220287 0.342523 0.1916 0.188052 0.185587 0.187756 0.511172 0.429131 0.273037 0.382963 0.235747 0.173076 0.171497 0.175446 0.31307 0.578907 0.253637 0.180176 0.256636
threshold=13.893471991850001 86.756543869550015 22.654947022900004 23.397000037200005 235.48598737865004 92.324340657750014 87.638358136350021 16.355382140900002 22.614947116400003 42.246988155050012 16.465384711100004 24.041678002600005 14.451165964200003 22.835261448650005 115.68166489510001 198.24432709335002 132.99388411665004 117.06622083225001 22.580289596950006 37.606388722050006 31.504255087500002 94.328280857900012 142.87155597255003 8.7431769115000026 86.135510041400025 186.68586460755003 8.543332867800002 8.1436447804000007 22.624947093000003 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=5 -2 3 4 -3 6 -1 8 9 13 23 12 -5 22 -12 16 19 18 -18 20 21 -8 -7 24 25 27 -27 -9 29 -26
right_child=1 2 -4 11 -6 7 15 10 -10 -11 14 -13 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.0018076152683788626 -0.0017804572962481459 -0.0016039384334350518 0.0019779095116587843 0.00011747765583152175 0.0011580901362955745 -0.0020191828247411591 0.0002158724808179754 0.00013078570948061999 -0.0020014411745308529 -0.0022689978696436254 -0.0010729196362736601 0.0015843882127394013 -0.00087929066030442639 0.0020075898972213629 0.00010196248197078652 0.00080877723228931777 -0.0019344582287484475 0.0003644674943246532 0.00059324047230296462 0.0014799966802015046 -0.0007214391927365221 0.0015383365124395046 0.00080483856240849596 -0.00018954264544175639 0.0012581964519021362 -0.0010762025184204301 0.00058756486553335696 0.0016789039813943378 0.0011513196691687469 0.00028217041887924492
leaf_weight=1.139679185434942 0.53242155462544261 0.75181969537516025 0.52992950938641925 39.643923820217083 0.2336385469986908 0.10922936571205244 1.3783817179501046 0.81270646021221071 0.78498824373673404 0.18172574542404618 0.53444718812443426 0.37977912387577717 1.3712894768686954 0.3871174231171608 26.245166374137625 2.6800045762211075 0.83539264394858015 2.899724081158638 0.3737559700730344 0.87812943477183569 1.0582456495612858 0.83050375987659197 0.35336143169297429 1.5615579123768828 1.3279086099937538 1.4398389076595779 1.8208950668049508 0.81480803998420015 2.2097973059862852 4.7076078988611698
leaf_count=36 52 68 34 2121 118 79 25 21 40 15 235 9 72 6 627 31 69 13 16 14 21 37 44 21 59 36 29 30 19 37
internal_value=0.000166199 7.40774e-05 9.70881e-05 7.35701e-05 -0.0009491 0.000238483 0.000497067 0.000166364 -0.000628943 0.000415618 0.000201196 9.7916e-05 8.4152e-05 0.000989773 7.85151e-05 0.000360467 0.000214907 -8.21271e-05 -0.00115313 0.000509333 0.000248441 0.000713097 0.000138016 0.000424762 0.000497802 0.00020347 -0.000147103 0.000905844 0.000672297 0.000496912
internal_weight=98.8078 43.4428 42.9104 42.3805 0.985458 55.365 12.0738 43.2912 1.81642 1.03143 41.4747 41.395 41.0152 0.849708 26.7796 10.9341 8.25413 4.10887 1.20915 4.14526 3.26713 2.20889 0.462591 14.6951 13.1336 4.88825 3.26073 1.62751 8.24531 6.03552
internal_count=4034 2474 2422 2388 186 1560 262 1298 184 144 1114 2202 2193 129 862 226 195 98 85 97 83 62 123 252 231 116 65 51 115 96
is_linear=0
shrinkage=0.00196078


Tree=830
num_leaves=31
num_cat=0
split_feature=3 17 17 7 15 7 19 3 17 18 7 18 14 19 8 3 16 0 19 10 10 15 0 9 15 12 9 0 4 13
split_gain=0.0446083 0.107381 0.0433192 0.126308 0.0866268 0.0846159 0.042518 0.0628594 0.101607 0.0481096 0.283944 0.0896916 0.230217 0.335246 0.191818 0.173281 0.364887 0.290806 0.195083 0.343899 0.355805 0.343801 0.383067 0.277258 0.166227 0.315852 0.163606 0.159476 0.201788 0.152941
threshold=76.172084209950015 241.79519611995002 220.04646848500002 26.637125930550003 29.593577021650002 27.703316924600006 14.651182102100002 93.14163192940002 198.49975298390004 15.343833331950004 24.940142267700004 13.975517741000003 374.34418077925005 14.351157895250003 8.543332867800002 88.931506497100017 21.094950670800003 91.937202686950016 14.051133688400002 69.999384342500022 69.563854125350005 28.626568391100005 94.047642319350018 216.0493559571 27.980927088250002 120.18992510580001 202.49517884540003 92.313586825200005 227.16561897400001 110.06278740240002
decision_type=2 2 2 2 2 2 2 2 2 2 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 9 -8 -9 11 -11 27 13 15 -15 17 -17 -13 19 20 -19 24 -23 -24 25 -21 -27 -2 29 -29
right_child=2 -3 3 4 -6 -7 7 8 -10 10 -12 12 -14 14 -16 16 -18 18 -20 21 -22 22 23 -25 -26 26 -28 28 -30 -31
leaf_value=-0.10043609601996727 0.00097354084365054933 0.032428627303697513 -0.088556604528422955 -0.10378365727296233 0.088108247762120964 0.040283683262639883 0.027050993366834732 0.018947162617789153 -0.050596114263364501 0.079650668992697293 0.00332930708051388 -0.070672320322292106 0.052803479536284871 -0.10366329793238632 -0.015744035943415183 0.096237960336420153 -0.0082396277230595266 -0.0074667627272884231 -0.050262774917198043 0.0015931969405722831 0.077985517702185522 0.0061819376596634152 -0.09689045431673475 0.063567921069749359 0.030575970612792894 -0.024636179270853601 -0.099158886682551711 0.021910385484644544 -0.0085940790131319323 0.10201983429733529
leaf_weight=0.13738586407393327 42.693277239989925 0.1091606905606568 0.20363134849685494 0.078690449619898573 0.10260094505792949 0.084595744963735342 1.4769091389607631 0.57654680445557449 0.33054308558348566 0.50961603533312327 11.213033104386339 0.70486594410227965 0.64287593191022452 0.55400426217238308 0.44949762336909771 0.51126113594273082 0.96567266806960106 0.93933795151246791 0.89627824560739178 7.7694645513620326 1.0124607614416161 0.84809154295362477 1.1051454449125229 0.11931192339034158 1.4462018416525086 0.79171969709125256 0.46916421212517889 0.47017794004204805 0.6863243447928653 0.48327023861929774
leaf_count=856 1471 69 38 18 17 32 23 36 15 36 398 46 139 40 36 51 12 32 15 113 30 30 227 12 25 87 30 30 56 14
internal_value=0.000860141 -0.0416091 0.000994149 -0.0292893 0.0161009 -0.0291449 0.00117723 0.0143253 -0.00639437 0.000760851 0.00664721 -0.000324823 -0.0060293 -0.00806467 -0.0642817 -0.0048555 0.0279267 -0.0078624 -0.00498703 -0.00218861 0.0368601 -0.00826197 -0.0454758 -0.0812553 -0.000900052 -0.00594091 -0.0523654 0.00214897 0.0327525 0.0625151
internal_weight=78.3811 0.246547 78.1346 0.469518 0.265887 0.163286 77.6651 2.384 0.90709 75.2811 11.7226 63.5584 19.2254 18.5825 1.0035 17.579 1.47693 16.102 15.3972 14.5009 1.9518 12.5491 2.07255 1.22446 10.4766 9.03035 1.26088 44.333 1.63977 0.953448
internal_count=4034 925 3109 105 67 50 3004 74 51 2930 434 2496 925 786 76 710 63 647 601 586 62 524 269 239 255 230 117 1571 100 44
is_linear=0
shrinkage=0.1


Tree=831
num_leaves=31
num_cat=0
split_feature=8 8 19 4 8 16 0 18 17 13 4 7 18 0 18 7 15 6 18 19 18 2 6 8 6 16 2 3 10 7
split_gain=0.112326 0.161491 0.207788 0.182045 0.143849 0.129244 0.243165 0.221699 0.192659 0.230034 0.167928 0.160127 0.147215 0.39735 0.381384 0.349864 0.287853 0.277187 0.292774 0.269144 0.251976 0.263977 0.236944 0.226202 0.223292 0.358206 0.238268 0.195115 0.190957 0.25681
threshold=8.8430989333000021 9.5425530862500008 14.451165964200003 163.63411595980003 8.7431769115000026 22.724946859200003 85.667718326750006 13.036600629150001 188.95754880325003 117.54745483760001 195.50296729855003 19.506002767000002 13.4793103924 86.135510041400025 13.531614672700002 23.051546669900002 23.378903124350003 16.455384477450004 13.405476405600002 14.351157895250003 13.552878921100001 189.95856246190002 16.565387047600002 8.4434108459500017 16.375382608200002 22.604947139800004 108.24034454255001 93.281431752200021 62.025417527550012 22.775216856700002
decision_type=2 2 2 2 2 2 2 2 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 10 -1 -9 17 -14 -15 16 -16 18 24 -19 21 -17 -22 -21 25 26 -8 -26 -29 -30
right_child=1 -3 3 -5 -6 -7 12 11 -10 -11 -12 -13 13 14 15 20 -18 19 -20 23 22 -23 -24 -25 27 -27 -28 28 29 -31
leaf_value=-0.0020074201636659907 -1.8394288659469019e-05 0.00046658441884354473 0.00023445214730063321 -0.0017052494107524499 0.00052124611373502168 0.00056439836124977806 0.00089189448087223554 0.0019888973109662214 0.0019961827427661762 -0.0015858933564786737 0.00025609557235117299 -0.0020153971412807995 -0.001423830549964884 -0.00090871039570401921 0.0010721890635318498 0.0020028926096006174 -0.0014214561659237409 -0.00023168844886373545 0.0012944429531757883 0.00057093082952804769 0.0001374419785134315 7.8746277117490977e-05 0.0010828088266973889 -0.00027122935355065815 0.0009228996592244756 -0.0010567349468865773 -4.8391083584331071e-05 -4.2935511094252831e-05 0.0015790753153008782 7.2784421256719787e-05
leaf_weight=0.13946291105639819 1.6740256746343218 1.0911046776564033 0.2564184316433965 0.6776099037961103 4.557595088845118 2.9888533907942465 1.6328786011436038 0.04213963821530331 0.14641519950237114 0.43678138432005642 1.3066683240322161 0.43203109569299158 0.64266903058159996 1.3319035831691497 0.22180134994527978 0.5877976519986976 0.9007451130970594 5.9282506240997446 1.4812976441644412 4.6676268438459374 48.423302495195344 0.51369054615497589 1.0412230994552363 1.6631294237449763 3.5883633717894554 0.90625803387956683 2.8349968790444109 2.5185008952394128 0.84283553808927514 0.89967636205255985
leaf_count=170 52 87 13 49 65 51 35 1 4 99 219 185 21 19 127 55 76 52 35 52 2327 2 12 22 35 35 68 26 31 9
internal_value=0.000168101 -0.000166815 -0.000431804 -0.00117274 0.000181763 0.000163797 0.000149394 -0.000452426 -0.000170375 -0.000338846 3.78052e-05 -0.00165953 0.000168081 0.00010869 0.000127266 0.000153961 -0.000928743 0.00028628 0.000467799 6.85451e-05 0.000177997 0.00110555 0.000157342 0.00034969 0.000375199 6.72652e-05 0.000295256 0.000586027 0.000302334 0.000801362
internal_weight=94.3761 3.69916 2.60805 0.934028 90.6769 86.1193 83.1304 2.5035 2.02933 1.88291 1.44613 0.474171 80.6269 53.6631 53.0205 51.6886 1.12255 26.9638 14.7048 12.259 50.566 1.10149 49.4645 6.33076 13.2235 5.37413 4.46788 7.84938 4.26101 1.74251
internal_count=4034 201 114 62 3833 3768 3717 678 492 488 389 186 3039 2639 2618 2599 203 400 274 126 2396 57 2339 74 239 138 103 101 66 40
is_linear=0
shrinkage=0.00196078


Tree=832
num_leaves=31
num_cat=0
split_feature=3 17 8 9 9 17 16 13 4 17 0 19 4 10 15 3 8 0 9 6 17 17 9 19 17 9 7 5 5 3
split_gain=0.0394481 0.0986805 0.0381223 0.0366652 0.107588 0.121161 0.342092 0.241518 0.264375 0.234966 0.219352 0.155322 0.109374 0.18336 0.173916 0.551801 0.16697 0.125753 0.122567 0.120439 0.119779 0.175565 0.311923 0.123262 0.251137 0.258515 0.309696 0.169323 0.206368 0.124418
threshold=76.172084209950015 241.79519611995002 7.2443465838000014 198.96357396150003 198.74336288960004 199.45200027940004 19.974953289850003 109.96062599345002 193.73972847335003 198.72470891995002 89.168090812600013 12.551012654050002 244.52697497700004 65.611820673600008 38.992510055900006 93.579850604650019 2.0484014478500003 85.812895065800021 38.295222230400007 16.545386580300001 197.01076493205002 195.42788627465004 197.02865361825005 14.351157895250003 186.57794620975002 192.98754432855 22.620600126450004 21.500664456800006 20.374719724350005 93.663192806700025
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 9 7 8 -7 12 -8 -10 14 -14 20 -16 18 19 -15 -17 21 22 23 24 29 26 -26 28 -25 -2
right_child=3 2 -4 -5 -6 6 10 -9 11 -11 -12 -13 13 16 15 17 -18 -19 -20 -21 -22 -23 -24 27 25 -27 -28 -29 -30 -31
leaf_value=-0.10039730516486796 0.0072647554434202557 0.082909738882588638 -0.035805623250008405 0.0031391458640386409 -0.036932168709391637 0.023894899061296195 -0.010910566883962358 0.089531544377675187 0.037928684306238795 0.057671001241868108 -0.10753122750307398 -0.10375958573712939 -0.0054956802872437576 -0.10193433161893746 0.067949318673209788 0.041525562051848569 -0.10733645339784448 -0.03152212790475855 0.1003449516555163 -0.0022764206957829798 -0.047103525651670808 0.028738207186931892 -0.057278248422702106 0.062879685155496773 0.015926829913648948 0.0011297460895037274 -0.10337223283839064 0.069034640872341471 -0.0039970107817162244 -0.039599817070012922
leaf_weight=0.12571608348329633 6.4743708314313171 0.060143182643514592 0.049159877082274761 40.507731014405181 0.82421632949262758 0.77391094107588221 0.3975911969282605 0.2930041875586652 0.099270377611219374 0.72015017438388795 0.57444322668015957 0.35067433937865644 10.630637280685161 0.047148873038168726 1.6418833825737227 0.84999645162679405 0.33263645219898308 0.99052255600690831 0.082143894676846685 2.400724867824465 0.55207722866907794 1.9069074293947785 1.0050065629766312 0.55559938866645087 0.30165421609126519 0.96096879174001504 0.78094130755926017 0.51471058808965597 2.7219894877634943 0.62081369958605126
leaf_count=856 182 21 48 1296 16 14 21 8 27 20 26 64 320 67 34 39 145 14 10 30 17 28 29 31 33 35 41 20 108 434
internal_value=0.000931182 -0.0399767 0.0295166 0.00105458 -0.00120296 -0.000397909 -0.0216978 0.00798031 -0.0115439 0.00115714 -0.0680105 -0.0724992 -6.24409e-05 -0.00817574 0.00397727 0.0187269 -0.0698535 -0.000328172 0.0265803 0.00917689 -0.00131544 0.000280128 -0.00361387 0.000556951 -0.0057324 -0.0366211 -0.0701308 0.0157131 0.00733957 0.0031642
internal_weight=78.1467 0.235019 0.109303 77.9117 37.404 36.5798 2.48889 1.51686 1.22386 34.0909 0.972034 0.449945 33.3707 11.0926 22.2782 5.88313 0.461929 4.24124 0.129293 3.25072 16.395 15.843 13.9361 12.931 9.13875 2.04356 1.0826 3.7923 3.27759 7.09518
internal_count=4034 925 69 3109 1813 1797 160 113 105 1637 47 91 1617 542 1075 117 222 83 77 69 958 941 913 884 725 109 74 159 139 616
is_linear=0
shrinkage=0.1


Tree=833
num_leaves=31
num_cat=0
split_feature=6 13 0 5 0 10 2 5 16 13 13 12 0 17 5 6 16 17 5 15 13 18 18 18 16 10 15 5 6 19
split_gain=0.0342943 0.159089 0.237767 0.208037 0.144026 0.0923219 0.192521 0.423692 0.262764 0.103697 0.213307 0.163333 0.255852 0.0999362 0.0929819 0.227695 0.195682 0.124427 0.174844 0.116235 0.0913294 0.0828779 0.666859 0.256979 0.15648 0.308134 0.178462 0.228041 0.156573 0.31607
threshold=16.465384711100004 114.81060446080001 87.278104746850019 26.429668882900003 78.626646483100004 62.025417527550012 154.31016903475003 23.700766800900002 22.494947397000004 117.60660091645001 117.63886241405002 140.52911877810001 85.791387400750025 190.79440939600002 24.218679034200004 16.8053926553 23.344945409400005 188.19076296340003 22.783584484750005 35.098844929350008 117.60122400020002 13.4793103924 13.531614672700002 13.431026577400003 22.624947093000003 62.036171360100006 42.493282152450007 22.127107789600004 14.955349429350003 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=21 3 5 -2 -5 9 13 8 -8 11 -11 12 20 -7 17 -16 19 -12 -19 -17 -3 23 -23 -1 25 -24 27 -27 -26 -30
right_child=1 2 -4 4 -6 6 7 -9 -10 10 14 -13 -14 -15 15 16 -18 18 -20 -21 -22 22 24 -25 28 26 -28 -29 29 -31
leaf_value=0.0057497341544238438 -0.10381939011256199 -0.10666204254974793 0.04522216338783986 -0.10080768521131725 0.096706157286614261 -0.014743696783587321 -0.016209132019836196 0.0050348110887101375 -0.1089064862517839 -0.038992274237950958 -0.0065915305891624809 0.0066765069179961891 0.10242757076537451 0.012205554516567673 -0.10586034700545964 -0.05380139459796382 -0.10295677113523426 0.0039931961658067625 0.055494698280924654 0.050987835392841796 0.10091355406043033 -0.12448489194786255 -0.10620629984013807 0.067392454360103937 -0.0078066769626984091 7.2753364585047034e-05 -0.064079576546361372 0.077274278896394252 0.08150817734413035 0.0059310643622692942
leaf_weight=12.958795629313268 0.33312554773056291 0.096940140821977105 1.0578369442373503 0.054672221779412666 0.11369056898911367 2.7078297724947316 0.48684406024403892 1.3761284177908235 0.82229118340183049 1.5369514943740776 3.3766643366543576 4.9183641191812058 0.41422716155648232 2.7977775414474308 0.26467912829320972 0.13707956424150325 0.14317339612171054 1.9320569083211014 1.0005707204109056 0.46468580371583812 0.027127765119075775 0.42610684243686492 0.27454262069386359 0.71353068465987313 1.1957364969421171 34.925000783115465 0.42753469747549289 0.38685315473594428 0.93626592401415143 1.353014000225812
leaf_count=414 108 92 24 117 18 36 4 27 47 38 60 131 6 31 31 80 15 24 35 38 1 18 44 30 20 2397 38 44 48 18
internal_value=0.000839019 -0.00229724 -0.00111098 -0.0580306 0.0325678 -0.003289 -0.0117558 -0.0337083 -0.074434 0.00155646 -0.00512504 0.0124002 0.0646969 -0.00104893 0.00198699 -0.0261896 0.00211773 0.00649583 0.0215648 0.0271173 -0.0612751 0.00224705 -5.41049e-05 0.00896674 0.00128823 -0.000669732 0.000140978 0.000918522 0.0215217 0.0368405
internal_weight=77.6601 24.0627 23.5612 0.501488 0.168363 22.5034 8.19087 2.68526 1.30914 14.3125 8.85586 5.45666 0.538295 5.50561 7.31891 1.00962 0.744939 6.30929 2.93263 0.601765 0.124068 53.5974 39.9251 13.6723 39.4989 36.0139 35.7394 35.3119 3.48502 2.28928
internal_count=4034 963 720 243 135 696 145 78 51 551 321 230 99 67 283 164 133 119 59 118 93 3071 2627 444 2609 2523 2479 2441 86 66
is_linear=0
shrinkage=0.1


Tree=834
num_leaves=31
num_cat=0
split_feature=3 7 16 7 2 6 2 6 9 18 7 0 13 12 10 9 9 16 14 7 17 6 9 9 12 13 13 17 16 5
split_gain=0.142209 0.299186 0.316574 0.27396 0.205425 0.3923 0.228468 0.285474 0.227395 0.186934 0.32155 0.477901 0.344147 0.503896 0.312538 0.307186 0.25397 0.240832 0.230262 0.365102 0.562587 0.391863 0.373982 0.228738 0.277335 0.481631 0.209074 0.236139 0.344207 0.293309
threshold=93.846007959550022 22.721067571950005 22.794946695500006 22.477322886550002 90.745765132650021 16.575387281250006 93.57193670880001 16.715390552450003 186.16747084260001 13.946975448150001 23.864758692950002 93.55565448145002 109.72404167800001 69.826413229550027 61.950140699950005 29.501628670900001 198.74336288960004 22.654947022900004 195.25924573520004 23.109894804950002 184.37225457675004 16.525386113000007 195.10791980860003 184.85936449530001 121.36065266065002 117.66037007905001 117.54745483760001 190.25644477395002 22.614947116400003 23.545618314050007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 3 -3 4 5 -2 -6 -8 -7 18 11 16 13 -13 -12 -15 -11 -16 23 20 -20 26 -22 -1 -25 -26 -21 -28 -29 -30
right_child=1 2 -4 -5 6 8 7 -9 -10 10 14 12 -14 15 17 -17 -18 -19 19 21 22 -23 -24 24 25 -27 27 28 29 -31
leaf_value=-0.00042652765712644934 -0.0016680390365265167 -0.0020427864076311168 0.00052195876044656259 0.00079326847085545453 0.0017218766679661993 0.00066265501630676698 0.00023360015760350066 -0.0010742891767915154 -0.0010748687531137943 -0.0017362558414275157 -0.0019354392624284101 0.00081258836490440795 0.0020414811252338801 0.0019115807429644566 0.00011928600078627963 -0.0022358967322466238 -0.00025382998977878379 0.0016439088278529417 -0.0016860668567788672 0.00018867132214828251 0.00021862783551895832 -0.00043421045910434572 -0.00066711257008727717 0.00037489720648120178 0.0015439890843085015 -0.00025343633293283078 0.00010927133598896024 0.00030540106476184813 0.0016181301241599672 0.00059992591758545408
leaf_weight=1.0076788397273038 0.86496027600241943 0.56871951574612456 0.27426319406367838 1.4414311319123951 0.30792336585000146 0.81541688129800582 3.1674814966654599 0.80461955439204746 0.44906993545373552 1.171068960079537 0.28216236829757591 0.80109474062919594 0.3351059854030608 0.08046980525023173 35.932690512130307 0.46775204711957485 0.71596939931623627 0.40280074905604024 0.83638900408914096 11.576226063672953 7.1226493042777275 2.5679785883985451 2.4676831427495927 8.9660339413676393 2.166088192723691 0.77938297763466824 3.1582306772470465 3.7423043982125801 2.2073971591889858 2.1443820022977889
leaf_count=35 39 104 31 37 7 50 282 304 51 77 16 4 3 42 2078 121 26 26 97 109 112 37 40 142 74 5 15 28 30 12
internal_value=0.000141053 -9.82966e-05 -0.00120835 2.08943e-05 -0.000152806 -0.000650469 9.47976e-05 -3.1336e-05 4.55907e-05 0.000164452 6.54498e-05 -0.000496144 0.000263029 -0.000178654 0.000120224 -0.00162712 -0.0011738 0.000136187 0.000246081 0.000165149 -0.000143786 0.000291985 -9.28154e-06 0.000470496 0.000546382 0.00106838 0.000373674 0.000564003 0.000741434 0.0011164
internal_weight=97.6254 8.69389 0.842983 7.8509 6.40947 2.12945 4.28002 3.9721 1.26449 88.9315 40.1891 3.57146 1.68442 1.34932 36.6177 0.548222 1.88704 36.3355 48.7424 35.8232 10.4267 25.3965 9.59033 12.9192 11.9115 2.94547 22.8285 11.2523 8.09408 4.35178
internal_count=4034 905 135 770 733 140 593 586 101 3129 2393 273 170 167 2120 163 103 2104 736 480 249 231 152 256 221 79 194 85 70 42
is_linear=0
shrinkage=0.00196078


Tree=835
num_leaves=31
num_cat=0
split_feature=16 16 2 16 16 7 0 3 0 19 2 0 10 0 0 3 3 6 9 13 16 10 13 18 16 6 18 3 9 7
split_gain=0.14063 0.615858 0.3034 0.248631 0.363543 0.538329 0.311193 0.596237 0.581207 0.498168 0.298386 0.366482 0.230231 0.223648 0.473963 0.302458 0.175741 0.468969 0.382697 0.330545 0.301079 0.215372 0.224514 0.199355 0.177277 0.172417 0.214323 0.179764 0.176853 0.414645
threshold=20.404952284350003 19.974953289850003 322.38159739250005 19.644954061550003 19.199955102150003 24.081116689550004 94.047642319350018 84.812788641250009 92.313586825200005 12.851036860900001 130.44142995155002 93.692765846100016 67.940025414550021 90.297243227400017 90.767723400200012 89.695028606150018 92.324340657750014 16.355382140900002 192.31210988165003 115.12515406205002 22.614947116400003 62.837331883000012 117.28936285705002 13.659439901750002 22.624947093000003 16.465384711100004 13.712081531300003 93.281431752200021 186.68586460755003 23.165384528550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -6 8 -8 12 -9 -10 -12 -1 15 -15 -2 18 20 -17 -20 -18 22 -21 -24 -25 26 27 -19 -29 -30
right_child=13 -3 -4 -5 5 -7 7 9 10 -11 11 -13 -14 14 -16 16 17 25 19 21 -22 -23 23 24 -26 -27 -28 28 29 -31
leaf_value=0.000219339432114901 -0.00085237640350827103 -0.0015105116948760915 -0.0019808293005113865 0.000792225594202932 0.00020173472881327868 -0.0017222952439576956 0.00015987629058084277 0.0014098875527479397 0.001859012300093014 -0.00181682840787165 -0.0015291621099358366 0.001575246866455312 -0.0015962702261067812 0.0015500603761876104 0.00011707240260075774 0.0014862157667662637 7.0205784739016901e-05 0.00067385992680469556 -0.00066766108153820832 -6.3659893729231512e-05 -0.0017353238333149622 0.0012340530750634625 0.0012852557832213605 -0.00010019423884952814 0.00095478556909004851 0.00012720890674413585 -0.00027898537814195301 0.00079488083234636943 -0.00081264795367114217 0.00044290153100270334
leaf_weight=1.0074387785020946 0.99124235939234395 0.89442197215976094 0.25810504205253337 2.1913768746890119 1.2668913030865945 1.0007231119670903 25.599853976508602 0.22465492292485478 1.4615305724146312 1.015428291455464 0.26091612199297731 0.33253750982112251 0.36610042176198465 1.5377370873466127 2.0982759821927175 1.251822143793105 0.64911451223724614 7.4884760063141567 1.1198831852525462 3.0284339962527138 0.7838976276179892 1.2040370297618208 1.271698694676161 1.4894308848306539 1.0399673376232383 26.279880568083172 1.6454404837786558 1.5407104834448544 1.5130094251580883 3.0495309286634438
leaf_count=500 22 49 279 30 55 34 1608 39 37 165 33 12 72 43 44 31 32 105 28 28 41 36 19 28 24 487 27 42 52 32
internal_value=0.000192605 9.61237e-05 0.000137198 0.00015294 0.000109883 -0.000647361 0.000166613 9.5555e-05 0.000722884 -0.00123227 0.00138291 0.000210371 -0.00026459 0.000252309 0.000723109 0.00022081 0.000240748 0.000185359 0.000469378 0.000330315 -0.000917469 0.000469434 0.000334632 0.000651962 0.000333563 0.000223425 0.000389371 0.000470283 0.000220502 2.65418e-05
internal_weight=93.8626 35.88 34.9856 34.7275 32.5361 2.26761 30.2685 26.8399 3.42852 1.24008 2.05498 0.593454 1.37354 57.9826 3.63601 54.3466 53.3553 42.9501 10.4053 9.15345 1.43301 8.03357 6.82953 3.8011 2.5294 41.517 15.2372 13.5917 6.10325 4.56254
internal_count=4034 2913 2864 2585 2555 89 2466 1812 654 204 82 45 572 1121 87 1034 1012 818 194 163 73 135 99 71 52 745 258 231 126 84
is_linear=0
shrinkage=0.00196078


Tree=836
num_leaves=31
num_cat=0
split_feature=7 0 5 10 8 5 2 13 0 15 7 10 16 8 8 5 2 17 2 7 18 16 17 7 17 13 17 18 9 15
split_gain=0.0350761 0.129548 0.190165 0.117812 0.144026 0.117939 0.110151 0.124093 0.0971864 0.0874974 0.0743435 0.0778918 0.0733039 0.068063 0.12473 0.14 0.0703977 0.104717 0.0675239 0.0548765 0.195331 0.456231 0.215851 0.247467 0.189648 0.146883 0.125381 0.476742 0.295749 0.276258
threshold=20.861906850000004 76.451683855550016 29.026000224750003 61.622148808000013 8.4434108459500017 30.284449345300001 319.18044405035005 116.35915634395 70.937656230000016 25.621990087700002 19.078733418100004 65.611820673600008 22.764946765650006 9.3427090425500019 8.9430209551500024 20.016397659050003 60.327272492300004 183.19621122360005 116.68694986600001 23.109894804950002 13.314799198000001 22.554947256700004 198.89195247110004 22.996658327800002 193.82841840970002 117.48293184245001 188.10488866565001 13.043896815850003 194.45262321395003 41.800301886400014
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -4 18 10 -3 -12 13 14 16 -16 17 -5 -9 20 26 22 23 24 25 -22 27 28 -18 -28
right_child=3 9 6 12 5 -7 -8 8 -10 -11 11 -13 -14 -15 15 -17 19 -19 -20 -21 21 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=-0.10152069027313813 0.016209047160443808 0.074944398320408986 -0.10253294806865863 0.0084515845047286025 -0.10361834759685301 -0.00066940409487267001 -0.10052949255305364 0.071978524380598222 0.095552540687253371 0.089115208873621912 -0.1012774811069239 0.036367965521932812 0.030519257753540158 0.03488194911600935 0.0096215267751184642 -0.086458108127974942 -0.0048421271100539173 -0.031003233322648656 -0.10050242324303733 0.0030855363790518579 -0.077008845635466658 -0.11057179572937861 -0.078615509363001615 0.098558179028598342 0.062123898524705651 0.0041343272150368236 0.027576060730905266 -0.06061661932911009 0.057679686139483849 -0.016310251561404487
leaf_weight=0.17633118759215338 0.31475216949752294 0.10976660087669643 0.052387362988156383 1.1486777561976844 0.34030646497558337 0.16534610139206052 0.064291322876670165 0.04045667836908251 0.24686761246994138 0.30391466464425321 0.080891856143352925 0.083600509246480215 0.84337253076955576 0.58384041807039366 0.27062785776797582 0.34498644841369241 5.0832226646034524 1.6233747379337726 0.051705796628084499 55.000022363168071 0.39408893400030753 0.54330863041150212 0.33285756593727445 0.26247589517879522 0.28743263201295122 0.51410127431154251 3.9195384562481195 1.3870232401714018 0.88889101955464855 2.2622095723909297
leaf_count=239 27 28 73 24 69 11 40 6 28 41 60 38 15 37 20 26 139 58 36 2546 150 31 27 11 18 2 110 39 23 62
internal_value=0.00106084 0.0179523 -0.0133403 0.000793654 -0.0368975 -0.0699545 0.0207801 0.0407055 0.0628389 0.0521602 0.0112093 -0.0313215 0.00120219 0.000871843 0.000604462 -0.0442209 0.000979156 -0.014654 -0.0247882 0.0015906 -0.00358868 -0.0303049 -0.00595495 0.0106321 -0.00867032 -0.0310759 0.00101684 -0.00780245 0.00446364 0.0115159
internal_weight=77.7207 1.21021 0.63204 76.5105 0.820405 0.505653 0.455709 0.391417 0.33903 0.578174 0.274259 0.164492 75.6901 74.8467 74.2628 0.615614 73.6472 2.77205 0.0921625 70.8752 15.8751 2.33426 1.79096 1.4581 1.19562 0.90819 13.5409 7.35914 5.97211 6.18175
internal_count=4034 589 422 3445 107 80 183 143 70 167 126 98 3338 3323 3286 46 3240 82 42 3158 612 239 208 181 170 152 373 201 162 172
is_linear=0
shrinkage=0.1


Tree=837
num_leaves=31
num_cat=0
split_feature=13 13 13 10 17 16 0 18 7 3 0 2 16 3 16 7 17 13 3 16 18 10 6 2 9 13 18 9 8 10
split_gain=0.121835 0.108616 0.20342 0.0874828 0.214203 0.198171 0.158617 0.343868 0.162339 0.15372 0.206516 0.16001 0.157727 0.184091 0.140437 0.140178 0.232578 0.153147 0.24492 0.133624 0.279951 0.701032 0.515853 0.245088 0.23674 0.510962 0.369331 0.338172 0.329201 0.222035
threshold=98.050756475600011 96.526400715600019 95.986020631400024 61.622148808000013 190.94474013770002 22.764946765650006 85.667718326750006 13.036600629150001 19.872250830650003 95.346167596350014 83.941728207000011 319.18044405035005 23.344945409400005 108.56262776565002 21.094950670800003 20.752538901500003 177.64087306825002 116.35915634395 103.00289635185001 22.624947093000003 13.531614672700002 62.084563606450011 16.425383776450001 137.02423825130003 197.02865361825005 117.45067034490002 13.512826932300003 197.63955579655001 7.6440346712000009 61.977025281250008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 9 6 7 -5 -9 -2 11 12 13 15 -15 17 -17 18 -11 23 21 29 -23 -8 25 26 -25 -26 -28 -21
right_child=3 -3 -4 5 -6 -7 19 8 -10 10 -12 -13 -14 14 -16 16 -18 -19 -20 20 -22 22 -24 24 27 -27 28 -29 -30 -31
leaf_value=-0.0010840118695724002 0.0016935300988016714 -0.0015923510396533369 0.0015193518774516222 6.9989597395777998e-05 -0.0014979351661092179 0.001003852430697469 0.00026244225724734636 0.0017317592460184797 -0.0020245820339402859 0.001360626474518987 -0.0021122506359139426 -0.0019808617789352574 -0.0020185286782651436 -0.0019787019005189426 0.0015066539412109474 -0.0020243424416779552 0.0010561414941755735 0.001663917683630885 -0.0020193544613133735 5.9816875758556959e-05 0.00069904347378821222 -0.0023283541164413539 -9.0247838684587658e-05 -0.0001347998980369766 0.0011228282015190263 5.7830890580548076e-05 -3.7661407554163063e-05 7.4477445673740885e-05 -0.0022278166965496483 0.00059771979644592519
leaf_weight=0.28876499083355511 0.20365156000480045 0.27290925616466666 0.19220010248682229 2.1234491293780589 0.39442775669886021 1.1559946807101358 39.185714738632669 0.048629589146003016 0.48934144255872525 0.21131224116834368 0.17774502202519205 0.13185572157271952 0.1093025046866386 0.18668409930342011 0.058336769230663776 0.16936737385003653 0.21240541126462631 0.63289749377872795 0.13513499011605745 5.3967635137669294 5.9472417016513637 0.67543137748725601 0.95681841298937798 1.0620978811202824 1.2569825574755693 5.9601259023038438 0.35394320582781791 20.099020262307022 1.0366984495194627 6.5084645776078105
leaf_count=987 5 168 31 178 38 15 885 2 176 19 7 39 10 169 3 21 31 40 86 56 94 25 26 38 14 71 100 596 37 67
internal_value=0.000180834 -0.000604308 -4.36728e-05 0.000187072 -0.000166025 0.000197112 0.000186875 -0.000284764 -0.00168503 6.96931e-05 -9.36107e-05 0.000100621 0.000260612 0.000415714 -0.00114888 0.000697363 -0.000310466 0.00109024 4.22332e-05 0.000201068 0.000344446 0.000188666 -0.00101639 0.000160553 2.64338e-05 -0.000252161 -0.00100544 0.000136182 -0.00167038 0.000353883
internal_weight=95.6337 0.753874 0.480965 94.8798 2.62312 92.2567 91.1007 2.66142 0.537971 2.22869 2.02504 1.8473 1.71544 1.60614 0.245021 1.36112 0.381773 0.979345 0.346447 88.4393 19.4847 13.5375 1.63225 68.9546 29.7689 8.41287 2.45274 21.356 1.39064 11.9052
internal_count=4034 1186 1018 2848 468 2380 2365 356 178 430 425 418 379 369 172 197 52 145 105 2009 268 174 51 1741 856 246 175 610 137 123
is_linear=0
shrinkage=0.00196078


Tree=838
num_leaves=31
num_cat=0
split_feature=8 14 12 13 13 9 17 8 2 0 10 5 3 16 15 3 13 10 2 6 3 16 3 10 7 15 13 3 7 7
split_gain=0.0321956 0.099097 0.228519 0.131948 0.171921 0.12329 0.0955719 0.0627267 0.0465197 0.180118 0.0735757 0.0669549 0.112972 0.0878324 0.0746606 0.0702456 0.158141 0.0658658 0.138894 0.0817322 0.145289 0.0895347 0.153409 0.186829 0.0580124 0.171935 0.223057 0.107055 0.0926451 0.0890884
threshold=8.8430989333000021 168.39662374755002 113.54869230380002 113.82394032690001 117.67650082785001 220.36679399970004 189.43751236195004 9.4426310644000022 349.18346353035002 87.350693116400024 67.300172379550006 25.767562150000003 108.47659710545001 21.094950670800003 50.314162856800003 103.00289635185001 116.35915634395 61.622148808000013 122.61368745920002 16.625388449550005 94.972471916200007 22.724946859200003 93.980430866100008 62.046925192600007 22.105125139000005 30.604459195950003 105.33378955095002 93.846007959550022 22.233191240750003 22.407814303000006
decision_type=2 2 2 2 2 2 2 2 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 6 -3 -4 5 -5 7 -2 11 -10 -11 17 14 -14 15 -13 -17 18 -1 21 -21 22 24 -24 25 26 27 -19 -26 -30
right_child=1 2 3 4 -6 -7 -8 -9 9 10 -12 12 13 -15 -16 16 -18 19 -20 20 -22 -23 23 -25 28 -27 -28 -29 29 -31
leaf_value=0.036258344974508916 -0.05744732430156179 -0.10711410333746924 0.052718504716160457 -0.10489629063151128 0.0068065794213444195 -0.0080079436998103815 0.05936366663385978 0.022738109387854196 -0.10203865589202024 0.059394005963955103 -0.10069289026765844 0.092138569076691434 -0.1004911410874359 0.08178614591728417 -0.046432136243385602 -0.10189140170219656 0.069992126442244396 -0.10177410359545432 -0.072575137783436508 0.065543487290009819 0.00029485077855255157 0.03115506888548443 -0.10386136991657008 -0.0082704888078446552 0.033101933961350576 -0.10473955801936048 0.09286494466778579 0.1010646192706965 -0.041596284076989773 0.0014150446935928846
leaf_weight=0.1809104445956099 0.17289919103495721 0.26800782556529146 0.29754960475838732 0.31762293276915421 0.87819457093428355 0.22393081290647388 0.35225924663245678 0.22388236821825558 0.19269527488881877 0.17108222120441496 0.034498514137879965 0.31281258704257098 0.10000275325228358 0.035934995394200087 0.074392493602545073 0.074078004914554185 0.1929460715073219 0.14912370313430656 0.33330023826613342 0.5514088671770867 0.89545979367903783 0.98123864037915964 0.30451332187294511 0.62228786116997981 0.91733083119834091 0.20112506071382086 0.17142942035570741 0.031519528478384018 0.48500835194090441 67.840452989658672
leaf_count=37 13 19 24 37 49 10 16 33 52 25 113 40 176 3 24 69 98 131 46 23 33 21 57 97 25 12 18 1 41 2691
internal_value=0.00111844 -0.00953967 -0.0212331 -0.00783022 -0.02052 -0.0648333 0.0214534 -0.012203 0.00150778 -0.0325776 0.0325298 0.00169011 0.0306445 -0.0523063 0.0478803 0.0599805 0.0223081 0.00137953 -0.0342852 0.00163023 0.0251614 0.00115541 0.000739181 -0.0396782 0.00127587 -0.0309788 0.0111578 -0.0663818 0.00153356 0.00110973
internal_weight=77.5879 2.73435 1.98531 1.7173 1.41975 0.541554 0.749041 0.396782 74.8536 0.398276 0.205581 74.4553 0.790167 0.135938 0.654229 0.579837 0.267024 73.6651 0.514211 73.1509 1.44687 71.704 70.7228 0.926801 69.796 0.553198 0.352073 0.180643 69.2428 68.3255
internal_count=4034 201 139 120 96 47 62 46 3833 190 138 3643 410 179 231 207 167 3233 83 3150 56 3094 3073 154 2919 162 150 132 2757 2732
is_linear=0
shrinkage=0.1


Tree=839
num_leaves=31
num_cat=0
split_feature=17 7 16 8 17 10 17 15 2 4 0 16 14 17 15 4 17 18 0 5 10 17 2 3 5 10 13 15 18 0
split_gain=0.0313322 0.164708 0.0746458 0.110005 0.0358577 0.193424 0.0836522 0.246641 0.124038 0.0933793 0.16773 0.190362 0.0707758 0.0653681 0.198873 0.178831 0.0792272 0.0624726 0.203998 0.211565 0.142563 0.410137 0.176557 0.1217 0.126775 0.111938 0.0859932 0.0657565 0.116968 0.169113
threshold=221.27458857605004 26.637125930550003 17.684958644900004 7.2443465838000014 212.37354083175003 67.074341896550024 208.33805927010005 32.167495462450006 244.78475047185003 377.6847677435 86.756543869550015 22.604947139800004 391.21225757805007 205.32027903760002 35.215351613950006 263.48865013970004 204.49254535040004 15.788786379500001 97.878695155250014 15.363313533450002 75.634392583900009 181.79266834725004 209.01099100540003 78.683104103850013 13.154029769200003 75.499969677400017 98.255079293500017 23.292710050100002 16.587089536200001 102.31465107045001
decision_type=2 2 2 2 2 2 2 2 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 -6 9 -8 -9 13 -11 12 -12 16 15 -15 17 20 -19 23 25 -22 -23 24 26 -1 -20 28 29 -26
right_child=1 2 -4 -5 5 -7 7 8 -10 10 11 -13 -14 14 -16 -17 -18 18 19 -21 21 22 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.0017474511162667546 -0.10212276620457779 0.069097111987121901 0.053751916458223185 -0.10048157795889197 0.093050645663613693 0.00094401748026278767 0.0023589504893245981 -0.11125681091653628 -0.014538716353001033 -0.08271404802507204 0.050561759586639159 0.080937072501762922 -0.092590179397646646 0.019508954869108416 0.077971696498462126 -0.092571252799992176 -0.020563445887755525 0.099512802028514716 -0.10019964637482615 -0.10375819816337471 0.00045356143146945202 -0.10456203101713163 0.052248629207742842 0.069372863555081335 -0.10428516572369897 0.043028324960182662 0.1009314366099323 0.018356986147841373 0.0171603962509983 -0.006907569390124416
leaf_weight=61.896075397214474 0.17739672778407012 0.061587596865251726 0.21296463240287267 0.10096584713028278 0.27067507081664999 1.4459830241308962 1.484963853437079 0.35542560969770409 0.21150533012405504 0.36156984714693763 0.045146860010731871 0.19706863560713828 0.1469694775601198 0.66626288348015694 0.44746950932312757 0.18104211622926414 1.6097022284418461 0.26240814998163786 0.023802792068481238 0.16133017972333608 2.2863124250284268 0.62753170513337853 0.081078666013581824 0.34885301077156317 0.26547703999676764 0.66391697525977988 0.1987654622644186 1.1989311258148516 0.69084284590644529 0.54337746677811083
leaf_count=2115 34 74 33 117 26 119 84 27 27 101 18 18 285 52 11 43 44 10 351 16 78 155 17 16 70 11 8 10 28 36
internal_value=0.00100594 -0.0227136 0.0147998 -0.0362323 0.00117699 0.015467 0.000849719 -0.0190632 -0.0751741 0.00141017 -0.0336754 0.0118836 -0.0589498 0.00177524 0.0240418 -0.00443902 0.00136837 0.00187818 0.0145315 0.00803275 0.0011652 -0.0201484 -0.0866199 0.013548 0.00688136 0.00218554 0.0794213 0.000898666 -0.0130584 -0.0388682
internal_weight=77.2254 0.552915 0.375518 0.162553 76.6725 1.71666 74.9558 2.05189 0.566931 72.9039 0.750755 0.389185 0.192116 72.1532 1.29477 0.847305 70.8584 69.2487 3.69379 3.43138 65.5549 2.99492 0.70861 3.27005 2.9212 62.56 0.222568 2.69863 1.4997 0.808855
internal_count=4034 258 224 191 3776 145 3631 138 54 3493 422 321 303 3071 106 95 2965 2921 545 535 2376 250 172 519 503 2126 359 144 134 106
is_linear=0
shrinkage=0.1


Tree=840
num_leaves=31
num_cat=0
split_feature=5 10 18 13 7 6 10 5 12 7 15 7 19 7 16 5 18 13 16 18 0 18 9 4 5 14 18 9 19 5
split_gain=0.0328891 0.100088 0.125105 0.0864746 0.0915829 0.153633 0.0789053 0.145074 0.0567118 0.0512455 0.140536 0.0832419 0.0634431 0.0607879 0.219703 0.139128 0.125693 0.123766 0.0588632 0.0965738 0.0762499 0.210371 0.0796556 0.192322 0.215794 0.177545 0.176422 0.150598 0.156542 0.327598
threshold=29.996566321350006 60.613977009100005 11.80968402675 121.87049551135001 21.725272673150005 16.585387514950003 57.041016153700006 29.026000224750003 259.15561776220005 21.147833206800005 27.201366220250005 19.716522186550005 11.550931964450003 22.105125139000005 22.744946812400002 19.092410691950004 12.844794714750002 105.94944646285002 22.714946882600003 12.993189857450002 85.667718326750006 13.036600629150001 186.68586460755003 278.29044475435006 22.692834890150003 245.89181903565003 12.909082926650003 185.90443620030001 14.451165964200003 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 2 6 4 5 8 7 -1 -2 10 11 -3 -13 14 15 17 -15 -11 20 -20 21 -18 23 24 25 27 -24 28 29 -22
right_child=3 9 -4 -5 -6 -7 -8 -9 -10 13 -12 12 -14 16 -16 -17 18 -19 19 -21 22 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10174089316354265 0.091710291239678471 0.053000212706480226 -0.10111843802365804 0.097387353897009019 0.099726104545821898 -0.10244453205833859 0.079414483218712417 0.080612242859265215 -0.0088845087316365354 -0.10169284574316201 0.090434209163545387 0.045775192538632062 -0.10154906524733648 0.060099798755232969 0.005528444203168139 -0.10476494597742143 0.0034297365588624659 0.10085755773517552 -0.0070344682842007197 0.049135454253927936 0.0044623229724008555 -0.10230431779892996 -0.051817917981774188 -0.099329655341923978 0.089426616991791497 0.088102583043388694 0.00056757588225670147 0.038274252347662012 0.01888773905793031 -0.093255275867820009
leaf_weight=0.12063309821451085 0.094263412189319662 0.1008190704617381 0.21648997453064567 0.12748235755134374 0.081809334980789572 0.13428399966255711 0.086736556142568588 0.068345063344168011 0.13822007133427405 0.051292121860568751 0.22840589418774471 0.039255174292748052 0.11446170225008245 0.36097653214073844 1.1699181515723465 0.36984905711807414 0.62396153463487181 0.073247525840997696 0.57915487140416988 0.64920692075975239 1.0232617603514311 0.26942511587708395 0.64922169118653883 0.14604437645034796 0.37952201324515034 0.2759203068709154 65.839558591805371 1.0068670561813631 1.293914229609072 0.51612933771684755
leaf_count=84 10 37 185 11 9 100 5 12 37 50 42 36 195 14 12 61 18 3 6 34 162 89 17 525 11 113 2089 34 12 21
internal_value=0.000904719 0.000724886 -0.0442232 0.0247092 0.00405454 -0.0172855 0.000450714 -0.0357918 0.0319029 0.00101691 0.0334876 -0.017613 -0.0639264 0.000808592 -0.0180903 -0.0739816 0.00123587 0.0174364 0.000945801 0.0226521 0.000575601 -0.0284573 0.000940249 0.0136056 0.0172744 0.0106217 5.6064e-05 0.0050546 -0.00675061 -0.0283006
internal_weight=76.8287 76.2526 0.492205 0.576059 0.448577 0.366767 0.275715 0.188978 0.232483 75.7604 0.482942 0.254536 0.153717 75.2775 1.66431 0.494389 73.6132 0.12454 73.2522 1.22836 72.0238 0.893387 71.1304 4.64166 4.49561 4.11609 66.4888 3.84017 2.83331 1.53939
internal_count=4034 3867 286 167 156 147 101 96 47 3581 310 268 231 3271 126 114 3145 53 3131 40 3091 107 2984 878 353 342 2106 229 195 183
is_linear=0
shrinkage=0.1


Tree=841
num_leaves=31
num_cat=0
split_feature=3 6 6 7 15 5 0 4 10 0 9 7 10 10 10 8 13 5 12 14 14 6 0 8 6 2 16 18 0 10
split_gain=0.0315576 0.291189 0.180773 0.174925 0.279828 0.164343 0.151498 0.100545 0.14592 0.0988868 0.0831257 0.0727386 0.0682949 0.0800576 0.068289 0.0884387 0.0620029 0.0612895 0.0972211 0.103855 0.266712 0.14183 0.152082 0.141532 0.28105 0.0721999 0.144256 0.372072 0.220313 0.416596
threshold=81.105404879350019 12.350288562550002 12.165284239900002 25.987500066900001 23.292710050100002 16.078966488550005 95.469836670350006 227.16561897400001 76.279622535200005 99.642323688800005 47.291708985050008 20.873561687950005 75.634392583900009 75.499969677400017 81.479100559500012 7.1444245619500011 99.115385895250014 16.569990495050003 93.660658182900008 162.62753922915002 159.27858171270003 14.785345457250001 92.313586825200005 8.543332867800002 17.180401417350001 132.99388411665004 22.604947139800004 13.036600629150001 94.047642319350018 69.563854125350005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 -3 16 6 10 -8 -9 -1 11 -2 13 17 -11 -16 -5 -7 19 20 21 -19 23 -23 -25 26 27 -20 29 -29
right_child=5 3 -4 4 -6 12 7 8 -10 14 -12 -13 -14 -15 15 -17 -18 18 25 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.10339219804877436 0.10058964923770571 -0.099024374409817192 0.086346596210446921 -0.011308958756675943 0.068270796273704901 0.017401338301272298 0.077328079629753133 -0.018669909812598928 0.070269083636495894 0.0030735009827170239 -0.10175579964445421 -0.10053355430805516 -0.026470640148386688 0.039198902599381628 0.037506792363741326 -0.10130545629205211 -0.10271724461430845 -0.034542696041924323 0.076735204554631412 0.023630899917560396 -0.082416668223229891 0.012933529518770427 0.039291915702628126 -0.11012790390637817 0.0095583476811983929 -0.00154844263634099 -0.0057165324404845732 0.0079056100892841395 -0.006676888206260688 0.064823551001274002
leaf_weight=0.092258366317138463 0.051881518214940026 0.47532229017770056 0.24883912337827485 0.10809246805729344 0.23044654267141595 2.1502680911216876 0.58032159307913367 0.40547301376864198 0.33845290086537716 5.5412131022543463 0.11669309285207419 0.027520801813579965 0.91011249956818474 0.54727314785122771 0.068588161458350672 0.13873419698666112 0.23670907010091469 1.4288726225495327 0.81372089173078777 0.68627355778880872 0.56536273186338792 1.008765201174356 0.85391965648159374 0.35236460017040361 0.44269077803619439 34.347474983898394 7.7578996717347755 7.8541152024408785 6.5432802304567295 1.5376906658566438
leaf_count=39 3 93 16 37 21 31 23 35 24 269 37 76 29 8 566 349 25 55 258 8 16 48 12 12 44 1216 164 288 185 47
internal_value=0.000815423 -0.00551465 0.00287317 -0.0541346 -0.0170426 0.00146744 0.0339828 0.0461302 0.0217933 -0.000683106 -0.0480492 0.0308805 0.000738317 0.00110852 0.000965275 -0.0553824 -0.0740615 0.00079431 0.000238021 -0.0126839 -0.0180412 -0.00913516 0.00452461 -0.0119341 -0.043486 0.00141008 0.00555661 0.0107782 0.00741015 0.0172246
internal_weight=76.4606 7.1402 6.08963 1.05057 0.575248 69.3204 1.52034 1.32425 0.743926 5.84079 0.196095 0.0794023 67.8001 66.89 5.74854 0.207322 0.344802 66.3427 64.1924 5.33825 4.65198 4.08661 2.65774 1.80382 0.795055 58.8542 24.5067 16.7488 15.9351 9.39181
internal_count=4034 1415 1239 176 83 2619 198 82 59 1223 116 79 2421 2392 1184 915 62 2384 2353 195 187 171 116 104 56 2158 942 778 520 335
is_linear=0
shrinkage=0.1


Tree=842
num_leaves=31
num_cat=0
split_feature=18 7 7 7 16 5 2 10 7 6 0 17 16 5 6 6 16 13 13 16 9 18 18 17 17 13 7 6 6 7
split_gain=0.181004 0.33494 0.588982 0.297876 0.296444 0.368471 0.279802 0.279637 0.279396 0.425865 0.312991 0.271322 0.260593 0.253833 0.49315 0.215902 0.43871 0.430636 0.225381 0.188238 0.22581 0.17586 0.484336 0.170653 0.220509 0.165133 0.187463 0.164696 0.248934 0.259281
threshold=13.946975448150001 23.822419043000004 23.699538637550003 23.109894804950002 22.454947490600002 19.925387549600003 103.92649527695001 61.950140699950005 22.835261448650005 16.505385645700006 86.382848189450016 180.29620661735001 22.654947022900004 21.197160116700001 15.51536251395 16.525386113000007 22.614947116400003 117.72489307420001 117.54745483760001 22.624947093000003 205.22231928645002 13.405476405600002 13.142272494650003 199.03437346465003 195.42788627465004 105.33378955095002 22.356277907050004 16.585387514950003 16.645388916850006 21.844899366700002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 11 6 5 -5 21 -3 13 10 -10 -2 -9 14 25 18 -17 -18 23 -20 -21 22 -1 24 -6 26 -8 -15 -29 -30
right_child=1 7 -4 4 15 -7 8 12 9 -11 -12 -13 -14 27 -16 16 17 -19 19 20 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.00021105796223757348 0.0018872577228090147 -0.0019511655991879774 -0.0020220632299304498 0.00036442642931239314 0.00024790511084028338 0.0017198124405965781 -0.0019939996794771948 0.00010901982357236312 -0.0021349805148265831 6.0530679414528081e-05 -0.00057058918672777401 -0.00029207509815765316 0.0017563788848234936 0.00031137964466725629 -0.0022474096711722264 0.0002767494712649141 -0.0022100401285537956 0.00037847105515630884 0.00030524508437278539 0.001104563167847386 0.00036424816374198922 -0.00042967047545493969 0.0014520574231022623 0.00061064538977767568 -0.00046365550498475599 0.0019837628138930645 0.0017792760436352785 -0.002139620187795756 -0.00089428400120559776 0.0011878093937153461
leaf_weight=9.0582991060282456 0.24549433194886194 0.25083618896314774 0.78949672529961379 1.838189398869875 4.7676085753773858 1.3284498861648897 0.12924274819124359 34.796683393445107 0.79512034401022846 2.2664225857151905 1.2885206416249273 2.0849019291479181 0.37314492790028353 6.7083731734724097 0.4850469920784235 2.7425759788166029 0.64370199177938026 0.40104999489267357 6.5315726684057136 3.5903722305083647 2.8347137197852135 1.1546498134257479 1.3953533130697895 2.2936954055912793 2.5808047344326042 0.19469315034803003 0.083215942839160562 0.26864686189219333 0.53470814179490844 0.40344861161429435
leaf_count=266 57 19 39 38 31 85 68 2091 50 32 16 180 26 354 8 18 19 35 71 45 10 39 58 22 29 6 7 18 275 22
internal_value=0.000160308 5.75352e-05 -0.000558368 0.000233228 0.000366151 0.00093303 7.46117e-05 0.000111785 -0.00012115 -0.000527715 -0.00116756 -6.24945e-05 0.000126498 7.96568e-05 -0.000911815 0.000298119 -0.000135139 -0.00121639 0.000370729 0.00053965 0.00077794 0.000296498 0.000376707 0.000143739 -1.99904e-06 0.000679302 -0.000516081 0.000191416 -0.00047544 1.10761e-06
internal_weight=92.859 38.5406 3.11989 54.3185 29.5527 3.16664 24.7657 35.4207 13.1574 4.35006 2.08364 2.3304 35.1698 8.80738 0.892199 26.3861 3.78733 1.04475 22.5988 12.9567 6.42509 11.6083 10.4537 9.64211 7.34841 0.407152 0.212459 7.91518 1.2068 0.938157
internal_count=4034 2412 276 1622 403 123 1219 2136 856 98 66 237 2117 758 89 280 72 54 208 126 55 363 324 82 60 81 75 669 315 297
is_linear=0
shrinkage=0.00196078


Tree=843
num_leaves=31
num_cat=0
split_feature=18 10 16 13 0 4 16 17 9 16 15 2 15 6 16 8 12 7 7 7 17 17 12 10 9 9 6 15 0 18
split_gain=0.0342293 0.161694 0.1516 0.266071 0.139222 0.20295 0.124079 0.244718 0.218578 0.184721 0.32873 0.38976 0.13414 0.119592 0.115017 0.152157 0.112343 0.102478 0.407521 0.240613 0.238487 0.253489 0.254867 0.107955 0.0979845 0.0959398 0.0907291 0.0881654 0.0851609 0.397667
threshold=13.946975448150001 61.950140699950005 22.604947139800004 117.41840884735002 92.313586825200005 227.16561897400001 20.784951395750003 197.20536406400001 188.96048214565005 22.454947490600002 33.423812040500003 133.20345888755003 31.504255087500002 15.710367070250003 20.704951582800003 5.9453602998000008 152.73554204000004 23.822419043000004 23.699538637550003 23.626037400350004 196.80409074510004 194.73806315685002 69.826413229550027 64.730006406800015 70.31345721160001 195.10791980860003 14.905348261050003 33.423812040500003 93.953546284800012 14.382403557200002
decision_type=2 2 2 2 2 2 2 2 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 17 6 26 7 8 14 10 12 -12 -8 -4 15 16 -1 18 19 20 21 22 -3 -22 -18 -10 -6 -11 29 -19
right_child=1 2 13 -5 5 -7 9 -9 25 27 11 -13 -14 -15 -16 -17 24 28 -20 -21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.068762396147489926 -0.099219354513027491 0.018678430437222584 -0.0015019560309533814 -0.08057347800402416 0.034066689647440612 -0.0075115730595783281 0.015612064498344928 0.10192412446773276 -0.11117808991748393 0.03218992524927175 0.096540589882230785 -0.0098917011854499845 -0.047858834304939535 0.075004425303096034 -0.1164628325178325 0.10103493893843181 0.035090309939268781 -0.013685314776543943 -0.098896174935649339 0.097813287422303621 -0.0091380564613564585 0.095846435834216245 -0.10588367134728856 -0.11156913069935184 -0.10039090098767212 -0.037430092039090437 0.10147091920714324 0.00015927387117291048 -0.0019650297135707425 0.04414595221979898
leaf_weight=0.22914077094810525 0.16883656714344653 0.60396058857441948 0.36669436655938525 0.42750216441709099 0.40884785074740537 0.67401478257079361 0.92157426320773017 0.14128759689629067 0.38018132257275283 0.87953030585776915 0.98552609048783757 0.52863187529146671 0.52133816690184176 0.46140847611241043 0.081420429567515384 0.14534510695375502 0.39843325105834992 2.6091656329226707 0.52422263581092909 0.22612560387460678 0.16147754086705379 0.27328453698783051 0.22562954901692933 0.2835939614053018 0.061641300813448652 0.32909770842888975 0.39036899479106069 37.439683623050087 23.325147552283681 2.1845734873113543
leaf_count=368 22 3 27 48 25 56 39 3 18 22 85 16 22 24 5 12 88 44 38 10 10 16 150 43 126 43 15 679 1851 126
internal_value=0.000886052 -0.00161737 -0.00109709 -0.00223068 0.00267671 0.0329047 0.00164209 -0.0243108 -0.0352847 0.00275283 0.0268344 0.0593823 -0.00732058 0.0411264 -0.00301411 0.00805404 -0.0115542 -0.0011296 -0.0214322 0.0014577 -0.012618 0.0123168 -0.0151996 -0.0744058 0.0169384 -0.0769598 0.0669896 0.000894465 0.00052983 0.0126692
internal_weight=76.3577 31.8416 31.6728 30.8447 44.5161 1.47323 43.0428 1.76655 1.62526 41.2763 2.95707 1.51416 1.44291 0.828103 0.915981 0.83456 0.689215 30.4172 2.29829 1.77407 1.54795 1.10287 0.82959 0.445072 0.460075 0.709279 0.799217 38.3192 28.1189 4.79374
internal_count=4034 2412 2390 2339 1622 96 1526 663 660 863 162 101 61 51 599 594 582 2291 270 232 222 169 153 53 214 61 40 701 2021 170
is_linear=0
shrinkage=0.1


Tree=844
num_leaves=31
num_cat=0
split_feature=9 15 9 9 8 7 2 17 7 7 10 17 10 0 6 17 18 13 16 13 5 4 5 8 5 5 12 7 18 6
split_gain=0.0292214 0.123794 0.0631921 0.119002 0.236611 0.138978 0.194483 0.0817154 0.0722808 0.138859 0.0700905 0.0684556 0.156874 0.0635297 0.258729 0.0605459 0.0995029 0.080925 0.0564941 0.0546532 0.274897 0.14531 0.139165 0.19734 0.12156 0.134484 0.0795001 0.0943511 0.283894 0.313948
threshold=219.96883426190004 24.719476717350002 214.31567825310003 211.04147598835002 8.3434888241000014 25.350214218950004 73.245799595050016 199.20888372035003 26.309119595700004 26.726788378400006 80.468240302450013 203.00435256470004 76.279622535200005 95.050437202000012 16.375382608200002 207.44645461240003 15.706391932950002 113.97180552410002 10.424975621900002 103.93041440690001 15.904541771600002 169.88079978325004 16.569990495050003 7.943800736700001 15.120347274900002 13.955288807050001 93.660658182900008 24.384659815400003 14.349498564250002 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 18 3 8 -5 6 -6 -8 19 -10 -11 13 -13 14 -4 17 -17 -3 -2 20 21 -1 23 -21 25 -23 -24 28 -28 -30
right_child=1 15 11 4 5 -7 7 -9 9 10 -12 12 -14 -15 -16 16 -18 -19 -20 22 -22 24 26 -25 -26 -27 27 -29 29 -31
leaf_value=-0.10342363374495894 0.061915420989492098 0.00031900125782908872 0.10099849289320967 -0.096664701268058179 0.01480713118971108 0.02780096758915461 -0.093303946540502877 -0.028430054190277495 0.06908572489495339 -0.10296874316637811 0.0095040057733746346 -0.065837000568777157 0.039916690428402631 0.0085060554450481531 0.0047634317324990703 0.062648505278199124 -0.0055107472824796984 -0.05507696915269035 -0.10122998895608051 -0.016867369103060966 -0.090299887776708068 0.0018717091147821654 -0.01159223619825955 0.046790317366821023 0.062978923211838428 -0.070468936422191361 0.0017239864178768935 -0.0081908395306234446 -0.0023360922548163231 0.076892764304653749
leaf_weight=0.13717876777627624 0.023914864773586841 0.7784188974183055 0.40830348801318794 0.35546243190310578 0.62651508097042119 0.70379438251256932 0.37903021707461448 0.3980841605225578 0.45205138686077262 0.058242516400241473 1.1380830362884067 0.32483400392811734 0.24687024408922298 2.9048836147958355 0.88469552592141554 0.30512999952770747 0.71859558291907888 0.39882120076799765 0.18872907510603909 0.72249260351236388 0.38960309043631003 3.2731460113212174 4.9649387690210451 1.4939442126196807 0.29517386882798735 0.27888042297490745 42.799642585338233 8.2445722498096057 0.93229725742821701 1.0789524927237151
leaf_count=30 63 34 15 85 11 6 36 32 65 34 520 39 39 45 48 17 49 32 73 38 189 480 176 35 18 63 1376 320 33 33
internal_value=0.000806142 -0.0100207 0.00116172 0.000389204 -0.0211947 -0.00846508 -0.0266493 -0.0600717 0.00119149 0.0218697 0.00402833 0.0122924 -0.020171 0.0167135 0.0351526 -0.00298124 0.0148047 -0.0184478 -0.0828819 0.000663939 -0.0101292 -0.0022899 0.00144766 0.0260398 0.0013162 -0.00380798 0.000508218 0.00164058 0.00344942 0.0401669
internal_weight=75.9053 2.41361 73.4917 68.7221 2.46289 2.10742 1.40363 0.777114 66.2592 1.64838 1.19633 4.76959 0.571704 4.19788 1.293 2.20097 1.02373 1.17724 0.212644 64.6108 4.37398 3.98438 60.2368 2.21644 3.8472 3.55203 58.0204 53.0555 44.8109 2.01125
internal_count=4034 268 3766 3580 170 85 79 68 3410 619 554 186 78 108 63 132 66 66 136 2791 780 591 2011 73 561 543 1938 1762 1442 66
is_linear=0
shrinkage=0.1


Tree=845
num_leaves=31
num_cat=0
split_feature=18 0 16 17 9 9 12 5 0 10 5 13 16 7 2 16 13 16 15 9 15 19 15 10 5 9 2 2 4 7
split_gain=0.0738085 0.403577 0.487784 0.319337 0.19589 0.602031 0.299611 0.292639 0.471461 0.259555 0.383474 0.185964 0.172265 0.22544 0.36407 0.314189 0.382695 0.311625 0.334862 0.309048 0.237565 0.232588 0.231824 0.211644 0.476492 0.366177 0.212839 0.329569 0.231353 0.226727
threshold=13.843998451900001 86.692020874450009 22.654947022900004 199.84861692095004 196.26893085885004 194.31002311890003 209.59843599465003 19.426367441400004 93.399723909900004 70.171445662850019 16.632399885950004 117.59047016770002 22.584947186600004 23.032902590750002 130.66814494305004 20.824951302200002 112.56574192190001 22.454947490600002 29.329759478700002 191.98656730705002 40.800303470200006 13.051052998800001 26.912781836550003 62.084563606450011 20.849573174100005 194.45262321395003 199.66651340635002 209.01099100540003 277.43684800215004 23.296055099200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 12 5 6 7 8 -3 -10 -11 -8 13 14 15 16 21 18 -15 -16 -19 22 -1 26 -25 -26 28 -28 -14 -29
right_child=1 2 -4 -5 -6 -7 11 -9 9 10 -12 -13 23 17 19 -17 -18 20 -20 -21 -22 -23 -24 24 25 -27 27 29 -30 -31
leaf_value=-0.0015899443417785959 -0.001758404790502949 -0.0021114270690920705 0.0019799414196994213 0.0013934490320735452 0.00012949969879168317 -0.0015820215317421194 -0.0021430458398152088 0.0016203088063288542 0.0020300115583448326 0.00022937409849254806 -0.0020499486417932004 0.0019926778650336367 0.0001774904296300417 -0.00043009780043736331 0.00014612129639805191 0.00065242846790958514 -0.0016093090400846304 0.00010168596828647177 0.0016473851724213289 -0.0013195686221275792 0.00082620162675695497 0.0013082959606599152 0.0019844348091351779 0.00036255309539958726 -0.00018875119780398914 -0.001579509323011599 -0.0011629403048522499 -0.00078054329222151735 0.00090173214035617951 0.00028521740405408781
leaf_weight=0.29026892664751602 0.45711476250698879 0.37466618358302994 0.52071113977581163 0.82718878590821887 34.516917508041388 1.0744509605829078 0.34179335774126673 0.47065078171272023 0.27354280650615681 3.7432405040602816 0.30706014418137773 0.047625519335269928 19.633206029668152 0.37158194141011147 1.0885978486360275 3.747445578686893 0.60763500659595593 5.1072795875370502 1.512499385513365 1.1243723843217592 2.6390992990345694 0.49186556972563267 0.091832203790545464 2.4717153916135421 1.6438105770066616 1.3062524128035873 1.0808299177806464 0.99021097880131481 1.8560864145401854 3.4112401167076314
leaf_count=134 58 46 35 21 1306 75 447 25 3 468 40 1 303 16 337 79 202 32 85 21 26 30 3 31 38 29 26 41 15 61
internal_value=0.000134502 7.39582e-05 9.40587e-05 0.000185216 7.01947e-05 -0.000238416 2.12973e-05 0.000146244 -1.41329e-06 0.000181422 5.65748e-05 -0.00163725 0.000165011 0.000324399 6.80834e-05 0.000350216 -0.000414176 0.000522469 0.00123766 -0.000598571 0.00034852 0.000416754 -0.000730897 8.1008e-05 -0.00027249 -0.000804562 0.000152068 -0.000192784 0.000240045 4.54492e-05
internal_weight=92.4208 42.1278 41.6707 50.293 41.1499 6.63303 5.55858 5.16916 4.69851 4.32384 4.0503 0.389419 49.4658 17.0725 7.44202 5.22905 1.4816 9.63046 1.88408 2.21297 7.74638 0.873967 0.382101 32.3934 5.42178 2.95006 26.9716 5.48228 21.4893 4.40145
internal_count=4034 2504 2446 1530 2411 1105 1030 582 557 511 508 448 1509 965 806 448 369 159 101 358 58 167 137 544 98 67 446 128 318 102
is_linear=0
shrinkage=0.00196078


Tree=846
num_leaves=31
num_cat=0
split_feature=16 16 15 16 16 7 0 3 0 19 2 0 0 0 3 7 18 10 8 3 6 13 18 6 15 5 15 2 18 15
split_gain=0.119643 0.692519 0.277266 0.305833 0.430175 0.460319 0.327081 0.756669 0.663852 0.58984 0.422518 0.382064 0.236048 0.454749 0.356456 0.208028 0.364682 0.194179 0.16349 0.158414 0.256496 0.321583 0.247198 0.451446 0.175475 0.269898 0.16736 0.657434 0.855322 0.153305
threshold=20.404952284350003 19.974953289850003 38.62622401090001 19.644954061550003 19.199955102150003 24.081116689550004 94.047642319350018 84.812788641250009 92.313586825200005 12.851036860900001 138.63208387490002 93.692765846100016 90.297243227400017 90.767723400200012 89.695028606150018 23.851446749400001 11.862896247150001 67.940025414550021 8.543332867800002 93.281431752200021 16.375382608200002 117.38883580790001 13.276755824150003 16.455384477450004 33.593648142250011 22.327062271350005 41.29990759910001 103.92649527695001 13.131682570750003 36.207782793200003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 15 8 -8 17 -9 -10 -12 14 -14 -2 16 -6 -1 -15 22 21 -21 23 -16 25 -22 27 -26 -29 -24
right_child=12 -3 -4 -5 5 -7 7 9 10 -11 11 -13 13 18 19 -17 -18 -19 -20 20 24 -23 29 -25 26 -27 -28 28 -30 -31
leaf_value=7.9551132745703763e-05 -0.00094688602663609435 -0.0015465013623244324 -0.0017913261780994026 0.0008360947148906687 0.0011085651110862972 -0.0017332510932099878 0.00015063817375786457 0.0013995618573143362 0.0018404598900934538 -0.0018899415959322829 -0.0018799814945321383 0.0015211558798138959 0.0014895944881797678 -0.00039223875874608402 0.0011599958611747355 0.00076520234231089511 -0.0020071722243354866 -0.0016400455493631799 0.00069263904961706349 0.00032330625487983082 0.0018151143332638207 -0.0020457870321402157 -9.2154166392447793e-05 -8.2924957513481963e-05 0.00023439101128928542 -0.00033825745533368922 0.00022991114310535343 7.1597822508998803e-05 -0.0021675811710087055 0.00030053697967757768
leaf_weight=0.77977976913780656 1.0569360712543119 0.99094361462630232 0.29091715768299664 2.2160478286677963 0.23537262901663714 1.0012353705242274 26.314663961288264 0.25454539949077926 1.6663860784756255 1.1861581008433857 0.25741403795336726 0.2506107220397098 1.5795562826097005 1.1671651159413161 3.0750636616721776 0.69714915752410889 0.37379303646957851 0.37334775984891166 0.98456290550529946 0.40995459724217909 0.56213388778269546 0.47613630075557012 4.8238676558248725 1.7703224457800386 6.0933781344210747 0.37178245509858243 13.135615430011965 1.4582946772570724 1.1919218081748111 18.407202736299951
leaf_count=517 22 49 40 29 28 24 1801 44 41 165 34 12 43 24 48 3 54 72 20 12 19 49 97 17 118 51 256 28 50 267
internal_value=0.000157369 7.04919e-05 0.000115129 0.000130705 8.38901e-05 -0.00073293 0.00014453 7.48855e-05 0.000725439 -0.00130875 0.00136322 -0.000202186 0.000214026 0.000690657 0.000180364 3.37737e-05 -0.000803297 -0.000477202 0.000104167 0.000203375 8.53246e-05 -0.000949714 0.000303021 0.000705879 0.000125527 0.000957879 8.99978e-05 -0.000120196 -0.000935462 0.000218996
internal_weight=93.4523 36.8884 35.8974 35.6065 33.3905 2.30755 31.0829 27.7554 3.32754 1.4407 2.17441 0.508025 56.5639 3.73128 52.8326 1.30631 0.609166 1.15313 2.15173 51.7757 23.6992 0.886091 28.0765 4.84539 22.8131 0.933916 21.8792 8.74359 2.65022 23.2311
internal_count=4034 2913 2864 2824 2795 109 2686 2010 676 209 87 46 1121 87 1034 85 82 589 44 1012 583 61 429 65 522 70 452 196 78 364
is_linear=0
shrinkage=0.00196078


Tree=847
num_leaves=31
num_cat=0
split_feature=5 10 17 7 18 6 2 7 19 9 8 15 7 7 16 3 2 4 9 0 17 7 15 7 10 15 7 9 13 5
split_gain=0.0327262 0.0936313 0.113348 0.0816873 0.106765 0.0705802 0.0524134 0.0505995 0.116877 0.0610507 0.188202 0.154507 0.101087 0.0831888 0.0627923 0.140074 0.172512 0.128723 0.0824466 0.0994535 0.289567 0.0819781 0.267232 0.164856 0.108287 0.249398 0.193177 0.2999 0.0955485 0.0841918
threshold=29.996566321350006 60.613977009100005 168.81379805985003 21.725272673150005 11.928667296000002 23.145540791850003 301.32168012610003 21.147833206800005 14.051133688400002 179.18874144770004 7.943800736700001 32.393814985100008 22.671301016600001 21.844899366700002 22.704946905950003 93.980430866100008 149.63420042300001 195.50296729855003 186.68586460755003 85.764502819450016 189.31157886915003 23.051546669900002 40.94720173475001 22.977992916200005 61.987779113750001 38.884669609800007 22.720542346200002 190.73543849905005 117.48293184245001 21.850554661550003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 6 -1 -2 8 -3 10 11 12 13 -9 15 18 -17 -16 -11 20 -20 22 24 -24 -21 26 28 -28 -26 -23
right_child=3 7 -4 -5 -6 -7 -8 9 -10 14 -12 -13 -14 -15 17 16 -18 -19 19 21 -22 29 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.026765012267639221 0.067280786013419178 -0.0057441803434137963 -0.10108819974809607 0.099830084526011789 -0.064683055010256368 -0.1023436828933271 -0.028141037216843558 -0.10152574546798761 0.10078196333728924 0.014658446275565121 -0.10436376745175309 0.10041677950718331 -0.10120679511899706 0.047582543095412384 0.00043354137405242382 -0.10313915085926216 -0.0074733644099553645 0.047003034190493065 0.03088427201695684 -0.02177693875422208 -0.10334236833693083 -0.00025252002463385751 -0.070991891182734773 -0.0142283930480194 -0.0047730391646371899 0.043622735585242552 0.013426754849885956 -0.069064437198533987 0.035484531660157248 0.008551026466939695
leaf_weight=0.20152759929214781 0.20658299859905938 0.26886168563538504 0.19874450329587035 0.1160528167092707 0.14475067236492123 0.05360470712184906 0.079799166880548 0.048585420286371028 0.16694966144859791 4.2098141694557389 0.22262506699189544 0.12911874693236314 0.12135463953677572 0.16276084638718658 1.7416889593005174 0.28553651539914326 0.55464936560179012 0.90038501785602409 0.30921163887251069 1.617477510124443 0.33467696659135981 41.67786549725372 0.93116426945198361 1.1356352315051479 1.2761715548112991 1.4297479968518017 0.84005341492593266 0.92710830440046266 1.0957899773493407 14.692680317722987
leaf_count=120 80 301 162 13 47 4 27 67 9 132 15 4 692 75 23 30 66 39 13 14 47 1639 35 17 30 26 11 31 19 246
internal_value=0.000991396 0.000814871 -0.0444679 0.025359 0.00531279 -0.000361438 0.0406919 0.00108862 0.0350636 0.000890253 -0.0288384 0.00756936 -0.028464 0.0133047 0.00116537 0.000604542 -0.0399853 0.0163038 0.00108843 0.000226359 -0.0388833 0.000610097 -0.00811359 -0.0398023 0.00100011 0.0076157 -0.00482195 -0.0298507 0.013825 0.00204208
internal_weight=76.081 75.5338 0.453877 0.547186 0.431133 0.255132 0.286382 75.0799 0.435811 74.6441 0.684445 0.46182 0.332701 0.211346 73.9597 71.3176 0.840186 2.64207 70.4774 66.2676 0.643889 65.6237 9.25315 2.0668 7.18635 5.56887 4.13912 1.76716 2.37196 56.3705
internal_count=4034 3867 286 167 154 124 107 3581 310 3271 853 838 834 142 2418 2356 96 62 2260 2128 60 2068 183 52 131 117 91 42 49 1885
is_linear=0
shrinkage=0.1


Tree=848
num_leaves=31
num_cat=0
split_feature=3 17 19 17 9 17 18 15 9 9 12 3 6 0 18 13 17 17 2 17 10 5 4 6 4 5 10 10 3 0
split_gain=0.128408 0.173607 0.118191 0.116995 0.428956 0.248025 0.155808 0.174344 0.239105 0.155468 0.182524 0.302616 0.378157 0.196335 0.298912 0.149172 0.328313 0.505603 0.218029 0.187673 0.162679 0.136765 0.136526 0.134746 0.501465 0.366911 0.278816 0.435511 0.256591 0.585684
threshold=76.172084209950015 241.79519611995002 14.651182102100002 205.83789591070004 202.16842692300003 205.32027903760002 15.912798531700002 20.520114807950005 208.27565494345001 208.51380245710001 362.74080173280009 82.69159517635002 15.945372561050002 97.752337623100019 17.138111898250003 103.93041440690001 183.49170501290004 192.20712075930001 130.44142995155002 204.49254535040004 75.408562100950022 23.195398057700004 288.78964636655002 14.845346859150002 273.85977434290004 18.280220412300004 68.910558799650019 70.123053416500014 92.324340657750014 87.638358136350021
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 22 6 15 8 -8 -6 11 13 -13 -11 -15 16 18 -18 -2 20 23 -20 -5 24 -17 -25 28 -28 29 -27
right_child=2 -3 -4 4 9 -7 7 -9 -10 10 -12 12 -14 14 -16 19 17 -19 21 -21 -22 -23 -24 25 -26 26 27 -29 -30 -31
leaf_value=-0.0019728545830978183 0.00036445743862241269 0.00061157819199712435 0.00051516634401605637 -0.0020961187239723084 0.00038964730754428698 0.001282454696736299 0.0016468388441989213 0.00021631976997418532 0.00011569667208370082 0.00071047481194570371 0.0010728997045993179 -0.0021138959618796469 0.00023591684090616723 -0.0020563275702914778 0.00058363446768766787 6.9198038940555936e-05 -0.0020697133555695637 4.4516590484547799e-05 -0.0020157681041254524 -0.0005904572675549442 0.00070708806066443412 0.0010436794337433861 -0.00017360121164786675 0.0010106040779512687 -0.0014731428732776006 0.0017977574118087877 -0.0016191710407834677 0.00035642384278264676 0.00011548542647225718 0.00029971689344910149
leaf_weight=0.25051786717517543 2.7009802929355824 0.16624380743451184 3.2704074576322446 0.50927118904655699 2.8170457324595191 0.74383024084636318 0.94939306212609043 3.0114499433329911 0.6680294192628935 0.92410252708941765 0.35478275656350877 0.68270902748918139 0.42861941549926996 0.31847861350979656 0.34193452913314104 16.74412906977523 0.77405620619128945 0.99244227349299763 0.25268554813192157 1.3061246741199273 2.0275595299899569 0.072234609878364608 0.19693085966355284 2.0256697963923207 0.85169960962593805 1.1204124083742488 0.84575026074889936 0.87063284484065662 40.919773633555906 9.608059734804554
leaf_count=856 119 69 77 43 72 21 39 40 35 11 45 40 20 41 50 384 147 88 119 32 22 20 46 45 122 27 22 28 1174 180
internal_value=0.000144097 -0.000941939 0.000148795 0.00013592 -0.000116251 0.000155088 0.000145307 0.000495201 0.00101445 5.75123e-05 -0.000249192 -0.000423184 -0.00120762 0.000126991 -0.000689465 0.00012534 -0.000210222 -0.000881911 0.000181905 0.000146411 0.000159241 -0.00133561 -0.00156001 0.000144022 -5.45665e-06 0.000191507 0.000160415 -0.000617053 0.000186252 0.000456163
internal_weight=96.746 0.416762 96.3292 93.0588 6.57387 86.4849 85.7411 4.62887 1.61742 5.86767 3.05063 2.69584 1.11133 1.58452 0.660413 81.1122 4.7924 1.7665 3.0259 76.3198 75.0137 0.32492 0.706202 72.9861 17.5958 55.3903 53.3646 1.71638 51.6482 10.7285
internal_count=4034 925 3109 3032 368 2664 2643 114 74 279 207 162 60 102 91 2529 493 235 258 2036 2004 139 89 1982 506 1476 1431 50 1381 207
is_linear=0
shrinkage=0.00196078


Tree=849
num_leaves=31
num_cat=0
split_feature=18 0 16 3 10 16 19 10 5 19 9 17 16 10 7 5 16 2 17 16 3 6 16 15 13 13 9 8 15 18
split_gain=0.154455 0.30586 0.350193 0.327502 0.881289 0.425789 0.397735 0.590409 0.856149 0.72895 0.516152 0.630115 0.391099 0.615831 0.423594 0.30901 0.43697 0.294663 0.230034 0.213063 0.194924 0.313938 0.50392 0.411037 0.29973 0.234177 0.49628 0.366685 0.232432 0.22661
threshold=13.946975448150001 86.756543869550015 22.654947022900004 83.538459487450012 70.206395618550019 19.199955102150003 13.751109481500002 69.563854125350005 19.327153142150006 14.251149826300002 205.22231928645002 204.75389752000004 18.754956142750004 71.397382570300024 24.909276771700004 18.160071980500003 18.684956306450005 231.65109648115003 197.78839148195001 17.974957966700003 92.598563387050021 16.355382140900002 22.614947116400003 42.246988155050012 117.28936285705002 116.86189801435002 200.76482212275002 8.543332867800002 37.606388722050006 13.659439901750002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=20 -2 3 -3 5 15 -7 8 -8 -10 11 -11 13 14 19 -5 18 -12 -17 -6 24 22 23 -22 25 26 27 28 -1 -26
right_child=1 2 -4 4 12 6 7 -9 9 10 17 -13 -14 -15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=0.00014170654755324717 -0.0020681568976996614 0.00021392556861683163 0.0019787111823196309 0.0019758019449818481 -0.00042424318749125964 -0.00090944813761031668 -0.001750352125055207 0.0018006790918159374 0.0013412116612774863 -0.0022461172887504781 -0.00013185671529554525 0.0003033168804018483 -0.0020494411053436331 -0.0020311054583328028 -0.0020253142160539654 -0.0021315036040482969 0.0012729426538739261 0.0012740383367512973 0.00034210079494468627 0.001724709631138093 0.000989284934719609 0.00020995736194304203 -0.0021328307351922322 -0.002241136738828098 0.0013647298526227745 -0.000325584916935271 0.0012848941600667764 -0.00098524801069654129 0.0013457073890281116 0.00044618253528261776
leaf_weight=3.4142472206476651 0.25240318448163535 25.101686595973717 0.37669615959748526 0.67467077946639564 0.26023188707040323 1.851031755679285 0.99808710394427169 0.71459032129496325 1.6015133154578505 0.85064777359366395 1.8538987287320199 0.66341717471368611 1.1076981947408056 0.66088256341311069 0.21986377995563089 0.30141520609913619 0.83179836720228195 0.82967169955372799 0.27771950513124466 0.55717563233338296 0.65085164538709139 38.598652552065232 0.58091428587067639 0.19735140035118093 1.9925561100244511 2.0809761546552181 1.8811699310317633 0.95975827611982811 0.75228179851546872 2.1433749496936798
leaf_count=180 36 1621 25 20 15 36 35 9 36 22 35 29 90 176 66 34 12 46 7 62 129 1117 37 17 29 15 36 22 18 22
internal_value=0.000175577 8.34781e-05 9.71465e-05 7.91371e-05 -0.000158224 8.31412e-05 -9.53288e-05 0.000105283 -7.29532e-05 0.000215743 -0.000213655 -0.00112903 -0.00114304 -0.000551806 0.000390709 0.000884342 0.000362435 0.0003028 -0.000945306 0.00104056 0.000244731 0.000176544 -0.000725907 0.000237663 0.00045112 0.000251984 0.000423503 0.000107402 0.000359093 0.000888709
internal_weight=93.2372 39.9851 39.7327 39.356 14.2543 11.4485 9.36286 7.51183 6.79724 5.79915 4.19764 1.51406 2.80585 1.69815 1.03727 2.0856 1.41093 2.68357 0.579135 0.817408 53.2521 40.0278 1.42912 0.848203 13.2244 9.08843 7.00746 5.12629 4.16653 4.13593
internal_count=4034 2412 2376 2351 730 321 248 212 203 168 132 51 409 319 143 73 53 81 41 77 1622 1300 183 146 322 271 256 220 198 51
is_linear=0
shrinkage=0.00196078


Tree=850
num_leaves=31
num_cat=0
split_feature=8 8 2 17 7 3 16 8 0 17 9 12 0 14 18 19 4 13 12 18 18 7 9 0 3 18 17 6 6 16
split_gain=0.0327861 0.0878078 0.174195 0.122284 0.0637216 0.0514109 0.0369515 0.0989731 0.0610656 0.201028 0.23545 0.204777 0.1546 0.126469 0.101266 0.0981963 0.0903796 0.0810979 0.27769 0.0767803 0.0947172 0.161277 0.39562 0.155367 0.2901 0.182141 0.106739 0.0863709 0.20139 0.135487
threshold=9.5425530862500008 8.9430209551500024 73.245799595050016 205.45998821870003 21.725272673150005 101.90062851840001 22.724946859200003 8.6432548896500023 85.995710218650018 193.10154186985002 204.89606367675003 90.84682862195001 85.925810307250018 156.61564208075004 13.059010054600002 14.551174033150001 162.53166217615004 117.72489307420001 102.93817575330002 13.192618516750001 13.327513832500001 22.938075114600004 189.78071820640002 86.692020874450009 93.281431752200021 13.258241318650002 193.82841840970002 16.565387047600002 16.525386113000007 22.654947022900004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 -4 5 -2 8 -8 9 11 -11 -1 13 -13 16 17 -10 -15 -19 -16 23 22 26 24 -21 -26 -22 28 29 -23
right_child=4 2 3 -5 -6 -7 7 -9 14 10 -12 12 -14 15 19 -17 -18 18 -20 20 21 27 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.10513466030685202 -0.058525502297000487 0.026412570291410739 -0.1037402736311325 -0.011619544904846917 0.050779797855216358 0.024511060369529502 0.027405822085257131 -0.016250530434772391 0.0056322638781495064 -0.10552184622751476 0.048682438781173759 0.10219454005488604 -0.037977803499761362 0.0056808553818264197 -0.017348270818856208 -0.045473689900900602 0.040342332998466679 0.098980864078148476 -0.11272413491573484 0.07988301407508544 -0.010479659081213186 0.0010174234487876986 -0.1115248610266248 -0.0047382228023427472 -0.023030423158666869 0.039638285250157231 0.084068115351204453 0.027273504240633087 -0.034759151458624092 0.02867783121806939
leaf_weight=0.19224318921078243 0.12982706733782734 0.34877319657243688 0.32507686076860409 0.25882924092002213 0.37325284791586455 0.1751580722630024 1.6394424915779375 0.76005892804823805 1.8381934084463858 0.39010657447318031 0.13269693296751939 0.12686856091022392 1.0190300291869778 8.5695605510454644 2.1350867021246804 0.42171430229245821 1.2673954668398435 0.089282150031068208 0.20244996519977576 0.84453591518104021 0.7276620458419234 45.077855163919921 0.43756092786497902 2.1488377340428997 0.90205343905836322 0.95452177035622299 0.14284415946735862 1.2783521497622121 1.5303521424066264 1.8432551929727186
leaf_count=34 47 22 49 19 29 11 42 26 17 63 19 2 26 610 38 24 32 3 77 23 177 2427 13 34 28 13 30 24 22 53
internal_value=0.00118433 0.000987977 -0.0295054 -0.0629057 0.0230728 -0.0108362 0.00136885 0.0135774 0.000963518 -0.0058444 -0.066382 -0.00286456 -0.000979345 0.00302735 0.00220463 0.00167206 0.0197975 0.00391576 -0.0479336 0.00126299 0.001974 0.000704953 -0.0339554 0.0153287 0.0312927 0.00918947 0.00503499 0.00161664 0.000939705 0.00210404
internal_weight=76.2829 75.6046 0.932679 0.583906 0.678238 0.304985 74.672 2.3995 72.2725 11.144 0.522804 10.6211 10.4289 9.40988 61.1285 9.28301 3.10559 8.86129 0.291732 58.0229 55.8878 51.0379 1.30807 4.84995 2.70111 1.85658 0.870506 49.7298 48.4515 46.9211
internal_count=4034 3947 90 68 87 58 3857 68 3789 858 82 776 742 716 2931 714 49 690 80 2882 2844 2746 220 98 64 41 207 2526 2502 2480
is_linear=0
shrinkage=0.1


Tree=851
num_leaves=31
num_cat=0
split_feature=10 0 0 5 3 5 15 9 16 9 13 3 6 6 2 5 15 13 8 15 17 9 5 6 2 18 6 15 18 5
split_gain=0.173909 0.658591 0.513983 0.562279 0.45441 0.264679 0.251736 0.250062 0.234177 0.256248 0.250311 0.211186 0.325636 0.298421 0.499714 0.39835 0.333563 0.288279 0.258546 0.25826 0.272434 0.187746 0.187623 0.278648 0.222326 0.17517 0.423477 0.251595 0.194254 0.675311
threshold=66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 88.931506497100017 20.374719724350005 36.207782793200003 204.27826083785001 20.784951395750003 66.346857137250012 113.13031812925001 93.281431752200021 16.375382608200002 16.455384477450004 131.42729508740004 19.830540377400002 37.870720399650004 117.38883580790001 8.543332867800002 42.246988155050012 203.72643944000004 225.10873817095003 21.269675393700002 15.760368238450001 189.95856246190002 14.030930991100002 15.075352233200002 26.912781836550003 14.382403557200002 18.492557862250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 5 -2 21 -3 -6 9 -1 -11 13 17 14 15 -10 18 -13 -15 22 -21 25 23 -16 -24 27 28 -4 29 -27
right_child=2 6 3 -5 7 -7 -8 -9 11 10 -12 12 -14 16 19 -17 -18 -19 -20 20 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.00078546409967239408 -0.0019179411357365169 0.0019512417279497856 -0.00035924649140526199 -0.0020482709033687822 -0.001363815220286967 0.0018074539160003289 0.00041156132880750218 0.0017483050686385388 0.0001085912561620323 0.00047831575948855472 -0.0015540617553441599 0.00023139742663663351 0.00012518037455471915 -0.00055580774045234176 0.00056094080787334082 0.0016092576740337728 0.00048587013364285937 -0.0020535439804835456 0.00022201959478568699 -0.00076353729541291137 0.00056026648719218115 -0.0011833469719759297 0.00042566662514972024 -0.00033939898192481428 0.0011976826802868764 8.01348479102197e-05 -0.0020751043952676384 0.0010618289189674361 0.00017732435575248839 -0.0021353901335356695
leaf_weight=0.41365031640907446 0.90746183588907914 1.1539910957435484 0.67330533958920513 0.45962006400622968 0.16139174537329382 0.35999882301984953 0.63178262207657088 0.25786621552833822 0.9565745266154474 0.31877055324866865 0.86577484480221756 0.36536537203938024 22.306317626629607 3.6100506905931962 3.1247647963464242 2.3527722386643291 4.5910280337557197 0.50667934246121149 3.015250897500664 1.5165790002793067 0.98644920904189337 0.42140667518924502 4.4808271415531635 2.2902686819434166 2.1092648422345519 3.0697847349793004 0.34206299285869946 1.6597164712584342 26.659234385606055 0.63905835022524105
leaf_count=50 72 29 90 93 56 39 26 15 12 227 332 12 502 46 26 96 38 49 51 31 36 130 35 24 48 68 18 26 1676 81
internal_value=0.000166518 0.000235043 5.95371e-05 0.000105877 -0.00113795 0.000135148 0.00140652 0.000550306 0.000196165 -0.000543167 -0.00100713 0.000218796 7.92277e-05 0.000330217 0.00048794 0.00117549 7.9669e-05 -0.00109621 -0.00020181 0.000331108 -0.000241823 0.000117158 0.000450563 0.000180145 0.000672763 0.000133744 9.43947e-05 0.000651709 0.000118832 -0.000301615
internal_weight=91.2071 55.5962 35.6109 34.2842 1.32672 33.8246 1.78577 0.419258 53.8104 1.5982 1.18455 52.2122 23.1784 29.0338 17.8175 3.30935 11.2163 0.872045 6.6253 14.5082 2.50303 33.4646 12.0051 5.41503 6.59009 33.0432 30.7101 2.33302 30.3681 3.70884
internal_count=4034 1670 2364 2221 143 2128 55 71 1615 609 559 1006 563 443 308 108 135 61 97 200 67 2089 133 50 83 1959 1843 116 1825 149
is_linear=0
shrinkage=0.00196078


Tree=852
num_leaves=31
num_cat=0
split_feature=18 7 7 17 10 16 0 4 16 17 5 16 15 2 9 6 13 9 15 2 10 19 13 9 0 16 5 7 0 6
split_gain=0.0327129 0.13344 0.393637 0.197712 0.157444 0.125979 0.120993 0.196303 0.0972838 0.218342 0.193424 0.173624 0.275284 0.365617 0.155762 0.143802 0.114406 0.112967 0.110518 0.0996549 0.0793299 0.129563 0.406862 0.348767 0.290916 0.246177 0.22923 0.221769 0.202138 0.341806
threshold=13.946975448150001 23.822419043000004 23.699538637550003 180.29620661735001 61.950140699950005 22.644947046300004 92.313586825200005 227.16561897400001 20.784951395750003 197.20536406400001 26.429668882900003 22.454947490600002 33.423812040500003 133.20345888755003 188.96048214565005 15.710367070250003 116.60649449195002 71.898880373250009 31.504255087500002 329.69214983910007 62.052302108850007 14.251149826300002 112.64908412395 205.22231928645002 91.937202686950016 19.644954061550003 19.865285687250005 24.054467534550003 93.953546284800012 14.905348261050003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 -2 -3 20 8 -8 9 10 14 12 18 -14 15 17 19 -1 -10 -12 -6 22 24 -23 -22 26 28 -28 -26 -30
right_child=1 4 -4 -5 5 -7 7 -9 11 -11 16 -13 13 -15 -16 -17 -18 -19 -20 -21 21 23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.023927685934829954 0.098141636954051426 -0.098368599290383982 -0.097767069198412229 -0.012509072080500082 0.055467988273191084 0.062371640112649174 0.065472301185464002 -0.0083518967801137368 0.015731128998373065 0.10179876620312163 0.054781788626002449 0.0011952865155312308 0.095396969869951664 -0.0088112524995112539 -0.089618747452241562 -0.11044458483478958 -0.10027543336839209 0.09552058322196548 -0.042875639961591452 -0.1005203671998858 -0.10742021012276998 -0.086518896700515602 0.09210513592199622 -0.0024685847589058082 0.04581008647853365 0.04756825990348397 0.10211517733446018 -0.10356590889874005 0.00051140371340359511 -0.089875949773815342
leaf_weight=0.21273193893671194 0.18001332544563142 0.15995086837210948 0.5552067744879422 1.5686838413267876 0.25941196520580589 0.33193249325267871 0.78017318199272156 0.66909030358465316 0.92652400396764212 0.13230279088020314 0.3863269359685545 38.235973829006753 0.92117348499596097 0.53062325529754162 0.60261684126726323 0.11138555971228925 0.069240319900927716 0.12611366313433336 0.49295679479837418 0.046266732684216549 0.24748952167284244 0.62004643256477665 0.49396097660064597 2.4226786391809583 0.95346422122839669 1.1101555458444625 0.061340436339377358 0.36054756836438173 22.147209275088915 0.4264287434052666
leaf_count=63 57 19 39 180 21 32 40 56 39 3 180 701 85 16 52 105 147 79 22 34 16 30 20 70 38 25 1 114 1728 22
internal_value=0.00121271 -0.00122839 -0.0244094 -0.00111853 0.00057622 0.0011139 0.00297269 0.0313894 0.00201033 -0.0215256 -0.0320204 0.00297622 0.0266923 0.0573095 -0.0563723 -0.0118732 0.0190697 0.0205293 -0.00462181 0.0381719 0.000415218 -7.99172e-05 0.0022217 -0.0195964 0.000467265 0.00153278 -0.00060119 -0.0736609 0.000708917 -0.00119606
internal_weight=76.142 31.8985 2.3039 1.7487 29.5946 29.4347 44.2435 1.44926 42.7942 1.68698 1.55468 41.1073 2.87128 1.4518 1.05285 0.450231 0.501834 0.338846 1.41948 0.432594 29.1027 28.8433 25.8006 3.04273 25.3066 25.0591 23.949 0.421888 23.5271 22.5736
internal_count=4034 2412 276 237 2136 2117 1622 96 1526 663 660 863 162 101 299 247 361 142 61 214 2085 2064 1964 100 1944 1928 1903 115 1788 1750
is_linear=0
shrinkage=0.1


Tree=853
num_leaves=31
num_cat=0
split_feature=16 16 19 19 16 15 0 3 19 0 9 16 18 17 7 3 6 13 2 2 6 2 10 3 8 16 13 18 16 3
split_gain=0.17117 0.556308 0.267311 0.412204 0.434018 0.479922 0.329599 0.804311 0.672581 0.605646 0.328549 0.318955 0.247363 0.290081 0.229271 0.190304 0.26427 0.349573 0.186228 0.175427 0.598768 0.303454 0.251466 0.597331 0.439513 0.198195 0.408039 0.416854 0.398033 0.195792
threshold=20.404952284350003 19.974953289850003 14.051133688400002 13.751109481500002 19.199955102150003 31.504255087500002 94.047642319350018 84.812788641250009 12.851036860900001 93.692765846100016 193.42660545270004 19.029955499700005 13.603286548350003 171.92791459955001 24.225158517200004 93.281431752200021 16.375382608200002 117.38883580790001 56.478612905150008 151.26092141510003 14.060328517350003 154.31016903475003 71.015621515800021 83.538459487450012 7.943800736700001 15.584963555600002 103.54865335235002 16.049140492450004 17.684958644900004 81.105404879350019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 14 9 19 -9 11 -5 12 13 -1 -6 18 17 -17 -2 22 21 -21 -8 29 -25 26 27 -23 -27 -24
right_child=15 -3 -4 10 5 -7 7 8 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 20 -22 25 23 24 -26 28 -28 -29 -30 -31
leaf_value=-0.00079040608984995745 -0.00061178175048161591 -0.0014586029591033757 -0.0012322866474863117 -0.00014434295026108981 0.00026402322608535237 -0.0021207442438134156 0.0014662584573494101 0.0014410868146456917 -0.0020940446919959451 0.0018858903797652577 0.0015443658629001101 0.0016166412916475807 -0.0016359630456370365 0.0013051568111619111 -0.0013488486018336503 0.00044024618073984907 0.00018315053850278862 -0.0020545331564613494 0.00039508319911776986 -0.0021065382236533209 -0.0020678554527390437 -0.002019438701433791 -5.7564370951561413e-06 0.00095716887429030367 -0.0020540170418189012 -0.0020279494978867763 0.0020392390455904841 0.00048706189771233438 0.00026108240001217615 0.00041323454012227021
leaf_weight=0.55632710650025108 0.72208635322749515 0.85428164582117361 0.53604726671255676 0.64534480734482658 1.3007088071026367 0.65649086789926503 0.63869601750048843 0.25781536477415912 1.0480571039806816 1.178504794859691 1.4123166683129964 0.40745063702343021 0.41013672828375991 0.46728577858766585 0.45822426973609243 0.39678214117884891 22.933049416682479 0.47378875551112287 32.214320262544788 0.22937601696685206 0.55800329145858985 0.29604215171286874 6.0954174665693079 0.25076520392531065 0.7256264672614634 0.40344734012978722 0.54610172286629666 1.8444770048288885 1.0578751173343333 14.460073022612049
leaf_count=348 10 49 31 40 75 28 22 44 163 34 41 12 112 145 8 12 522 49 528 26 65 165 538 17 75 105 7 601 46 116
internal_value=0.000208649 0.000105463 0.00014213 0.00016265 0.000110849 -0.00069011 0.0001724 0.00010694 -0.00139611 0.000788296 0.00101474 8.57538e-05 -0.000349302 0.000166232 -0.00015615 0.000276472 0.000142897 -0.000917482 0.000373009 0.000179353 -0.000154979 8.88671e-05 0.000253777 0.000217811 -0.00128066 0.00021027 0.000526374 0.000140403 -0.000370882 0.000288989
internal_weight=94.0349 37.2949 36.4406 35.9046 33.8469 2.41542 31.4315 28.4118 1.30587 3.01971 2.05766 1.8412 1.43375 1.02361 1.75893 56.74 23.8036 0.870571 32.9364 27.1059 4.93532 4.37732 22.1706 21.5319 0.976392 4.14794 2.68662 2.14052 1.46132 20.5555
internal_count=4034 2913 2864 2833 2752 111 2641 1990 207 651 81 617 605 493 83 1121 583 61 538 1783 1015 950 768 746 92 924 773 766 151 654
is_linear=0
shrinkage=0.00196078


Tree=854
num_leaves=31
num_cat=0
split_feature=16 16 12 16 16 7 0 0 3 16 9 13 9 0 3 6 0 15 2 8 5 0 17 17 3 5 6 6 15 8
split_gain=0.154943 0.577441 0.257894 0.239128 0.381039 0.52846 0.228492 0.404922 0.206153 0.206242 0.420042 0.252708 0.272122 0.195306 0.627553 0.539299 0.476704 0.468001 0.433791 0.370755 0.412697 0.342341 0.203268 0.269508 0.196676 0.395199 0.297368 0.281089 0.184251 0.180916
threshold=20.404952284350003 19.974953289850003 348.45049189470006 19.644954061550003 19.199955102150003 24.081116689550004 90.297243227400017 90.767723400200012 89.695028606150018 22.494947397000004 194.56033515110002 115.68166489510001 197.90890142995002 94.047642319350018 83.538459487450012 14.745344522600002 92.313586825200005 29.329759478700002 138.63208387490002 7.943800736700001 17.089764221050004 93.692765846100016 171.92791459955001 188.64489188380003 81.715684874950014 14.582249945350002 13.65531905435 13.755321390900002 33.928396949100005 8.543332867800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 13 -6 8 -8 -2 10 28 12 -12 16 24 19 22 -17 -18 20 -16 -20 -1 -24 25 -15 -27 -28 -10 -9
right_child=6 -3 -4 -5 5 -7 7 29 9 -11 11 -13 -14 14 15 17 18 -19 21 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=-0.0012611163637071955 -0.00062538455224822869 -0.0014622532209380102 -0.001978694028045745 0.00082508773557649561 0.00020893956722798485 -0.0017237556338551528 0.0015229953929035151 -0.00030370766122865431 0.00019123508539843959 0.0002246139136046836 -0.0013956582266144246 0.00070390006770395879 0.00026665785081213771 0.0002328459376274166 0.0017093237501047969 0.0011995400413245749 0.0018077285827983779 -0.0011830007895413303 -0.0018254796742552281 -0.0020270219019350401 -0.0020073897049447832 0.0013066978715743076 0.00095306409351486349 -0.0020641597240844052 0.00036829232144749882 -0.0015604658834172801 0.00095447731097501691 -0.00098434739494083828 0.0017905701147141969 0.00080961992244236558
leaf_weight=0.50881797354486769 1.0149702327325929 0.86666207702364673 0.21589154840091751 2.0245224388199849 1.2130430175311624 0.98610558372456569 1.5393968624994152 1.1967897918075325 0.35155281639890645 47.27107503649313 0.5744577627629045 2.2524926075711846 1.1105598455760626 6.8081393480576988 0.25501807456566838 0.77539716684259452 1.4315600928530328 0.53614770617423346 0.26831490096719779 1.2067704552318899 0.20899152764422979 0.26832790192202083 0.57741897763116867 0.14176327120367205 15.768049116981272 0.93930804996102812 0.5416072142543269 0.61274696671171114 1.304932825732976 1.0565927112475035
leaf_count=367 22 49 227 30 55 34 43 24 47 808 15 18 42 1104 35 15 41 37 31 221 62 10 174 36 176 155 12 42 82 20
internal_value=0.000219596 0.000118959 0.000157793 0.000170945 0.000130872 -0.000657687 0.000282684 0.000747858 0.000249939 0.000266744 0.000622762 0.000274265 -0.00030006 0.000187087 0.000134045 -0.00071552 0.000645988 0.000225579 0.00124413 -0.00145427 3.53032e-05 -0.000259353 -0.00031269 0.000358317 0.000236748 3.73917e-06 -0.000741267 -7.46773e-05 0.00145115 0.000218323
internal_weight=93.8274 36.1546 35.2879 35.072 33.0475 2.19915 57.6728 3.79278 53.88 52.8651 5.594 3.93751 1.68502 30.8484 27.6522 2.98232 3.1962 1.31154 1.9682 1.67078 0.46401 0.536643 1.228 0.719182 24.6699 8.9018 2.09366 1.15435 1.65649 2.25338
internal_count=4034 2913 2864 2637 2607 89 1121 87 1034 1012 204 75 57 2518 1859 370 659 52 82 318 97 41 577 210 1489 1313 209 54 129 44
is_linear=0
shrinkage=0.00196078


Tree=855
num_leaves=31
num_cat=0
split_feature=18 16 15 13 15 9 16 7 9 9 8 7 2 17 18 7 7 15 16 6 12 3 17 16 16 6 8 18 4 18
split_gain=0.0321713 0.0638107 0.100718 0.0589408 0.0687464 0.0405446 0.0934365 0.0937343 0.0570299 0.106927 0.271937 0.126353 0.190545 0.108579 0.0673873 0.186649 0.158306 0.233602 0.280602 0.269267 0.228445 0.213449 0.128728 0.128755 0.591332 0.0874265 0.194265 0.129258 0.307596 0.162924
threshold=17.138111898250003 17.684958644900004 20.729785921300003 95.862351557400004 20.229639301750002 219.21617201485003 18.794956049200003 26.064266158200002 214.31567825310003 211.04147598835002 8.3434888241000014 25.271514403800001 73.245799595050016 199.20888372035003 15.289002683150001 24.940142267700004 24.384659815400003 28.626568391100005 15.404963976500001 15.51536251395 118.69549532925002 82.409307072650009 205.32027903760002 18.734956189500004 18.684956306450005 14.185331438000002 7.7439566930000003 14.349498564250002 169.14490639835003 13.893471991850001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 8 7 -7 9 14 -11 12 -12 -14 16 -16 25 18 21 22 -20 -18 23 24 -19 26 -1 29 -29 -27
right_child=1 -3 -4 -5 -6 6 -8 -9 -10 10 11 -13 13 -15 15 -17 17 19 20 -21 -22 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=-0.00015913789947787646 -0.10063999253080046 0.1000224298418374 -0.10040622101571753 0.061367117365692364 0.073280047626393216 -0.0014999141583777898 -0.0028890289558669516 -0.10171924589756659 0.012598762013726434 -0.10674008119103873 0.014877301898155147 0.026021860729590198 -0.10567418617664566 -0.026336919603797207 0.070214671610226403 0.0064330751604955647 -0.10833693588512808 -0.10473753671502575 -0.0017641266909514709 0.002557716980586123 0.059524951788755755 -0.00589700451719788 -0.0002369136133427408 -0.1058202007502585 0.10116196235399809 0.0036000951140796123 -0.083659459405114323 -0.0037656353675273634 0.050946646465419909 -0.015827598612522795
leaf_weight=1.0746671091625319 0.058172983943619694 0.096380421106005087 0.069012229606130404 0.22046360868262127 0.037300173047697172 0.16806135819933787 1.9793634546222163 0.20985927266156068 4.5338511439285858 0.31244068032174199 0.62508556889224587 0.75332816364243615 0.30677854418900097 0.39410752791445702 0.48676764118343196 7.988954838598616 0.35242111308616531 0.4729975425589148 2.025748339343409 1.0547502651752436 0.86906266521941677 0.48103204469953198 0.27704615727998305 0.6776794690231327 0.19781740009784698 41.097468437542943 0.37614510493585829 2.3740501007996491 1.8117574892967239 4.8231987219992325
leaf_count=297 581 18 72 28 3 26 73 57 127 64 11 11 33 30 104 482 55 120 31 50 35 3 25 62 6 1343 38 17 48 184
internal_value=0.00148439 0.0272557 0.00903701 0.0329434 -0.0326916 0.00132058 -0.0115884 -0.0571517 0.00173535 0.00101981 -0.0197536 -0.00668281 -0.0252634 -0.0610629 0.0017676 0.0100961 0.000549815 -0.0142729 0.0019152 -0.0367904 0.0166357 -0.0492132 -0.0623219 -0.0750772 -0.0440196 0.00239227 -0.0218079 0.00309298 0.0199157 0.00155954
internal_weight=76.2058 0.481329 0.384949 0.315937 0.0954732 75.7244 2.35728 0.377921 73.3672 68.8333 2.39174 2.0793 1.32597 0.700886 66.4416 8.47572 57.9658 6.40855 3.72826 2.68029 2.89481 0.833453 1.62554 1.34849 0.670815 51.5573 1.45081 50.1065 4.18581 45.9207
internal_count=4034 702 684 612 584 3332 156 83 3176 3049 149 85 74 63 2900 586 2314 387 124 263 66 58 213 188 126 1927 335 1592 65 1527
is_linear=0
shrinkage=0.1


Tree=856
num_leaves=31
num_cat=0
split_feature=17 7 16 8 19 13 5 6 16 3 4 13 5 15 6 14 13 6 0 19 6 9 0 5 10 0 3 6 2 12
split_gain=0.0338308 0.157026 0.0628515 0.0910281 0.0441456 0.0752137 0.037677 0.284079 0.2699 0.124673 0.12353 0.140462 0.28027 0.0709499 0.103833 0.180277 0.613756 0.125289 0.19963 0.0883351 0.0820948 0.108081 0.0767553 0.0758646 0.0705827 0.110178 0.112009 0.144322 0.338333 0.511172
threshold=221.27458857605004 26.637125930550003 17.684958644900004 7.2443465838000014 14.651182102100002 117.61735474900001 23.730745871350006 16.405383309150004 21.094950670800003 93.14163192940002 377.6847677435 117.60660091645001 24.628131835750001 42.713473568600008 16.455384477450004 274.43194657740008 117.64961624655002 16.445384243750002 85.705356740550016 14.351157895250003 16.515385879350003 197.90890142995002 86.692020874450009 22.649179082500002 61.966271448700006 85.812895065800021 93.281431752200021 16.235379337050002 131.42729508740004 101.85466269095001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 3 -3 6 -6 13 8 -8 -9 11 -11 -13 14 17 20 -17 18 -1 -19 21 -16 -15 24 -20 -26 27 -27 29 -29
right_child=1 2 -4 -5 5 -7 7 9 -10 10 -12 12 -14 22 15 16 -18 19 23 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-0.085503739912693083 -0.10216397408118694 0.064546973648232808 0.051464031343145838 -0.10042470947682258 0.040338153638664775 0.0019583428433193801 0.035731228435620745 0.054214828593575029 -0.10507641236480121 0.0095963955809094479 -0.073753946459393649 -0.097321574144229608 0.00085244494975817396 0.028862774351782791 -0.034640649213823739 -0.11133539946881386 0.015610437221438865 0.0073445033279778901 -0.02500505548394695 0.045836594879395752 0.0025988788987639719 -0.0019034651829660442 -0.0014925915353410568 0.028810241858085658 0.050779765217754951 0.0010580243609818278 -0.023464965601538532 -0.043244534178161986 0.0022284425427048292 0.098964772954112712
leaf_weight=0.25792760337230802 0.17188885426003153 0.054893368520595232 0.19816635316237807 0.085609478917376691 0.78270891639112905 1.4688198402291162 0.18678803607011119 0.40854167187353585 0.50192720520112744 4.0591944961083755 0.23632851171470282 0.4046653644327306 1.0333753310078462 1.9471765721682452 1.5905614842195053 0.66141260488075093 0.89785759156802669 1.2488108444958919 0.94178590107458049 1.140857610851526 9.914804532391825 2.7556735202670097 1.4557377999517482 1.0877900098005273 0.47080720379017194 35.631399621130797 1.6422343065496523 0.33994466136209556 3.1344506805762649 0.98556939652189612
leaf_count=100 34 74 33 117 37 37 59 13 56 409 69 35 140 34 35 45 11 7 22 37 169 19 51 31 19 2178 26 14 41 82
internal_value=0.00133505 -0.0243195 0.0151898 -0.0359716 0.00150925 0.0153005 0.00108352 -0.00598696 -0.0668876 0.000841848 -0.00296121 8.21979e-05 -0.0267738 0.00181413 0.00105092 -0.00595429 -0.0382376 0.00341485 0.00221678 0.0257211 -0.00242451 -0.0138841 0.015877 0.00272827 0.0020707 0.00267489 0.00213221 0.00318073 0.0201394 0.0624934
internal_weight=75.6977 0.510558 0.338669 0.140503 75.1872 2.25153 72.9356 6.83082 0.688715 6.14211 5.73356 5.49724 1.43804 66.1048 62.7019 15.8203 1.55927 46.8816 44.4919 2.38967 14.261 4.34624 3.40291 44.234 43.1462 42.2044 41.7336 40.0914 4.45996 1.32551
internal_count=4034 258 224 191 3776 74 3702 781 115 666 653 584 175 2921 2836 279 56 2557 2513 44 223 54 85 2413 2382 2360 2341 2315 137 96
is_linear=0
shrinkage=0.1


Tree=857
num_leaves=31
num_cat=0
split_feature=6 16 15 18 3 5 5 7 3 7 13 17 12 10 0 5 0 13 5 3 15 5 6 16 9 2 5 5 13 3
split_gain=0.124073 0.206917 0.183795 0.193638 0.257179 0.180804 0.27865 0.164025 0.13403 0.530669 0.289425 0.184709 0.249698 0.168989 0.691161 0.560874 0.495273 0.303384 0.411985 0.297892 0.285269 0.263676 0.242575 0.231872 0.27996 0.253492 0.173752 0.224172 0.330696 0.279307
threshold=16.705390318750002 22.724946859200003 32.167495462450006 12.551858988050002 103.48681881535002 22.246947245750004 26.429668882900003 21.725272673150005 93.846007959550022 22.721067571950005 117.63886241405002 188.83172615260003 95.360362796200008 66.590419433100024 91.937202686950016 20.769304081650002 90.407470010750018 113.97180552410002 20.016397659050003 88.931506497100017 36.207782793200003 20.374719724350005 16.235379337050002 22.494947397000004 196.26893085885004 71.340832650850004 20.444185446200006 21.336111252450003 117.63886241405002 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 3 4 -2 -4 -7 -8 13 10 11 12 -10 16 19 21 17 18 -1 -15 -18 -16 -21 24 25 -19 -25 28 -28 -29
right_child=2 -3 5 -5 -6 6 7 -9 9 -11 -12 -13 -14 14 15 -17 20 23 -20 22 -22 -23 -24 26 -26 -27 27 29 -30 -31
leaf_value=-0.0019507043699507928 0.0017379043186296858 0.0008582799715770716 0.001171545411016468 -0.002083899171297714 -0.001364645487516821 -0.00059946219738617819 -0.00012936829791775222 0.0015018712767374076 -0.0021060987187386687 -0.002047342026082919 -0.0011465606313008528 0.0014899511315854064 0.00029425939316082681 -0.0018903410367969841 0.0001474168034894724 -0.0020865983692635549 0.0019236297597498896 0.00037174306811387745 0.00015825048738920649 -0.0013531565686390229 0.00028187421951361247 0.0018644589632062303 0.0020005187415270786 0.00053529912199692812 0.00026078557605783715 0.0018448429423427344 -0.00031764005685824983 0.00076761014054029224 0.00055949984147085922 0.00016848049269784347
leaf_weight=0.57262470967270818 0.17054728823677479 1.7071046722121526 0.46274584706407074 0.35814286165714293 0.25828571511374321 1.8293240817729386 0.46055183434509661 0.48822444980032742 0.17871097203260466 0.51001200471364416 0.61146635041222897 0.45071667694537598 2.4623113520306106 0.9479430445608148 33.734676677515722 0.43075368280619741 1.0626156490980054 0.74886475875973602 0.94194560023606755 0.17156503193109529 0.65942401159554709 0.34739072886441036 0.16048823297023773 5.3402077947976059 2.60267966799438 1.1220354619435964 6.9407911645830591 3.4579295194707838 2.1689382195472717 22.182151700457325
leaf_count=22 23 30 22 98 216 62 27 26 19 97 36 18 290 70 2089 93 29 9 30 51 26 38 3 62 33 78 94 84 12 247
internal_value=0.000167023 0.000182171 -0.000169625 -0.00101961 -0.000130759 3.67764e-05 -0.000152241 0.00071004 0.000169026 -0.000172204 8.60438e-05 0.000329821 0.000131834 0.000186225 8.43441e-05 0.000136817 0.000262513 0.000223928 -0.000639098 -0.0013305 0.00129495 0.000164918 0.000267744 0.00025326 0.000676663 0.00125521 0.000206013 0.000155409 -0.000108802 0.000249282
internal_weight=93.5412 89.5133 4.02782 0.786976 0.428833 3.24085 2.7781 0.948776 87.8062 4.21322 3.70321 3.09174 2.64102 83.593 35.7928 34.5128 47.8002 46.0782 1.51457 1.28 1.72204 34.0821 0.332053 44.5636 4.47358 1.8709 40.09 34.7498 9.10973 25.6401
internal_count=4034 3560 474 337 239 137 115 53 3530 460 363 327 309 3070 2344 2220 726 671 52 124 55 2127 54 619 120 87 499 437 106 331
is_linear=0
shrinkage=0.00196078


Tree=858
num_leaves=31
num_cat=0
split_feature=3 7 16 7 19 6 10 4 10 18 10 0 17 17 6 17 13 9 3 9 6 13 9 13 6 13 19 13 6 9
split_gain=0.129507 0.268328 0.37428 0.190189 0.130933 0.374322 0.276388 0.24534 0.242378 0.248753 0.258729 0.54173 0.231958 0.185064 0.299157 0.225635 0.182728 0.176426 0.26296 0.218161 0.231294 0.21119 0.441476 0.26744 0.353349 0.448642 0.231936 0.378854 0.208109 0.184176
threshold=93.846007959550022 22.721067571950005 22.794946695500006 22.545611589100002 14.351157895250003 16.575387281250006 64.94239459915002 371.57449297710008 62.837331883000012 13.3584252364 62.052302108850007 86.643628628100018 199.59317753375004 192.00947391610003 16.535386346650004 190.38166638035003 117.56896250265002 195.94564826430005 93.394346993650018 197.55459634620004 14.845346859150002 113.97180552410002 194.31002311890003 113.93954402655002 15.760368238450001 111.98772342380001 13.851117550450002 106.92266830605001 16.435384010100005 197.90890142995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 3 -3 -2 5 7 8 17 9 13 -11 -12 -8 15 -15 16 -6 18 21 20 -19 22 23 24 25 26 27 -1 -23 -21
right_child=1 2 -4 -5 6 -7 12 -9 -10 10 11 -13 -14 14 -16 -17 -18 19 -20 29 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00020450814752123747 -5.8584187777085703e-05 -0.002038827954118784 0.00074399399639730839 0.0010921954027252202 0.00024089265152594201 -0.0013261579690771147 0.00029337843558053449 -0.00090447426153010763 0.00094650407727986483 0.00030669243522882294 -0.0015842846642227717 5.0813263993115904e-05 -0.0014060800188302395 0.001406752311841578 0.00019972294259048732 -0.00017801533133036295 0.0010262099157701812 0.00019417109502736958 -0.00067947931874608777 -0.00054025851064673947 0.0014025590738772267 0.00071163333899494543 -0.0013385589023583368 -0.0022676000644480908 0.0019238811320708147 -0.0021791279706031836 0.0011643284749595182 -0.0011902302312295429 2.1386437081900754e-05 0.00021379704011128053
leaf_weight=4.5579470242614679 6.8358436710645929 0.56979553942528571 0.27573887442122214 0.60067154860007566 2.7192794429138392 0.6811147480038916 0.57411447539925464 0.85782046485382935 2.2152915303595355 8.6539376787841302 0.95085863469284859 4.3110186059493572 0.66811298951506615 1.8431031643413009 1.3809344340115783 2.3197907190769911 1.9603289605583993 1.2286473354179173 2.016067490912973 1.2912087104050431 1.2075056275352833 3.0383112356066695 1.0290914035867897 0.18864162266254414 0.3850708846002816 0.34679901227354992 0.71332579420413811 0.89594938707887184 3.7546415813267231 35.053308960783397
leaf_count=705 744 104 31 26 41 24 14 512 78 103 28 116 35 39 9 28 27 32 35 23 17 36 55 3 7 11 22 52 21 1056
internal_value=0.000149396 -8.46395e-05 -0.00113132 3.4368e-05 0.000172242 0.00011876 0.000283182 0.000136159 0.000325785 0.00026882 9.82137e-05 -0.000244661 -0.000620649 0.000501045 0.000889752 0.000322 0.000569869 0.000152183 -1.48453e-05 0.000225083 0.000793122 7.5025e-05 -0.00013846 3.57864e-05 9.87678e-05 -9.12227e-06 0.000112903 -2.46152e-05 0.000330116 0.000187008
internal_weight=93.1243 8.28205 0.845534 7.43652 84.8422 57.2455 27.5968 56.5643 26.3545 24.1393 13.9158 5.26188 1.24223 10.2234 3.22404 6.9994 4.67961 55.7065 16.9258 38.7807 2.43615 14.9098 8.11683 7.08773 6.89909 6.51402 6.16722 5.4539 6.79295 36.3445
internal_count=4034 905 135 770 3129 2611 518 2587 469 391 247 144 49 144 48 96 68 2075 947 1128 49 912 855 800 797 790 779 757 57 1079
is_linear=0
shrinkage=0.00196078


Tree=859
num_leaves=31
num_cat=0
split_feature=13 13 13 12 2 17 15 18 17 18 9 0 6 2 0 6 6 16 16 10 7 18 9 18 16 0 2 16 17 7
split_gain=0.0342275 0.0675514 0.0950704 0.0492559 0.0472686 0.0444651 0.0443922 0.14383 0.0845484 0.0819326 0.0806292 0.0449608 0.197531 0.245951 0.131152 0.0786204 0.223206 0.142622 0.194994 0.147026 0.0685638 0.0808238 0.139606 0.126413 0.178923 0.451629 0.410156 0.384593 0.228522 0.152648
threshold=98.050756475600011 96.526400715600019 95.986020631400024 217.19140783420002 206.07223625840001 241.79519611995002 19.763739472850002 15.788786379500001 163.10708527260002 16.408483343700002 66.346857137250012 98.142164052000012 12.26528657645 200.74412770730004 102.03236296680001 13.78532209185 13.755321390900002 15.629963450350003 18.844955932300003 70.389210771400016 24.384659815400003 15.343833331950004 206.57490536735003 15.078113735950003 18.734956189500004 94.047642319350018 120.31044416595002 18.404956961200003 199.20888372035003 25.454404031550002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 -3 7 8 -2 -9 -10 15 -13 14 -14 16 17 -8 19 -19 -17 23 -23 24 25 -22 -26 -27 -28 -25
right_child=6 5 -4 4 -6 -7 11 9 10 -11 -12 12 13 -15 -16 20 -18 18 -20 -21 21 22 -24 29 26 27 28 -29 -30 -31
leaf_value=-0.1004912330124161 0.00645610989136749 -0.10161016336108941 0.077265764611731763 0.08825415295639627 -0.1001190116508397 0.070662804286889924 0.070632577797992785 0.075462706833080775 0.025526094495510517 0.012790610212920737 -0.10293318716990033 0.0010657659878349763 -0.10236695036474848 0.053220982857467472 0.0008927331217083031 0.0024691466782987333 0.080512100417751309 0.01554794995000989 0.009815590030744897 -0.10260723647320574 0.075949320765647796 0.02178283609969521 -0.016505616263193915 -0.095849451127688778 -0.1043275673499053 0.0047645474861490664 -0.088635721349822449 -0.10519143316951336 0.00296391592988239 -0.01432407233367773
leaf_weight=0.080244989218725915 1.1693730383328778 0.12963235647617921 0.10270439444730073 0.037063719730213052 0.020794651023138044 0.016940430970862508 0.32876944136114516 0.47571771510774841 0.072645136462597182 0.37149276054697111 0.14923796008406498 4.2284142669241183 0.5295873466238844 0.17881745033082552 0.16021390573587269 51.850308170950484 0.45819796621799458 0.16563910623699474 3.6940670211042743 0.28917350561505373 0.77253259212011327 2.2434631442883988 1.6546413912001297 0.37539665307849635 0.53218470420688424 2.1693955596856545 0.30921238253358785 0.3727582170640743 2.2851680811436381 0.5916444143786066
leaf_count=566 34 166 31 8 413 2 17 21 19 27 99 163 90 22 30 1610 12 19 56 124 39 23 71 30 47 55 26 89 101 24
internal_value=0.00147436 -0.0281744 0.00440477 -0.0497803 0.0205517 -0.0816994 0.00162663 0.0154985 -0.00428217 0.0479817 -0.0608753 0.00120236 -0.0078567 -0.0512911 -0.0783838 0.00188048 0.0140352 0.00723266 0.00220867 -0.0595761 0.000930552 -0.00612533 0.00553041 -0.0122584 -0.00719693 0.00898985 -0.0243576 -0.0113584 -0.00795343 -0.0459715
internal_weight=75.8154 0.387381 0.240808 0.138103 0.0578584 0.146573 75.4281 2.23847 1.39126 0.84721 0.221883 73.1896 5.09703 0.868619 0.689801 68.0926 4.93585 4.47765 4.14888 0.454813 63.1567 11.3064 3.8981 7.40829 6.44125 3.31469 3.12657 2.54215 2.59438 0.967041
internal_count=4034 1186 1018 987 421 168 2848 200 152 48 118 2648 305 142 120 2343 228 216 199 143 2115 505 94 411 357 183 174 144 127 54
is_linear=0
shrinkage=0.1


Tree=860
num_leaves=31
num_cat=0
split_feature=0 16 17 0 16 18 0 16 7 16 4 9 14 17 17 9 7 6 15 6 4 4 9 19 10 0 9 17 15 10
split_gain=0.134131 0.186224 0.151631 0.14097 0.275671 0.148211 0.563428 0.413946 0.251582 0.380538 0.421195 0.287351 0.420063 0.452993 0.4982 0.789881 0.23444 0.280069 0.275976 0.222915 0.219547 0.314498 0.396598 0.181463 0.737248 0.743449 0.51908 0.538848 0.471147 0.319774
threshold=85.121961326250016 22.744946812400002 189.50863627480001 85.495657006400009 22.704946905950003 13.893471991850001 86.756543869550015 22.654947022900004 23.109894804950002 22.454947490600002 244.52697497700004 187.94830913940004 195.25924573520004 188.10488866565001 190.38166638035003 193.67618212375001 23.397000037200005 16.315381206250006 23.378903124350003 16.525386113000007 180.93811691895004 168.01744813895002 193.67618212375001 14.251149826300002 66.590419433100024 91.937202686950016 205.22231928645002 204.75389752000004 36.548474543700003 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 -1 4 -2 8 -7 16 11 10 -10 -5 20 -14 -15 -16 17 18 -8 -11 21 22 -13 24 -18 -26 27 -25 29 -27
right_child=1 -3 -4 5 -6 6 7 -9 9 19 -12 12 13 14 15 -17 23 -19 -20 -21 -22 -23 -24 26 25 28 -28 -29 -30 -31
leaf_value=-0.00010039929112356562 -0.0020323949237774225 0.00092713506883755647 -0.0016365534588553025 0.00038236751645623395 0.0010999424704255087 -0.0020729913708786782 0.0012779143771425884 0.0019752693835546719 0.0016187773071063469 0.0003675949609286278 -0.0005386619213128336 -0.00023966354640995503 -0.0014214037457045887 0.00041483748523749112 -5.4183863556999603e-05 -0.0022160491000328638 0.0018557650374298347 0.001402530629709678 -0.0020970208670265476 -0.00016015500786185568 0.0011115090559693655 -0.00065029455263595766 0.0011397274220883409 -0.0022696924453378437 -0.002158854419579366 0.00081745051880816326 0.000175684304608737 6.776452913051349e-05 -0.0020226993157921053 0.00011310542410122398
leaf_weight=3.2361007112713192 0.30110865902315609 1.2426993767730881 0.26746498326383505 7.418992458836331 0.16845577955245972 0.46155695065681257 0.11239860255966405 0.45027083391323586 1.6534968325868278 22.82290815427405 0.44061867079653882 1.5891624037176355 1.3888602234947027 2.8339145720237866 2.0808616264366724 0.94480348883462273 0.95547316850570396 0.15614467614796013 0.54405772294433064 3.5566247866081531 1.0408578789792953 1.4283256691414861 1.6165678980760274 0.82496033608913311 0.54672183338698133 2.706759898843301 3.4861917621456087 0.70168853143695742 0.3803269007257758 29.345341967268268
leaf_count=671 55 26 38 233 4 32 90 33 90 177 14 22 39 30 37 32 29 7 89 34 17 31 31 22 28 46 95 32 78 1872
internal_value=0.00015882 0.000173283 -0.000217671 0.000162869 -0.000908672 0.000168492 8.10698e-05 0.000105795 0.000241329 0.000360308 0.00116483 7.47926e-05 -0.000101779 -0.000414572 -0.000175928 -0.000729255 8.46241e-05 -0.000957748 -0.00151916 0.000296441 0.000297744 0.000114964 0.000455928 0.000106372 0.000157813 0.00010862 -0.000241856 -0.00119533 0.000146843 0.000172586
internal_weight=94.7037 91.2002 3.50357 89.9575 0.469564 89.4879 40.6719 40.2103 48.816 28.4736 2.09412 20.3423 12.9234 7.24844 5.85958 3.02567 39.7601 0.812601 0.656456 26.3795 5.67491 4.63406 3.20573 38.9475 33.9346 32.9792 5.01284 1.52665 32.4324 32.0521
internal_count=4034 3325 709 3299 59 3240 2453 2421 787 315 104 472 239 138 99 69 2388 186 179 211 101 84 53 2202 2053 2024 149 54 1996 1918
is_linear=0
shrinkage=0.00196078


Tree=861
num_leaves=31
num_cat=0
split_feature=5 10 17 13 7 6 0 5 7 19 7 15 16 8 3 9 7 7 10 8 17 19 0 3 18 18 18 3 9 6
split_gain=0.0326213 0.0968035 0.103306 0.0796703 0.0829457 0.129639 0.0723322 0.113063 0.0445812 0.111221 0.0801916 0.17022 0.0858607 0.258039 0.11796 0.453462 0.148966 0.063759 0.0749813 0.121845 0.057657 0.0748907 0.0538184 0.185352 0.102509 0.0527037 0.382021 0.264793 0.21893 0.111392
threshold=29.996566321350006 60.613977009100005 168.81379805985003 121.87049551135001 21.725272673150005 16.585387514950003 76.451683855550016 29.026000224750003 21.147833206800005 14.051133688400002 21.844899366700002 43.216642080150002 22.704946905950003 8.543332867800002 93.846007959550022 187.45330412110005 22.381996090050006 22.356277907050004 65.536543845950021 8.7431769115000026 168.59667799010003 13.451085274650001 85.812895065800021 93.72771580185001 12.909082926650003 13.4793103924 13.531614672700002 92.598563387050021 192.98754432855 16.565387047600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 5 -2 7 -1 9 20 11 -10 14 -14 17 16 -16 18 -12 -20 -3 -22 -19 24 -24 27 -27 28 -26 -28
right_child=3 8 -4 -5 -6 -7 -8 -9 10 -11 12 -13 13 -15 15 -17 -18 22 19 -21 21 -23 23 -25 25 26 29 -29 -30 -31
leaf_value=-0.10161557519699649 0.028731697769760395 -0.10027270327862213 -0.10110455676740822 0.097155307517188705 0.099485716942527946 -0.1019258225132344 0.071595873914749961 0.065990675059109882 -0.093752267783934667 0.10074758435379241 0.063971917035666195 -0.0030771585517214042 0.070422660763743927 -0.0073853805658024956 -0.0262226694053742 -0.10315174492366906 0.030866551450616404 0.014674280785442509 0.057497559783216225 -0.10618316937550286 0.044631244754123001 -0.10207552408076655 -0.030006408200827506 -0.0600525096065605 0.014005501768359739 -0.056327787440262692 0.00085886785567146785 0.0014525094593961128 0.072055396518509715 0.029698825851708521
leaf_weight=0.11109479174729031 0.22084111076023205 0.051239702056192438 0.18962028113071483 0.12178509216755629 0.075970998266711831 0.11573746467581714 0.085075755720026791 0.063111845738603733 0.27347434806722393 0.15711102820932865 0.34610687661915918 0.85211216961033642 0.70640918798744579 1.074592502787709 0.90376991206721802 0.52038900592265225 0.92473812428033852 3.0679549425258292 0.10270058719311237 0.081625574268400669 0.18546362702738861 0.04283175796354044 1.0110618165199401 0.49155537434853513 1.8173874802887469 1.1619753874838341 43.199045399529723 15.300270824576726 1.0111553426831958 1.382104107789927
leaf_count=96 47 172 162 11 9 100 10 18 82 9 14 4 33 24 26 123 25 33 43 3 123 6 14 17 35 15 2512 190 34 44
internal_value=0.00146495 0.0012898 -0.0450088 0.0260859 0.00510613 -0.0161968 -0.00398444 -0.0408949 0.00156816 0.0334276 0.00138075 -0.0251077 0.0017886 0.0234761 0.00124703 -0.0207905 0.00264927 0.00199753 0.0365341 -0.0149856 -0.00440927 0.0171068 0.00172987 0.0011224 0.00158587 0.00208596 0.000277586 0.00664889 0.0347573 0.00175296
internal_weight=75.6483 75.114 0.448903 0.534335 0.41255 0.336579 0.259282 0.174207 74.6651 0.436646 74.2284 1.12559 73.1028 1.781 71.3218 2.3489 1.82851 68.9729 0.530433 0.184326 0.279535 0.228295 68.4425 65.3746 64.883 63.8719 45.7431 18.1288 2.82854 44.5811
internal_count=4034 3867 286 167 156 147 124 114 3581 310 3271 86 3185 57 3128 174 51 2954 60 46 301 129 2894 2861 2844 2830 2571 259 69 2556
is_linear=0
shrinkage=0.1


Tree=862
num_leaves=31
num_cat=0
split_feature=3 17 8 14 2 19 6 8 17 3 3 19 17 9 0 10 6 15 4 3 16 7 12 7 14 15 6 16 6 3
split_gain=0.117744 0.138818 0.0850995 0.15197 0.278551 0.175246 0.380168 0.135531 0.111572 0.0915168 0.122751 0.0843833 0.105078 0.34741 0.177377 0.238646 0.240857 0.182187 0.133604 0.12328 0.23051 0.11353 0.318907 0.270528 0.408691 0.306075 0.602995 0.284295 0.236617 0.290287
threshold=76.172084209950015 241.79519611995002 8.8430989333000021 168.39662374755002 89.995434560150002 14.351157895250003 18.080422446150003 8.7431769115000026 189.43751236195004 93.765354215650021 88.151853639250007 14.651182102100002 205.83789591070004 202.16842692300003 90.111739616350022 67.074341896550024 14.185331438000002 21.092276343250003 288.78964636655002 81.105404879350019 17.684958644900004 24.786990758350004 93.660658182900008 24.225158517200004 170.27070910270004 28.626568391100005 14.955349429350003 15.484963789400002 14.935348962050002 83.538459487450012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 8 -5 -6 -7 11 -4 10 -9 12 21 18 -15 -16 19 -18 -14 20 -17 23 -23 -2 -25 27 -27 -26 29 -24
right_child=2 -3 3 4 5 6 -8 9 -10 -11 -12 -13 13 14 15 16 17 -19 -20 -21 -22 22 28 24 25 26 -28 -29 -30 -31
leaf_value=-0.0019721575435326486 0.00018405579247438361 0.00053249008065674218 -0.00016064469169216444 -0.0021533997147546989 0.0003758638474657459 -0.001715838863176029 0.00079772188001695074 0.00028677784174839852 0.0012116732453673182 9.818532032597852e-05 0.001080420544430735 0.00052192079211630738 -0.0020755700848110329 -0.0010922584222846658 0.0015986733946445979 -0.0018368786126718793 0.00031364081686907337 -0.0020067025004020011 -8.1197434609461973e-05 0.00038995471349530063 0.00074046194408903772 0.0017778464542174968 0.00030120967655369358 -0.0022049075423041299 -0.00011792141932360217 -0.0018249700067592715 -3.0822142897553479e-06 0.0011015415348189293 0.0013783514476004616 -0.00069055823019603386
leaf_weight=0.21084580518038265 52.300450082933821 0.14262781232719135 0.44087466317796442 0.30172609262808725 1.156897197950457 0.60302731723641034 0.37533445924054831 1.4009321453049772 0.4712385106831789 1.3584488932683596 1.6107368404045699 2.4894363347266326 0.43767958366515713 0.45866872882470477 0.41803564131259907 0.28536254115169901 0.20594283193349827 0.35326069904840551 0.18319609194986697 2.9665197906142566 0.25055975891882554 0.55912583596364029 13.028650114237275 0.37963085333467361 2.0170210408541611 0.97321490652393583 2.4738017888739705 1.1564056063170935 0.70519203320145685 1.2429101169473149
leaf_count=856 1689 69 46 14 48 36 40 12 16 25 28 43 43 36 26 75 4 52 46 41 24 16 336 35 32 104 58 40 16 128
internal_value=0.000167948 -0.000961524 0.000172355 -0.000134371 -0.000389902 -0.000140709 -0.000751547 0.000184128 0.000548356 0.000520675 0.000711243 0.000166383 0.000155374 -0.000104714 6.90884e-05 0.000187997 4.28065e-05 -0.00115217 -0.00148711 0.000233598 -0.000631895 0.000174695 0.000323902 0.000135604 -0.000226395 -0.000112943 -0.000517466 0.000326454 0.000269622 0.000214837
internal_weight=90.9578 0.353474 90.6043 3.3491 2.43699 2.13526 0.978362 87.2552 0.912113 4.37012 3.01167 82.8851 80.3956 5.55923 4.93835 4.47968 4.06165 0.559204 0.620876 3.50244 0.535922 74.8364 15.5359 59.3005 7.00007 6.62044 3.44702 3.17343 14.9768 14.2716
internal_count=4034 925 3109 200 138 124 76 2909 62 65 40 2844 2801 347 258 222 196 56 89 140 99 2454 496 1958 269 234 162 72 480 464
is_linear=0
shrinkage=0.00196078


Tree=863
num_leaves=31
num_cat=0
split_feature=10 0 0 5 3 13 5 15 7 5 9 15 18 6 18 2 0 3 13 15 19 15 16 19 7 2 6 2 18 6
split_gain=0.148449 0.547752 0.435846 0.460369 0.39369 0.310157 0.355137 0.450312 0.287064 0.255589 0.223248 0.206408 0.156036 0.432972 0.188632 0.472798 0.298281 0.396638 0.602681 0.24309 0.19679 0.188499 0.156999 0.155898 0.148385 0.147569 0.477911 0.254462 0.166665 0.152265
threshold=66.590419433100024 90.407470010750018 91.937202686950016 20.769304081650002 88.931506497100017 113.97180552410002 20.016397659050003 40.042228346200012 22.747724408400003 20.374719724350005 204.27826083785001 35.965617804200001 14.030930991100002 15.075352233200002 14.266702464150002 73.245799595050016 93.953546284800012 84.812788641250009 109.46594969745001 32.006846505750012 13.451085274650001 26.912781836550003 19.124955277500003 13.051052998800001 22.620600126450004 150.25049527555004 14.060328517350003 154.31016903475003 15.343833331950004 13.65531905435
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 9 -2 6 -1 8 24 12 -6 -3 21 14 15 -14 20 22 -19 -17 -16 23 25 -4 -8 -18 27 -27 -29 -30
right_child=2 11 3 -5 10 -7 7 -9 -10 -11 -12 -13 13 -15 16 19 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 28 29 -31
leaf_value=-0.0019492629043870904 -0.0018278822019894979 0.0019271274717495453 -0.0012065195806364457 -0.0020547860769573739 -0.0012208811931786814 0.00024247031041688388 0.00017063027826459549 -0.0022376041443024266 0.001755522401537406 0.0018340852671850703 0.0017476960260333046 0.00050276906072335725 -0.0017220281608930318 -0.0020582990483117118 0.0016501413177271817 0.0010354032555522071 0.00023421778674285286 -0.0020396730332339881 0.00019409726623673278 -0.00056689818580742503 0.0002016093584503127 0.0009940380601956018 0.0012127955026096605 0.00077167238817192445 -0.0022301453973569306 -0.0020778121279581094 -0.0020706493261014383 -0.0020166620213094883 -0.00011140739861644572 0.00073811929087623648
leaf_weight=0.51948199261823802 0.83374750379971263 0.99206074628818786 0.32847432653034347 0.36759656725246159 0.16487686299296911 52.388270326616293 0.48285294499373754 0.28197987750172604 0.44202239554488187 0.3435981081565832 0.23798152767267311 0.64576966594904661 0.72802979817789237 0.35423872258979727 0.83686256064356956 0.70923644948925335 19.143562596392382 0.79958730108228238 1.1076908428221939 0.74791214475408196 0.63357762951636687 1.5889325965399619 0.5601105437381183 0.28698871575761586 0.12450087815523148 0.20173531677914924 0.45514253832516249 0.12682575388930706 1.7868869963078284 1.4855005266144869
leaf_count=24 72 28 60 93 56 1291 279 6 13 39 15 27 13 21 33 33 689 167 15 10 16 26 12 30 2 30 46 59 801 28
internal_value=0.000186272 0.000248336 8.37595e-05 0.000127111 -0.00105884 0.000214601 -0.000574254 -3.77396e-05 0.00055339 0.000152001 0.000532754 0.00136553 0.000133872 9.64862e-05 0.000122518 -0.000431696 0.000167144 0.000117941 -0.000742365 0.000212988 0.001026 0.000637186 0.000187001 -0.000284094 -0.000321502 0.000162235 -0.000177503 6.17813e-05 0.000188761 0.000274235
internal_weight=89.706 55.8769 33.8291 32.5925 1.23661 54.2391 1.85084 1.33136 1.04938 32.2249 0.402858 1.63783 31.8813 29.6769 29.3227 2.18518 27.1375 25.667 1.90728 1.45715 1.47044 2.2044 23.7598 0.615463 0.607354 23.1997 4.05609 3.60095 3.39921 3.27239
internal_count=4034 1670 2364 2221 143 1615 324 300 294 2128 71 55 2089 1973 1952 56 1896 1847 182 43 49 116 1665 90 281 1653 964 918 888 829
is_linear=0
shrinkage=0.00196078


Tree=864
num_leaves=31
num_cat=0
split_feature=13 13 13 12 2 19 15 17 16 9 3 8 19 15 18 18 15 16 16 5 10 17 17 10 7 13 16 0 5 10
split_gain=0.0325687 0.062548 0.0864828 0.0457579 0.0432603 0.0413308 0.215307 0.25607 0.130047 0.252786 0.198976 0.114112 0.178987 0.0784022 0.165095 0.100434 0.066501 0.0459316 0.203918 0.173985 0.178256 0.269798 0.0714304 0.246878 0.0600286 0.138452 0.448975 0.152046 0.299934 0.226863
threshold=98.050756475600011 96.526400715600019 95.986020631400024 217.19140783420002 206.07223625840001 12.651020723000002 23.735720730600004 183.19621122360005 15.454963859600001 205.67007911670001 82.69159517635002 8.0437227585500022 12.851036860900001 19.763739472850002 15.788786379500001 16.374766214750004 25.020342488900003 18.634956423400002 15.344964116800002 18.613387752550004 71.015621515800021 189.95176274255002 192.00947391610003 75.408562100950022 25.297859295400006 109.46594969745001 19.124955277500003 93.399723909900004 18.160071980500003 69.999384342500022
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -5 8 7 -7 13 10 -10 12 -9 14 -2 -16 -12 18 -8 20 -20 -22 -23 -24 25 26 -19 28 -27 -29
right_child=5 -3 -4 4 -6 6 17 11 9 -11 16 -13 -14 -15 15 -17 -18 24 19 -21 21 22 23 -25 -26 27 -28 29 -30 -31
leaf_value=-0.10045660667614763 -0.0016250300931714146 -0.081269724576262414 0.074183930115282626 0.085904902801983679 -0.10010978141080357 0.0090153481759784725 0.10536502548420468 0.057999164874317027 0.08993000923232114 -0.037423014751338933 -0.00046143607251003044 -0.10869235496690298 -0.082132683833657072 -0.0023995140493423715 0.093953999805974214 0.02192117456791802 0.087532174092130377 -0.00086224420669355763 0.038582843326127762 -0.084588674664017219 -0.10427612411234469 0.020137211554965093 -0.10201958351406225 0.0069984554370511824 0.011383968329122765 -0.066554563795677049 -0.09816402217112416 0.058704848234115287 0.0022001169189636081 -0.0043796304997790062
leaf_weight=0.075111512640403499 1.3491218631520481 0.13803567627843449 0.099301767577799183 0.035207206762606802 0.01938695638865795 0.68948074063200582 0.14613650739192907 0.13710020103769693 0.70272321336960775 0.40048642447800364 0.551078787911365 0.43610344457556494 0.27194438832702872 7.0494967167942377 0.36996145106968459 0.40595669485628605 0.10174358162043973 2.4933650388848032 0.6457731337413869 0.3260143622965187 0.33144883403292658 0.65827250423171779 0.282030625909101 0.78841005170488643 6.5150697188510085 0.64312594570219417 0.58559797296766181 1.1599892866797739 47.226589864997777 1.120911495934706
leaf_count=566 111 168 31 8 413 94 1 25 24 38 135 57 80 156 18 23 22 91 35 297 57 10 60 73 97 24 48 24 1226 22
internal_value=0.00161738 -0.0280984 0.00395094 -0.0498189 0.0198491 0.00176206 0.000797854 -0.0362101 0.00744799 0.0323798 0.0530026 -0.0731055 -0.0351644 0.00267596 0.0195131 0.0562668 0.0132525 0.00170044 -0.0100139 -0.0155751 -0.00726021 -0.0216301 -0.0057842 -0.0217247 0.00232358 0.00121463 -0.0193684 0.00247831 0.0012764 0.027703
internal_weight=75.755 0.367043 0.229007 0.129706 0.0545942 75.3879 64.4574 1.53463 10.9306 1.75603 1.35555 0.845148 0.409045 9.17454 2.12504 0.775918 0.652822 62.9227 3.17809 3.03195 2.70594 2.06016 1.72871 1.07044 59.7446 53.2296 3.07896 50.1506 47.8697 2.2809
internal_count=4034 1186 1018 987 421 2848 2321 256 527 219 181 162 105 308 152 41 157 2065 533 532 235 200 143 133 1532 1435 139 1296 1250 46
is_linear=0
shrinkage=0.1


Tree=865
num_leaves=31
num_cat=0
split_feature=3 17 9 9 10 9 0 6 3 5 17 18 9 9 2 7 14 16 2 15 5 18 9 3 2 17 17 6 0 16
split_gain=0.113529 0.144748 0.101803 0.203856 0.147966 0.119216 0.257984 0.477981 0.200534 0.313492 0.153719 0.117836 0.228306 0.504173 0.417602 0.218759 0.373409 0.337564 0.241752 0.188391 0.210933 0.184914 0.177543 0.270514 0.164912 0.162995 0.342651 0.267214 0.159474 0.15754
threshold=76.172084209950015 241.79519611995002 179.18874144770004 177.77223095870002 72.378669787950017 186.68586460755003 85.732241321850012 16.555386813950005 94.421337999450017 30.284449345300001 187.51563899930002 13.843998451900001 196.26893085885004 194.31002311890003 108.63443756215001 23.109894804950002 195.25924573520004 22.494947397000004 158.13149931390004 37.870720399650004 20.911722254300006 14.030930991100002 193.67618212375001 93.394346993650018 173.34516805710004 188.41589330430003 190.38166638035003 16.535386346650004 86.756543869550015 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 -1 3 4 -2 10 7 -7 -9 -10 -4 15 13 14 -13 16 22 18 -17 20 -19 -15 -8 -24 -21 -18 -27 -28 -14 -30
right_child=2 -3 5 -5 -6 6 11 8 9 -11 -12 12 28 21 -16 17 25 19 -20 24 -22 -23 23 -25 -26 26 27 -29 29 -31
leaf_value=-0.0019720616445411858 0.00011445681648576877 0.00066299988400105253 0.00011822710838515121 -0.002046749565474534 -0.0019792373902416086 -0.0020342046034550424 7.3223615429245272e-05 0.00055819886843199817 -0.001388041644881361 0.0010895751098828873 0.00068893702476419735 0.00032926892920494229 -0.00067259975544737259 -0.0002941374645954914 -0.0011726523666258663 0.0016751729523865385 -0.00062842029976022909 0.00037463313331522835 0.00028992612195832373 0.00088468909604817107 -0.00019095265853474603 -0.0020960192362789497 0.0002622126857672125 0.0014978335442596186 0.0003527462652932659 0.000641626568475031 -0.00094690270873244264 0.00029501249735852528 0.0001851299215978119 0.0011215635909465624
leaf_weight=0.20659360128473636 1.863974326968673 0.13094980240748555 3.2315487448649938 0.2135130539536475 0.13948765351324244 0.55889199174953264 2.3660599291324598 1.1468864757625854 0.66908551966480434 0.27789191249758005 4.137906382791698 3.6103501185425548 0.81580620282329519 0.32492921710945655 0.88651965242752329 1.2676502484828263 2.508520272676833 5.584859059192242 0.78389144223183382 2.9186944589018813 4.6426132600754499 0.67144773194013396 1.5511140457820149 1.2146448232233522 9.645822676480746 1.8654218362644313 1.6504718679352666 1.1168128810822961 32.922522363614917 0.70551253901794453
leaf_count=856 734 69 45 12 204 112 39 27 109 14 100 92 27 18 63 84 44 29 10 21 30 46 30 22 96 19 39 12 988 43
internal_value=0.000185219 -0.000949791 0.00018951 -0.000225416 -3.13131e-05 0.000200074 0.000178013 -0.000423199 6.8086e-06 -0.000660981 0.000438677 0.000198711 0.00012479 -0.000246438 3.31779e-05 0.000278249 6.40791e-05 0.000384053 0.00114587 0.00031548 0.000117894 -0.00150841 0.000467536 0.000804863 0.000476315 -0.000225852 -7.86977e-06 -0.000445694 0.000183995 0.000204776
internal_weight=89.6304 0.337543 89.2929 2.21698 2.00346 87.0759 79.7064 2.65276 2.09386 0.946977 7.36946 77.0537 39.9371 5.49325 4.49687 37.1166 12.273 24.8435 2.05154 22.792 10.2275 0.996377 5.13182 2.76576 12.5645 7.14123 4.63271 2.76728 34.4438 33.628
internal_count=4034 925 3109 950 938 2159 2014 262 150 123 145 1752 1277 219 155 475 205 270 94 176 59 64 91 52 117 114 70 51 1058 1031
is_linear=0
shrinkage=0.00196078


Tree=866
num_leaves=31
num_cat=0
split_feature=18 13 10 13 3 6 16 5 5 6 0 6 7 17 2 5 6 18 8 9 9 2 12 3 3 9 13 8 8 17
split_gain=0.0350648 0.0550613 0.0462264 0.0528341 0.0406874 0.232744 0.220156 0.18509 0.251907 0.161104 0.162609 0.101958 0.0786976 0.0713022 0.191228 0.0737042 0.121998 0.0621319 0.0393586 0.0327318 0.186103 0.113361 0.100828 0.123933 0.225769 0.182029 0.159326 0.105446 0.100118 0.0999848
threshold=17.138111898250003 98.618021141100016 82.457699319000014 95.862351557400004 81.715684874950014 12.26528657645 14.934965075550002 15.904541771600002 14.711207928400002 13.65531905435 102.03236296680001 12.05528166975 22.575645983950004 200.93854407600003 82.82761181390002 13.154029769200003 5.3251244207000008 13.314799198000001 7.1444245619500011 186.68586460755003 186.14781787895004 56.478612905150008 94.328280857900012 93.181958801350021 93.337889372900023 185.90443620030001 113.97180552410002 8.1436447804000007 7.7439566930000003 190.38166638035003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 -2 18 5 11 -7 8 12 10 -8 13 17 15 -15 16 -1 -6 -4 20 21 -9 -23 26 -25 29 27 28 -24 -26
right_child=1 -3 3 -5 7 6 9 19 -10 -11 -12 -13 -14 14 -16 -17 -18 -19 -20 -21 -22 22 23 24 25 -27 -28 -29 -30 -31
leaf_value=-0.1008471222049145 -0.10097148511633652 0.064418603688637985 0.039224516978814933 0.075113026709756947 -0.053918910273625088 -0.10290714625015146 -0.1019244813499024 0.092292892427922921 0.092894099989211457 0.019636603276123543 0.031591651700781952 0.069492398355033805 -0.10131719508607043 0.0055407053527337779 -0.1029702567202375 0.0015610729310680642 0.07962390530430824 0.049780374547773662 -0.10055305690733943 0.0009240407878309192 0.085462530136375808 -0.073262690770144537 -0.057042101879266199 -0.11218685884984381 -0.0030218706447935908 0.091106277773651351 0.10125779906252251 -0.11499790810006516 0.10126620437923287 0.068091636554740431
leaf_weight=0.043979380301876314 0.041976886096562249 0.22371142759220675 0.035784219141532958 0.079151616781018674 0.093989535089348375 0.41964922866509347 0.30413441569544375 0.14420998585410316 0.51047671919877757 0.54861943479045294 0.13029603753238916 0.22095358325168479 0.086221372206409796 0.51901936531066883 0.23636949791159623 5.0382600675100093 0.252579372414516 0.14996745425014524 0.046093289679674854 60.080698233686917 0.29899524757638563 0.17034618659590695 0.070013875646566137 0.17280812188982952 4.7172170959498771 0.22930876398459066 0.28688384825363755 0.067938156425952911 0.093030433170497417 0.20635967039908099
leaf_count=169 15 62 408 13 14 84 63 15 16 33 7 15 103 2 125 166 98 34 204 1565 27 31 116 3 607 8 9 1 3 18
internal_value=0.00161511 0.0301999 -0.00750891 0.0168548 0.00145267 -0.00542683 -0.0422716 0.00224028 0.0488693 -0.0163872 -0.0618798 0.00276218 -0.0191959 0.000341197 -0.0284136 0.00441276 0.0528602 0.00982806 -0.0394639 0.00165116 0.00841665 0.00467583 0.00257483 0.00478558 0.000244328 0.00401484 0.0514874 -0.0103283 0.033286 -4.1322e-05
internal_weight=75.519 0.426717 0.203006 0.161029 75.0923 7.71386 1.4027 67.3785 0.840655 0.98305 0.43443 6.31116 0.330178 6.09021 0.755389 5.33482 0.296559 0.243957 0.0818775 66.5378 6.45711 6.15812 6.01391 5.84356 5.32569 5.15289 0.517866 0.230982 0.163044 4.92358
internal_count=4034 702 640 625 3332 762 187 2570 167 103 70 575 151 560 127 433 267 48 612 2403 838 811 796 765 636 633 129 120 119 625
is_linear=0
shrinkage=0.1


Tree=867
num_leaves=31
num_cat=0
split_feature=18 16 15 6 15 0 17 5 5 6 16 12 6 4 7 5 6 9 7 7 18 15 2 6 13 9 9 13 7 3
split_gain=0.0300858 0.0519689 0.0920276 0.0475669 0.0679836 0.033842 0.215365 0.162311 0.22574 0.160324 0.225426 0.135642 0.129203 0.127265 0.0715055 0.0507087 0.121904 0.0717975 0.0450896 0.0304955 0.14834 0.245322 0.182713 0.145904 0.167008 0.278947 0.166029 0.139017 0.120159 0.117945
threshold=17.138111898250003 17.684958644900004 20.729785921300003 12.165284239900002 20.123524217100002 97.878695155250014 205.10400128480003 15.904541771600002 14.711207928400002 12.26528657645 14.934965075550002 222.91560472515002 13.65531905435 178.59129095495004 22.575645983950004 13.154029769200003 11.075258771650001 29.501628670900001 21.725272673150005 23.109894804950002 13.455547561900003 31.385732506450001 74.580378076100018 15.365359009150003 113.97180552410002 197.90890142995002 188.96048214565005 113.93954402655002 23.150522195450005 93.281431752200021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 3 4 -2 7 9 8 14 15 -11 -8 13 -12 18 16 17 -7 -1 20 23 22 -22 -9 25 26 27 -25 -21 -26
right_child=1 -3 -4 -5 -6 6 11 19 -10 10 12 -13 -14 -15 -16 -17 -18 -19 -20 28 21 -23 -24 24 29 -27 -28 -29 -30 -31
leaf_value=-0.026472727475384428 -0.10032692414867724 0.099859940173610134 -0.10035911548388782 0.068327410392529098 0.069101188166800817 0.078190174585732977 -0.10256271384635274 0.073554613004825728 0.091086045958515799 -0.10262614303502784 0.025122914203827645 0.022130370680393318 0.036573018538666943 -0.10209069280704362 -0.10119159642825307 0.0034565239860171616 0.095041611663211845 -0.10060713782552876 0.062353261905369987 0.032299479398478506 0.060971381700130514 -0.072445814944901418 -0.10313321147007243 0.031998659898697761 0.016111775849731523 0.093368098581254944 -0.10329782073906846 -0.11091072329762695 0.0019826572327439006 -0.003401160590037049
leaf_weight=0.14281086020491685 0.050105259859221429 0.081775049256975763 0.060686332252316788 0.16755863338767085 0.044909989603183931 0.033565173210859167 0.34605577856336811 0.2678569495174149 0.47061379945807857 0.34819127654554882 0.1332734627649188 0.1166442622136401 0.36805304419249296 0.19183224614243954 0.078108231723035715 5.7965176370246922 0.18438731615333381 0.067874426944982247 0.095271279984444845 1.3453478340525169 0.31305784379492141 0.71376239424171217 0.086618732358090256 0.23061676477675774 4.1363381803967085 0.13009044574573636 0.46168799232691526 0.096572662554535782 46.27924503853319 12.335843372156431
leaf_count=24 578 18 72 26 8 72 104 108 16 80 12 36 13 34 103 190 21 200 24 23 15 31 100 177 62 4 11 9 1168 695
internal_value=0.00146096 0.0286417 0.0106256 0.0362765 -0.0202449 0.00131372 -0.00501737 0.00202862 0.0471812 -0.000723319 -0.0369797 -0.0711282 -0.00400378 -0.0499409 -0.0181663 0.00548408 0.0466026 -0.0414452 0.009072 0.00149356 -0.00191993 -0.0373211 0.0254063 0.000312198 -0.000815876 -0.0423046 -0.0646778 -0.0101822 0.00283908 0.00149874
internal_weight=75.1753 0.405035 0.32326 0.262574 0.0950152 74.7702 7.58639 67.1838 0.786804 7.12369 1.04135 0.4627 0.693159 0.325106 0.31619 6.08234 0.285827 0.10144 0.238082 66.397 18.7724 1.11344 0.399677 17.659 17.3911 0.918968 0.788877 0.327189 47.6246 16.4722
internal_count=4034 702 684 612 586 3332 762 2570 167 622 139 140 59 46 151 483 293 272 48 2403 1212 146 115 1066 958 201 197 186 1191 757
is_linear=0
shrinkage=0.1


Tree=868
num_leaves=31
num_cat=0
split_feature=15 13 16 19 2 4 19 2 8 19 16 13 13 13 19 17 18 19 10 0 0 2 7 18 18 15 17 5 12 18
split_gain=0.0294899 0.0618356 0.247013 0.0505572 0.10853 0.0548023 0.290088 0.0883481 0.157929 0.220301 0.07838 0.122162 0.133295 0.0668512 0.100928 0.0598612 0.415611 0.140085 0.254749 0.202004 0.180828 0.0989095 0.12372 0.117516 0.134342 0.171547 0.0976243 0.0612888 0.0584689 0.0433367
threshold=46.683480308100009 117.61735474900001 22.534947303500005 14.651182102100002 173.34516805710004 372.47712237630009 14.351157895250003 237.82463207520001 8.543332867800002 14.151141757350002 22.674946976100003 116.53390612245002 112.36141910395001 116.53390612245002 11.550931964450003 203.48482458890001 14.329845562450002 14.351157895250003 66.964115113200009 94.940210418650011 95.050437202000012 198.51835910855002 26.257306519650005 15.868316629550002 17.138111898250003 17.724072364450006 202.84545261905001 18.160071980500003 320.0928336514001 16.587089536200001
decision_type=2 2 2 2 2 2 2 2 2 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 7 10 15 9 13 11 12 28 14 -9 26 -17 18 -18 27 -21 23 -23 -22 25 -25 -1 -20 29 -7
right_child=1 -3 -4 4 -6 6 -8 8 -10 -11 -12 -13 -14 -15 -16 16 17 -19 19 20 21 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.002060040171931924 0.0080039683943026654 0.0035357326768892619 -0.10216219195708132 0.00015181380832507082 0.052567143464630123 -0.068811167508244148 0.08762842648216726 0.094714641362182328 0.011237872674150898 -0.097170566319360441 0.10014702449511832 -0.10555531567751718 0.083100431388787366 0.10092133481986161 -0.10234274414550081 -0.094646594592667832 0.10132094413082891 -0.070199657871957852 -0.026793122573111186 0.090051996136618989 0.0011652927479879707 -0.025284150375382147 0.081464941480358433 0.053679975618869724 0.03543169491369421 -0.10255771857307901 0.045572239494895618 -0.10307836361504362 -0.10084183397407578 0.068257998496004252
leaf_weight=60.765672348328849 0.58514838590053786 1.3541597454423024 0.31207393378031156 1.1264923124108452 0.60837410332169373 0.041335721651448831 0.41653227363713086 0.044638181429035084 0.6062244276945421 0.45811782975215465 0.046555520035326481 0.16512806498940336 0.12104653772667007 0.079851787480947678 0.062219457654009602 0.50530868582427402 0.24995400290936221 0.27770703390706319 0.19385592011167307 0.23033390194177616 4.5284873673754191 0.16874958930793571 0.3044462642610597 0.086793628128361777 0.15311263522380614 0.36929063149273134 0.52004015168131346 0.23059327612281777 0.10583634317322321 0.052188528996097716
leaf_count=2620 7 44 85 40 27 52 42 13 14 18 11 35 21 6 36 39 8 24 20 4 65 16 85 11 113 95 26 23 321 113
internal_value=0.00131708 -0.0099542 -0.0303143 0.00166701 0.0185326 0.00125364 0.0251275 0.000929349 -0.0254058 -0.0598558 -0.0237996 -0.0356842 0.000325254 0.0317013 -0.020025 0.00140973 -0.00715117 -0.000642982 0.00232165 -0.0016277 0.00321244 -0.000352434 0.0433964 -0.00438183 -0.0456166 -0.0728254 0.00242926 -0.0682371 -0.0499337 0.00767635
internal_weight=74.7703 2.25138 0.897222 72.5189 1.73487 70.784 0.948623 69.8354 1.25105 0.644827 0.532091 0.485535 0.320407 0.186709 0.106858 68.5843 7.29863 6.79332 6.51562 6.26566 5.84121 5.61088 0.473196 5.13768 0.609197 0.456084 61.2857 0.424449 0.199361 0.0935243
internal_count=4034 136 92 3898 67 3831 595 3236 87 73 553 542 507 55 49 3149 503 464 440 432 389 385 101 284 219 106 2646 43 486 165
is_linear=0
shrinkage=0.1


Tree=869
num_leaves=31
num_cat=0
split_feature=16 16 19 19 19 9 17 16 2 13 16 15 10 5 7 17 17 13 5 6 17 6 12 16 18 3 10 8 16 7
split_gain=0.12618 0.548409 0.260695 0.348095 0.422469 0.334012 0.196174 0.183309 0.294325 0.196576 0.211972 0.175536 0.171667 0.476231 0.223101 0.146739 0.246944 0.141966 0.15741 0.203826 0.583638 0.291989 0.382821 0.215575 0.204396 0.140172 0.739036 0.412734 0.362332 0.619125
threshold=20.404952284350003 19.974953289850003 14.051133688400002 13.751109481500002 13.651101412550002 193.42660545270004 162.13109061465002 20.664951676350004 115.07851450450001 113.97180552410002 22.494947397000004 36.742238227650013 64.407391431150018 21.500664456800006 22.671301016600001 214.03087950770001 236.15709471040003 116.86189801435002 19.749058312400006 16.375382608200002 190.25644477395002 15.365359009150003 188.01948335870003 22.624947093000003 13.820816557100002 83.538459487450012 71.015621515800021 7.943800736700001 19.199955102150003 24.225158517200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -5 -1 8 -2 -9 12 15 13 -11 -14 25 -17 -12 -19 20 -20 -22 -23 -24 -25 -8 28 -28 -27 -30
right_child=7 -3 -4 5 -6 -7 11 9 -10 10 17 -13 14 -15 -16 16 -18 18 19 -21 21 22 23 24 -26 26 27 -29 29 -31
leaf_value=-0.0019931642233069623 0.0017203199658442092 -0.0014952536030208559 -0.0013876958169795116 -0.00022167359081623245 -0.0018860353076352635 0.0015281520657003179 0.00022450266796723151 -0.000392778193300522 0.00019702951387044746 0.0018353717750074225 0.00076334093259686729 -0.0013001527711031906 0.00076046089155186111 0.00032718710209994205 -0.00060364228737459942 -0.0019868743478498162 0.00077657077301988072 0.00068354647658030283 -0.0017701938066279151 0.00019364210830523867 -0.00099947624763977285 -0.0010507162277954233 0.00011829315861023832 0.00040398254268451901 0.0018638348861754776 0.00052073807089352757 0.00046123465000440326 -0.0020471277460521933 0.00025290350526276692 -0.0022771903883112318
leaf_weight=0.1696695683851307 0.80848584335762952 0.83482880753581312 0.43963008818172866 0.62686159373015371 0.41300999407394456 1.2672787844785487 24.113313621603204 2.0526881585828951 1.2289403204922562 1.2241076864302152 1.5678037488833059 0.33083210553377185 0.96294784313067772 2.3507718883847701 0.88425530400127172 0.31524154588760112 0.20528328117427463 2.1295778178609899 0.78430069682508374 36.706652242701239 0.88176619075238694 0.75367928747436952 2.4651374667832902 0.81655131373554446 0.67235128628090024 4.1974694432265087 0.33841018319048977 0.99002652218769072 1.1745245616184545 0.54410881735384453
leaf_count=327 25 49 31 40 32 41 1159 49 33 83 46 75 18 54 26 190 105 16 30 609 18 22 47 16 29 493 123 165 69 14
internal_value=0.000166138 7.54093e-05 0.000112739 0.000131756 8.45475e-05 0.000949051 0.000109683 0.000224099 0.000801497 0.000202415 0.00022582 0.000120761 0.000592825 0.000843619 0.000107465 0.000135507 -0.000897034 0.00018328 0.000163165 0.000137441 -0.000186222 3.60365e-05 0.00022999 0.000474106 0.00106322 0.000152646 -8.65259e-05 -0.00140814 0.000210237 -0.000548109
internal_weight=92.2505 35.9605 35.1257 34.686 32.7919 1.89414 32.3789 56.29 2.03743 54.2526 52.1999 32.2092 5.42208 3.57488 1.8472 31.8784 0.520525 46.7778 45.21 43.0804 6.37379 5.58949 4.70772 3.95404 1.4889 31.3579 7.24454 1.32844 5.9161 1.71863
internal_count=4034 2913 2864 2833 2752 81 2720 1121 58 1063 1014 2393 181 137 44 2318 295 833 787 771 162 132 114 92 45 2023 864 288 576 83
is_linear=0
shrinkage=0.00196078


Tree=870
num_leaves=31
num_cat=0
split_feature=17 7 15 2 17 19 13 2 12 7 10 8 2 6 9 3 17 17 9 5 16 16 6 2 7 17 18 6 10 3
split_gain=0.0307238 0.126614 0.0540219 0.0707858 0.0464073 0.0360051 0.0609069 0.0356217 0.210938 0.129657 0.220471 0.273954 0.111455 0.103977 0.113189 0.0913134 0.0886465 0.187844 0.237408 0.189424 0.10065 0.0939905 0.0874556 0.197392 0.123919 0.200027 0.275756 0.26866 0.102585 0.233189
threshold=221.27458857605004 26.637125930550003 29.593577021650002 237.82463207520001 236.15709471040003 14.651182102100002 117.61735474900001 173.34516805710004 198.57093999515004 22.977992916200005 61.778079379550007 8.1436447804000007 184.38272419390003 16.535386346650004 206.57490536735003 94.972471916200007 212.37354083175003 205.83789591070004 224.10491522260003 21.955793948900006 20.084953032650002 18.844955932300003 13.65531905435 189.28685862455004 24.786990758350004 200.37850214585004 15.534338342150003 14.980350013450002 62.030794443850006 93.431985407450014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 3 4 -3 7 -7 -1 -9 10 15 12 -12 16 -15 -10 17 22 19 21 -18 -19 23 -11 28 26 27 -26 29 -24
right_child=1 2 -4 -5 -6 6 -8 8 9 13 11 -13 -14 14 -16 -17 20 18 -20 -21 -22 -23 24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0024453947658480855 -0.10202201754356509 -0.10040618656665885 0.087582730895728308 -0.1034027661871765 0.05069225902714565 0.036919029266974553 0.002104173112762234 -0.080953177456086586 0.10182083887415883 0.049518461023791274 0.1011959057440278 -0.10846155618542469 -0.10115641458901935 -0.041563575785679326 0.0092918719418360798 -0.0063850289290319495 -0.036107249273403259 -0.0042661417431942008 0.074532208500356342 0.037735529492155667 0.07999465509901682 -0.10756863842771994 0.037499010487950998 -0.085765092409690213 -0.10348297127113015 0.084084504105352786 0.092481439366845636 0.10117472550430227 -0.0044007569286628389 -0.0026575097175438713
leaf_weight=52.722104874136704 0.14314759257103915 0.024433042673763339 0.073002790692044073 0.060528173347961456 0.12094412310398184 0.76292107933841125 1.4721198414918033 0.3373873260791268 0.10605516284704453 0.16760535809595722 0.10593429952859879 0.48557417397205427 0.036632270600080119 1.1216942907776672 0.71766052582825057 0.29470000350215741 0.10030471641482641 0.10689892049919159 0.14593563076198279 0.14528256983612664 0.29214797425083816 0.5002302773646079 2.3963175711687636 0.30254382082816278 0.27171004440060531 0.51279255596455187 0.19630014523863792 0.083964117802679539 7.206101510543931 3.646800234904731
leaf_count=2296 34 39 18 89 78 37 37 94 2 40 3 50 102 29 31 105 56 74 7 27 28 42 43 377 84 19 6 3 118 66
internal_value=0.00133537 -0.0255689 0.0136701 -0.0125353 0.0252977 0.00148833 0.0139881 0.00110032 -0.00257775 -0.00118184 -0.035703 -0.0726773 0.0492018 0.000800859 -0.0217213 0.0222504 0.00337793 0.00220319 -0.0421952 -0.0648353 0.0503208 -0.0893799 0.00490102 -0.0375373 0.00629493 0.0391163 -0.0026599 -0.0551694 0.00365726 0.013266
internal_weight=74.6598 0.422056 0.278908 0.205905 0.145377 74.2377 2.23504 72.0027 19.2806 18.9432 1.0289 0.628141 0.142567 17.9143 1.83935 0.400755 16.0749 15.6825 0.898347 0.752412 0.392453 0.607129 14.7841 0.470149 14.314 1.06477 0.551974 0.355674 13.2492 6.04312
internal_count=4034 258 224 206 117 3776 74 3702 1406 1312 262 155 105 1050 60 107 990 906 150 143 84 116 756 417 339 112 93 87 227 109
is_linear=0
shrinkage=0.1


Tree=871
num_leaves=31
num_cat=0
split_feature=13 5 2 7 10 4 15 4 2 2 5 8 14 19 8 15 15 15 13 10 0 5 2 2 2 16 18 8 2 8
split_gain=0.129347 0.120793 0.287057 0.51216 0.235999 0.192978 0.182154 0.49697 0.174203 0.308089 0.205294 0.151585 0.344144 0.313147 0.212107 0.24471 0.228574 0.178535 0.209294 0.338977 0.332223 0.197953 0.356624 0.241468 0.419159 0.401782 0.49664 0.189259 0.16907 0.30667
threshold=98.050756475600011 23.455765688150006 176.84505046235003 22.695144739300002 62.116825104000007 239.70509694970005 42.713473568600008 286.25887787650009 145.31340866805002 122.61368745920002 23.626838821450004 8.8430989333000021 168.39662374755002 14.351157895250003 8.7431769115000026 42.246988155050012 41.29990759910001 40.94720173475001 117.69263157665002 61.977025281250008 86.565663342300013 21.850554661550003 133.20345888755003 211.52504573410002 200.74412770730004 22.644947046300004 15.064837217800003 7.7439566930000003 137.02423825130003 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 6 3 5 -4 8 11 -8 9 10 -3 14 -13 -14 15 16 17 18 19 20 -2 23 -23 24 28 26 -25 -28 -21 -30
right_child=1 2 4 -5 -6 -7 7 -9 -10 -11 -12 12 13 -15 -16 -17 -18 -19 -20 21 -22 22 -24 25 -26 -27 27 -29 29 -31
leaf_value=-0.00069426210367898138 -0.00098471460865715834 0.0020025205376398734 6.7401220597583088e-05 -0.0021734861768853584 0.0012373131919460227 -0.0018451693976420248 0.001627530552201594 -0.00025054751503213429 0.0015327707582769418 -0.002105034775298175 -0.00010723071263651557 0.00071913111883522424 -0.00011627593476463631 -0.0017930973213705246 0.00064144982095070942 -0.00071567607268288363 0.00057516504734627283 -0.00067173955945614219 0.00094861254764668293 0.00021254233528656687 0.00024718193669549771 0.0016517783178987395 0.00032047678380669472 -0.002221496915975845 0.0013459473758288536 0.0019820475667216278 0.0017614920083410233 -0.00044615700035198215 8.6122548879152361e-05 -0.00068756142503115421
leaf_weight=0.68235034665059302 1.946196826607774 0.19911723371478807 9.0390567599915776 0.59024475695332501 0.71538884419442261 0.23463800775061816 1.159430501982569 1.0167420056604894 0.26016849907864514 0.27444186788488867 1.6203285310675708 0.88186799519098658 1.0868238915427353 0.70655764651019115 3.8199209787417194 1.1866490505635727 5.269849801901727 0.99895500640559376 1.2798851025290776 36.712738068577892 1.4830316319130359 0.90071924913354351 5.4815074036559963 0.65189151752792784 1.1343761540701951 0.20696457941085089 0.1923862906105569 0.66661557086626999 12.579855637110084 2.3353878785856059
leaf_count=1186 36 5 334 35 44 25 26 32 46 109 258 34 28 32 40 19 44 34 21 857 9 81 84 107 36 11 32 105 277 47
internal_value=0.000156376 0.000162509 -1.35599e-05 -0.000525263 0.000153202 -0.000149454 0.000190382 0.000750063 1.95647e-05 -0.000168453 0.000123657 0.000175066 -0.000283756 -0.000776911 0.000191039 0.000167479 0.000182067 0.000150948 0.000163482 0.000147852 -0.000451959 0.000181647 0.000508362 0.000143373 0.000166928 -0.000580077 -0.000931041 4.8279e-05 0.000141022 -3.50188e-05
internal_weight=95.3141 94.6317 12.9334 3.17894 9.75445 2.58869 81.6984 2.17617 2.35406 2.09389 1.81945 79.5222 2.67525 1.79338 76.8469 73.027 71.8404 66.5705 65.5716 64.2917 3.42923 60.8624 6.38223 54.4802 52.7624 1.71786 1.51089 0.859002 51.628 14.9152
internal_count=4034 2848 856 478 378 443 1992 58 418 372 263 1934 94 60 1840 1800 1781 1737 1703 1682 45 1637 165 1472 1217 255 244 137 1181 324
is_linear=0
shrinkage=0.00196078


Tree=872
num_leaves=31
num_cat=0
split_feature=5 10 19 4 3 15 0 5 2 16 4 19 9 7 0 18 7 7 5 13 13 0 7 9 16 0 13 18 0 2
split_gain=0.0317034 0.0974422 0.14297 0.124023 0.115223 0.117189 0.0789247 0.0813754 0.0732219 0.0621533 0.0527982 0.0969734 0.0756622 0.118709 0.0503401 0.194474 0.0519066 0.177082 0.103944 0.0987254 0.0944196 0.0822836 0.078892 0.0597959 0.188384 0.188681 0.185817 0.146425 0.114084 0.114483
threshold=29.996566321350006 61.622148808000013 14.551174033150001 270.14719820550005 95.346167596350014 36.548474543700003 76.451683855550016 29.026000224750003 319.18044405035005 22.764946765650006 327.38578912530005 14.551174033150001 65.725663995500014 21.844899366700002 85.667718326750006 13.036600629150001 22.105125139000005 21.147833206800005 19.092410691950004 105.94944646285002 105.33378955095002 85.877418060900013 22.233191240750003 186.68586460755003 22.664946999500003 85.861287312150012 117.60122400020002 12.909082926650003 100.15850764985002 150.25049527555004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 6 7 -6 10 14 11 12 -2 -14 15 -3 17 20 19 -19 21 -16 -18 24 25 -24 28 -25 29 -27
right_child=8 9 -4 -5 5 -7 -8 -9 -10 -11 -12 -13 13 -15 16 -17 22 18 -20 -21 -22 -23 23 27 -26 26 -28 -29 -30 -31
leaf_value=0.10146047044931286 0.072964273713489916 -0.0018096661645431657 -0.093108929852150121 -0.10225406742550265 -0.1009900054261853 -0.10455578616225694 0.06210914710722823 0.041801444130424581 -0.073394562388110776 0.028850945532931056 0.097623642910450503 0.10083669018294894 -0.10230464370778258 0.10049379970673034 0.10098410329053774 -0.090008836278760093 0.030273934835696327 -0.10124939130335131 -0.10449696117167594 0.10068244268274994 0.089987212251781579 -0.10106103555898656 0.067204851937826757 -0.047981149803968962 -0.10516102252716338 0.0094936664761477718 -0.10960533272294844 0.0013296250869969002 -0.08185555874426137 0.072706562137236794
leaf_weight=0.11620309576392074 0.06639771827030827 1.8115170141345509 0.2647284840059001 0.11250491345367664 0.084852794173912116 0.10187013929680688 0.18451361325605831 0.075353106643888168 0.064542984126262581 0.82632472738623519 0.11893317881276744 0.10183831863105297 0.12142950816405573 0.037864282727241516 0.029181974008678391 0.29001924304617421 0.97160284474830305 0.041847576467148428 0.26311405288151946 0.057449210435152054 0.14480076855397783 0.065172354619960515 0.642792288243072 0.60788422706536849 0.12846543639898289 2.407629551686115 0.12966430187225331 64.276025306602378 0.12190939639421561 0.32520286397595999
leaf_count=3 10 172 37 52 154 13 34 36 48 15 12 5 89 3 1 175 29 50 37 3 19 64 19 17 5 109 4 2093 603 123
internal_value=0.00134073 0.00116951 -0.0308217 -0.006404 0.0127569 -0.0103239 0.0175231 -0.0338278 0.0261633 0.00158067 0.0405559 0.0198334 -0.0167176 -0.0540993 0.00126906 -0.0139815 0.00172552 -0.0275228 -0.071597 0.0155804 0.0392663 -0.0385724 0.00197828 0.00157775 0.0138457 0.0180606 0.00747578 0.000867642 0.0127937 0.0170159
internal_weight=74.5916 74.0806 0.940026 0.675298 0.562793 0.44659 0.34472 0.160206 0.511006 73.1406 0.446463 0.32753 0.225692 0.159294 72.3143 2.10154 70.2127 0.601566 0.362411 0.0992968 0.239155 0.0943543 69.6112 68.6396 3.75566 3.6272 2.98441 64.8839 2.85474 2.73283
internal_count=4034 3867 329 292 240 237 224 190 167 3538 119 107 102 92 3523 347 3176 174 90 53 84 65 3002 2973 863 858 839 2110 835 232
is_linear=0
shrinkage=0.1


Tree=873
num_leaves=31
num_cat=0
split_feature=3 17 18 3 10 16 10 18 18 18 8 15 18 4 14 5 12 18 3 6 13 12 0 15 15 5 19 14 7 9
split_gain=0.12461 0.126231 0.101599 0.22286 0.737932 0.405409 0.515093 0.360233 0.418535 0.361827 0.332363 0.331232 0.308066 0.281653 0.39132 0.24204 0.353316 0.201152 0.178088 0.164145 0.381925 0.319308 0.16801 0.163543 0.252641 0.29239 0.567476 0.250778 0.278354 0.226572
threshold=76.172084209950015 241.79519611995002 13.946975448150001 83.538459487450012 71.015621515800021 18.124957616000003 70.206395618550019 14.366548389000002 14.254777969200001 14.118140587000001 8.4434108459500017 34.694997775350011 14.493864790000002 162.53166217615004 162.62753922915002 18.553574773300003 145.97209859650005 14.738651916450001 93.281431752200021 16.375382608200002 117.38883580790001 121.36065266065002 86.256490657300006 42.246988155050012 37.050691080100002 20.911722254300006 14.351157895250003 275.12526233465002 23.864758692950002 200.76482212275002
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 7 8 9 10 -7 -10 -9 14 -6 -14 -17 -18 23 20 21 -20 -21 24 25 29 -27 28 -26 -2
right_child=2 -3 3 4 13 6 -8 12 11 -11 -12 -13 15 -15 -16 16 17 -19 19 22 -22 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.0019721233550266328 0.00024091340823245496 0.00042875284508697996 0.00022227988317263719 0.0018914942613288161 -0.0019901466495100594 -0.0011864075523907005 -0.0017153723210874567 0.0010897161248486266 -0.00026627393839952603 0.00075021959657870863 0.00014640263561893472 -0.0023503554308326236 0.00083277594941832294 -0.0020350592694556931 0.0020903772374624547 -0.002102625113258115 -0.00075953855916518456 0.00071986154604953016 -0.0020298182664890969 0.00018472703223065698 -0.0020423278604570633 0.0012295307186751864 -0.00078083838946588647 -3.6015091223004417e-05 0.0006690801649513454 -0.0020387017627236381 0.00016415250307898744 0.0012110995453018917 -7.320335052771903e-05 0.0011280691888398123
leaf_weight=0.20520276886872935 8.629876104340843 0.14277563494215428 23.997529449680769 0.44728798710400397 0.1858537574589707 1.191176265452665 0.64354383157115158 1.9527852678438646 0.60182328335940816 1.7000501854636239 1.8160252871457485 0.57174311927519739 1.0341546849813315 0.96510475784833716 0.17584966123104095 0.35746719315648068 0.62588338402565546 0.81151806152774952 0.15669904054311945 22.494888503140604 0.43472217221233223 0.44017151408365862 0.71485386416315932 3.6660035438835612 7.4953554915264231 0.61208946020178645 1.6937598306685684 2.1715336926281443 2.6216768845915794 1.2696247324347485
leaf_count=856 196 69 698 36 46 38 97 48 16 49 32 24 37 264 1 11 29 63 79 936 45 53 11 47 68 45 68 38 13 21
internal_value=0.000184041 -0.000987043 0.000188595 0.000110048 -9.58553e-05 6.06219e-05 -1.181e-05 9.10086e-05 -0.000233979 2.72051e-05 -0.000381534 -0.00128161 0.000490689 -0.001482 -6.31485e-06 7.7199e-05 -0.000358144 7.56908e-05 0.000244173 0.000120972 -0.000644354 0.00037384 0.000154988 0.00035023 0.000408039 0.000208224 -0.000420597 0.000606501 0.000476729 0.000354692
internal_weight=89.827 0.347978 89.4791 37.0778 13.0803 11.7535 11.3062 10.6626 5.88082 4.70725 3.0072 1.17357 4.78181 1.32681 0.361703 2.82902 1.79487 1.4374 52.4013 24.2413 1.03159 0.596871 23.2097 28.1599 24.4939 12.2054 2.30585 12.2886 10.117 9.8995
internal_count=4034 925 3109 1489 791 480 444 347 159 119 70 40 188 311 47 140 103 92 1620 1124 177 132 947 496 449 330 113 119 81 217
is_linear=0
shrinkage=0.00196078


Tree=874
num_leaves=31
num_cat=0
split_feature=5 10 19 4 3 15 0 5 7 18 19 9 5 14 13 18 0 18 15 18 17 10 17 15 4 6 0 0 10 18
split_gain=0.0283525 0.0865458 0.126382 0.112548 0.105142 0.105774 0.068068 0.0734916 0.0673975 0.0822901 0.058337 0.0533582 0.0336609 0.313413 0.155875 0.134062 0.256287 0.0696803 0.0652663 0.23291 0.4936 0.388816 0.319217 0.176031 0.134365 0.0586038 0.118944 0.298243 0.268378 0.181285
threshold=29.996566321350006 61.622148808000013 14.551174033150001 270.14719820550005 95.346167596350014 36.548474543700003 76.451683855550016 29.026000224750003 21.725272673150005 11.928667296000002 14.651182102100002 64.765169068750012 23.730745871350006 267.5497843826501 112.56574192190001 13.405476405600002 86.329079026800017 13.276755824150003 41.29990759910001 13.405476405600002 196.70243143610003 62.057679025150001 201.25367619745001 40.94720173475001 263.48865013970004 16.455384477450004 85.995710218650018 85.812895065800021 61.950140699950005 13.276755824150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -6 9 11 12 -2 18 14 -14 17 -17 -15 23 24 -21 -22 -23 25 -20 26 27 28 -3 -28
right_child=8 10 -4 -5 5 -7 -8 -9 -10 -11 -12 -13 13 15 -16 16 -18 -19 19 20 21 22 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.10132875707861516 -0.066638378674974394 -0.11422843043604708 -0.090622941641784041 -0.10204174244064511 -0.10090161496055877 -0.10413047077469031 0.058175797199709049 0.038038240316409594 0.099679149089171415 -0.061103091621833028 0.018196887511160793 0.058850697007959731 0.061465720181517872 -0.0036382512199010838 -0.10869493445889684 -0.094868015980386744 -0.00017408727020268373 0.023201329594655141 0.010454042866456631 0.099953715215392591 0.08818430535988489 -0.11282333531987182 0.028117719309321127 -0.054082967024658361 -0.019864770410078961 -0.0050483599777899641 0.026074029896725477 -0.10973863871045803 0.02563688310304383 0.0017811777819903209
leaf_weight=0.10603136010467906 0.040278829750603928 0.16640738723799475 0.24701529626327101 0.10286157617917979 0.07756918500899701 0.093170278698380571 0.1794994716860856 0.074762881835340522 0.097857394954189658 0.12169367753486426 2.0549497383472035 0.21340624371259764 0.062305322193423218 1.8528851003766251 0.39594702310205321 0.38758905531233256 1.0884473607825382 2.0238317458533857 5.0535180217848374 0.80515057407319524 0.29736906755715609 0.35970080388506176 0.2904653876030352 0.58467739784828054 2.0565739162266254 12.214708012817935 3.3345177602132017 0.32650690455920994 0.78141079567717497 39.003054922745278
leaf_count=3 12 5 37 52 154 13 34 36 13 47 54 95 20 42 153 73 40 21 49 13 19 14 34 34 20 207 103 10 110 2517
internal_value=0.0013671 0.00121111 -0.029946 -0.00630151 0.0122435 -0.00998195 0.0164527 -0.0327115 0.0257661 0.00649778 0.00158637 0.0389262 0.00110619 -0.00618701 -0.0855594 0.000608105 -0.0250396 0.0103733 0.00175547 0.00973306 0.0423839 -0.00653499 -0.0498571 0.000502106 0.00168441 0.00107378 0.00278845 -0.0273132 0.00108089 0.00369449
internal_weight=74.4942 74.0209 0.88091 0.633895 0.531033 0.425002 0.331832 0.152332 0.473236 0.375379 73.14 0.253685 71.0851 5.81101 0.458252 5.35275 1.47604 3.87672 65.2741 8.86278 1.75269 0.947535 0.650166 56.4113 7.11009 55.8266 43.6119 1.27433 0.947818 42.3376
internal_count=4034 3867 329 292 240 237 224 190 167 154 3538 107 3484 349 173 176 113 63 3135 149 80 67 48 2986 69 2952 2745 125 115 2620
is_linear=0
shrinkage=0.1


Tree=875
num_leaves=31
num_cat=0
split_feature=17 7 16 8 19 17 17 2 12 6 15 2 9 10 16 19 2 9 5 14 16 5 6 15 3 6 5 9 19 10
split_gain=0.0274017 0.117872 0.0497706 0.0689606 0.030164 0.0486094 0.12139 0.0311382 0.0869877 0.0461386 0.139498 0.107257 0.0875178 0.0791032 0.0773301 0.063822 0.0632464 0.0521719 0.0833723 0.0463222 0.0863935 0.122741 0.294318 0.261467 0.220683 0.110511 0.097418 0.0877861 0.132956 0.28065
threshold=221.27458857605004 26.637125930550003 17.684958644900004 7.2443465838000014 14.651182102100002 198.49975298390004 193.82841840970002 49.864842700850012 79.133367176650012 16.705390318750002 34.139075990150012 59.023942917950002 189.46063690070002 64.184249406300026 22.724946859200003 13.851117550450002 121.84632764400003 202.16842692300003 31.312564341900003 241.71484286130001 22.674946976100003 22.127107789600004 16.395383075500003 41.800301886400014 93.870204082750021 16.405383309150004 30.284449345300001 184.85936449530001 14.451165964200003 64.307918480350011
decision_type=2 2 2 2 2 2 2 2 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 7 6 -6 -1 -9 14 11 -11 -12 17 19 16 -13 -14 -19 20 21 27 23 -23 -24 -26 -27 28 29 -10
right_child=1 2 -4 -5 5 -7 -8 8 9 10 12 15 13 -15 -16 -17 -18 18 -20 -21 -22 22 24 -25 25 26 -28 -29 -30 -31
leaf_value=0.016936502087569267 -0.10187703829888139 0.063220183561076518 0.048863542060874149 -0.10033863635251726 -0.009595798136928296 0.0037133649370621534 0.079918983063123672 -0.032337450875111882 -0.1057640246174231 0.064630988313477786 -0.016197561398126427 0.05253104236803785 0.063248397855380473 0.098168297702431087 0.030771605022552967 -0.10386771853744328 -0.10027583955761205 -0.077357883350826731 0.043672596751206147 -0.0018093259554589774 -0.017433812380343371 0.016043026531919712 0.08357360644605738 -0.11153808744038861 0.10171611742219376 -0.10243835003300245 0.099332006004743303 0.0040456243704945329 0.056181811391795337 0.013264594563282146
leaf_weight=1.2086863853533021 0.13285633644045347 0.041398819547737276 0.15962466532073449 0.068319378616251925 0.29105880454881061 1.5838601624272994 0.315935252700001 0.78575366053655571 0.37875838906620529 0.058753261342643692 0.98279927395924438 0.061532725544111599 0.11961715400684625 0.14285767351975664 0.89420186413917591 0.29843541618993186 0.048385193075034749 0.11666118957509752 0.11113571934401989 29.292013862518829 1.8720700713456597 0.65692232607034329 0.919015262275934 0.212630495429039 0.050158817321062088 0.13827552610200655 0.028936554022948258 32.504533708359304 0.1608767444267869 0.41528171986158213
leaf_count=41 34 74 33 117 27 33 14 54 23 4 12 98 11 11 22 72 154 40 9 1706 36 97 13 11 1 117 6 979 6 179
internal_value=0.00123448 -0.0247962 0.0132248 -0.0386247 0.00137663 0.0129346 0.0369959 0.00102227 0.000748458 0.00112272 -0.0140814 -0.061699 0.00101805 0.0355285 0.00155958 -0.0798752 -0.0147336 0.00977081 -0.0183105 0.00116754 0.00350295 0.00460812 0.0286348 -0.0151542 0.0621417 -0.0284695 -0.0675214 0.00316769 -0.0267166 -0.0435122
internal_weight=74.0513 0.402199 0.269343 0.109718 73.6491 2.19085 0.606994 71.4583 70.2496 69.4639 1.94018 0.467107 1.47307 0.490272 67.5237 0.408353 0.109918 0.347414 0.227797 66.6295 37.3375 35.4654 2.00594 0.869553 1.13639 0.217371 0.167212 33.4595 0.954917 0.79404
internal_count=4034 258 224 191 3776 74 41 3702 3661 3607 411 328 83 71 3196 324 252 60 49 3174 1468 1432 245 108 137 124 123 1187 208 202
is_linear=0
shrinkage=0.1


Tree=876
num_leaves=31
num_cat=0
split_feature=18 16 19 13 9 17 0 9 17 19 10 10 3 6 16 5 10 16 15 7 17 3 3 6 16 15 12 2 9 17
split_gain=0.0289474 0.143395 0.144426 0.49321 0.373612 0.416399 0.361263 0.160007 0.142122 0.110602 0.147851 0.296894 0.201489 0.455748 0.32209 0.252089 0.304535 0.225912 0.331704 0.109586 0.102813 0.0965603 0.449881 0.229204 0.331364 0.279804 0.149902 0.115398 0.290953 0.227776
threshold=13.946975448150001 22.644947046300004 14.251149826300002 112.64908412395 205.22231928645002 204.75389752000004 91.937202686950016 209.54955617820002 208.52245219595002 14.051133688400002 69.999384342500022 69.563854125350005 83.538459487450012 14.745344522600002 19.199955102150003 17.089764221050004 71.397382570300024 18.684956306450005 29.329759478700002 25.181638183950003 203.30705351230003 92.324340657750014 91.867302775550016 16.355382140900002 22.614947116400003 42.246988155050012 121.36065266065002 131.42729508740004 200.76482212275002 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=21 2 3 6 5 -4 -2 20 -7 10 11 -8 -12 15 17 16 -14 18 -15 -20 -6 22 27 24 25 26 -23 28 -1 -29
right_child=1 -3 4 -5 7 8 9 -9 -10 -11 12 -13 13 14 -16 -17 -18 -19 19 -21 -22 23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.0078469708307434671 -0.1057964175983037 0.065546106785723937 -0.11734216895892056 0.090534591238950968 0.0033111823236580736 0.055422605526658744 -0.013320074320464252 -0.017792411229267491 -0.054202575044990375 -0.058982034491909197 0.0025949685697341271 0.070266511458388081 0.10041717342412913 0.057675926846196081 -0.040678448924736668 -0.10321799033719606 -0.10270677359076381 0.087529004138283809 -0.1056699500132289 -0.0057826513116141726 0.069593442625043231 -0.10184102831066184 0.092017190469498467 0.0017920642353732948 -0.10157166148884021 -0.11108908891178315 0.074613782795613537 -0.04394443745079836 0.091141820726417078 0.0070959472284506352
leaf_weight=2.617193767298883 0.32731975416881098 0.31807725201360781 0.6853383531342836 0.59694840914744318 0.51125134527683291 0.25437400474038441 0.8364165488323525 1.6854690944310275 0.22100987876183353 0.31469842762453382 19.780713339964837 0.86378650438564364 0.15553497360087865 0.52190307329874508 1.0745503277867099 0.84468376708340998 0.14047178818702832 0.48170603439211845 0.24028121342416853 0.20230977129267558 0.43156575516331941 0.055646387307659806 0.65012220166681878 32.827886565839606 0.52910244404847617 0.14396267538450047 0.35707346498310244 1.085340702545295 0.499375361483544 4.4973967410624027
leaf_count=113 80 34 27 28 2 14 37 52 27 11 1608 34 3 19 25 231 85 12 13 29 41 75 37 1129 40 17 54 90 19 48
internal_value=0.00111435 -0.00124564 -0.00194981 0.000672279 -0.0202063 -0.0674583 -0.00140817 0.000661432 0.00445696 -6.59782e-05 0.000671454 0.029146 -0.00139374 -0.0229425 0.000790662 -0.0753891 0.00402348 0.0316029 0.0036712 -0.0600111 0.0336513 0.00277749 0.0117753 0.000296951 -0.0449067 0.00895094 0.0508227 0.00577858 0.0211935 -0.00282682
internal_weight=73.7515 30.4884 30.1703 26.3813 3.78901 1.16072 25.7844 2.62829 0.475384 25.4571 25.1424 1.7002 23.4422 3.66144 2.52075 1.14069 0.296007 1.4462 0.964494 0.442591 0.942817 43.2631 9.34943 33.9137 1.08578 0.556683 0.41272 8.69931 3.11657 5.58274
internal_count=4034 2412 2378 2215 163 68 2187 95 41 2107 2096 71 2025 417 98 319 88 73 61 42 43 1622 307 1315 186 146 129 270 132 138
is_linear=0
shrinkage=0.1


Tree=877
num_leaves=31
num_cat=0
split_feature=15 8 19 19 9 4 19 16 13 13 2 6 12 17 5 2 4 17 7 8 15 15 13 3 17 16 15 18 0 10
split_gain=0.0275511 0.0552178 0.205749 0.032869 0.104491 0.0449159 0.241674 0.0716469 0.0987027 0.107591 0.0709171 0.130117 0.0526096 0.0480389 0.33146 0.131395 0.11309 0.261378 0.103495 0.097585 0.0963989 0.0800744 0.106447 0.115253 0.0772143 0.0431801 0.0877838 0.0392338 0.125438 0.171597
threshold=46.683480308100009 8.3434888241000014 14.551174033150001 14.651182102100002 201.32298960505003 372.47712237630009 14.351157895250003 22.674946976100003 116.53390612245002 112.36141910395001 237.82463207520001 15.945372561050002 320.0928336514001 203.48482458890001 20.482113285800001 198.51835910855002 262.75803037610007 218.69417577705005 24.081116689550004 7.943800736700001 38.213426205600008 26.583493790300004 103.54865335235002 79.47351079420001 202.84545261905001 19.764953780900004 20.313914079200003 15.946034773700001 97.878695155250014 78.10777406390001
decision_type=2 2 2 2 2 2 2 2 2 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 10 7 8 9 12 13 25 -7 24 15 16 21 -18 -16 -17 -20 22 23 -15 27 26 -12 -1 -29 -30
right_child=1 2 -4 4 -6 6 -8 -9 -10 -11 11 -13 -14 14 18 19 17 -19 20 -21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.001150940417523567 0.0042427292072029056 -0.095448459914227124 0.0034475877091703043 -0.0029344367251754461 0.050137495620321298 0.0072979773629117299 0.086676023374833489 0.10013489600688992 -0.1040697201276498 0.07955727236254341 0.079661729112864788 -0.0039597405974743831 -0.10073847054490664 -0.086440431516127181 -0.1260738663421456 0.087278605329856845 -0.098299612330241759 0.059395170941453024 0.015620539881688614 -0.0024528856586242299 -0.088546550557736484 0.0058946029120309053 -0.10272493084687895 0.0063152359550362226 0.041486168891721284 -0.10983633178020227 -0.10307304438142767 0.099049339024369909 -0.10297805605885524 0.013362254636907107
leaf_weight=56.765801917171586 1.2050704713510634 0.30743730847325412 0.66627659115874849 1.0782737908884872 0.56555450370069582 0.087752664120556712 0.35338815313298255 0.042970175854861736 0.14009915454516886 0.10387740796613798 0.043418310780906522 0.84951806223216408 0.092676979658619985 0.16624586818193055 0.25225354250869703 0.28736491145969001 0.34246697882383603 0.15165154339797482 0.15907419339055195 0.20959488925291225 0.20121751527767628 4.4033689375501126 0.15115842704835813 0.68974346599497949 0.49292748481457138 0.18817364939604886 0.066634964638069505 0.15974525269120876 0.13287601107731495 2.7632423611280217
leaf_count=2205 45 69 22 30 37 165 42 11 35 21 15 33 321 82 13 67 80 55 25 34 18 72 33 24 26 8 31 7 13 395
internal_value=0.00100891 -0.0100673 -0.0277775 0.00134909 0.0153248 0.00101757 0.0242719 -0.0229125 -0.0353708 -0.00151779 0.000738842 -0.0239092 -0.0481945 0.00115901 -0.00667384 5.05491e-05 -0.00410577 -0.049901 -0.0769492 0.049434 -0.0425552 7.64993e-05 -0.0253609 -0.0116993 0.00206992 -0.0807365 -0.0309804 0.00174513 0.0127828 0.00802448
internal_weight=73.1199 2.17878 0.973714 70.9411 1.64383 69.2972 0.820765 0.467376 0.424406 0.284307 68.4765 1.14774 0.18043 67.3287 7.01414 6.4016 5.90464 0.494119 0.612545 0.49696 0.360292 5.41052 1.00715 0.855989 60.3146 0.298227 0.110053 59.8217 3.05586 2.89612
internal_count=4034 136 91 3898 67 3831 595 553 542 507 3236 87 486 3149 503 447 346 135 56 101 43 211 139 106 2646 54 46 2620 415 408
is_linear=0
shrinkage=0.1


Tree=878
num_leaves=31
num_cat=0
split_feature=8 8 7 19 0 17 12 12 9 9 16 0 18 9 17 10 6 13 13 0 7 12 17 18 18 0 18 2 16 19
split_gain=0.0953624 0.118321 0.111754 0.206086 0.250298 0.117952 0.104556 0.20068 0.129508 0.181045 0.143817 0.16649 0.229929 0.163192 0.206269 0.142086 0.136838 0.129454 0.141393 0.122021 0.107161 0.399951 0.202457 0.126611 0.635503 0.288526 0.274822 0.2671 0.207016 0.228219
threshold=8.8430989333000021 8.7431769115000026 22.620600126450004 14.351157895250003 87.009258933850006 177.64087306825002 69.826413229550027 77.955876436550014 181.33671263215004 180.51130933560003 22.714946882600003 85.667718326750006 13.036600629150001 186.68586460755003 187.51563899930002 71.365121072750014 16.405383309150004 117.74908919740001 117.70876232545002 85.121961326250016 22.938075114600004 140.52911877810001 186.57794620975002 13.4793103924 13.531614672700002 86.135510041400025 13.552878921100001 189.95856246190002 22.574947209950004 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 6 5 -4 -5 -2 -1 -8 9 15 11 12 -10 14 -13 17 -16 18 -9 -12 21 -15 -23 28 -25 -26 27 -27 29 -22
right_child=2 -3 3 4 -6 -7 7 8 10 -11 19 13 -14 20 16 -17 -18 -19 -20 -21 23 22 -24 24 25 26 -28 -29 -30 -31
leaf_value=0.000758460917427578 -0.00044857516513586938 0.00049944175213876727 0.00014170212170499263 -0.0019828519911748214 8.0425260751799225e-05 0.00085188534406507508 -0.0012083320605683419 2.264252543507005e-08 -1.9394038850659527e-05 -0.0020649283884898889 0.0001836232383820578 -8.2594926318554064e-05 -0.0020130968285008155 0.00023892356596651209 0.0004981389846324644 -0.0019736930949237892 0.0014737696662261903 -0.0014438182134209928 0.002010365881031395 0.001025485519512906 0.0012994877904003535 -0.00019371300489812513 -0.0013939571645214127 -0.0012523924637387568 -0.0013038071234357637 0.0020047154196003677 0.00015772852635557151 0.0001633039147313848 0.00020264538001980804 0.00028631403684888801
leaf_weight=1.1096427844804555 0.45092518438832419 4.1723199824918984 1.0550102559427612 0.54321445972891513 0.38715704390779138 0.66153154859784991 0.41453051493590365 2.720932642684148 0.75329070939187548 0.19163959953698384 1.2629439383745187 1.1495663619389227 0.31556593991490445 4.7145010002132031 1.2208522991459179 0.1489959446018928 1.0099282586015759 0.22544628051036841 0.14150287210941304 1.3909570868127046 1.6059662476181977 1.1070637623779478 1.0554631513950878 1.2462597233243276 0.50755970209138368 0.61914434563368448 44.728599930347627 0.59283718094229698 10.063627407507736 1.8273417287928166
leaf_count=26 62 65 35 43 17 44 36 651 21 13 18 22 81 74 45 756 39 80 2 29 26 13 35 15 16 55 1606 3 90 16
internal_value=0.000165105 0.000177521 -0.000172767 -0.00045154 -0.00112426 0.000324754 0.000160758 0.000152364 0.00015954 -0.000213143 0.000176538 0.000160131 -0.000608009 0.000171622 0.000592131 -0.000103508 0.000939831 -1.32678e-05 9.94028e-05 0.000624858 0.000150739 -8.13313e-05 -0.000779515 0.000176821 0.000129374 0.000166449 0.000182692 0.00110399 0.000344484 0.000760237
internal_weight=87.3943 84.2965 3.09784 1.98538 0.930372 1.11246 80.1242 79.0145 78.6 3.42852 75.1715 72.5176 1.06886 71.4487 3.38035 3.23688 2.23078 3.08788 2.86244 2.6539 68.0684 6.87703 2.16253 61.1913 47.6944 46.4481 45.9406 1.21198 13.4969 3.43331
internal_count=4034 3833 201 95 60 106 3768 3742 3706 1502 2204 2157 102 2055 106 1489 84 733 653 47 1949 122 48 1827 1695 1680 1664 58 132 42
is_linear=0
shrinkage=0.00196078


Tree=879
num_leaves=31
num_cat=0
split_feature=8 7 18 9 17 17 7 13 8 5 9 17 10 4 15 15 9 10 15 15 17 18 10 0 18 16 3 18 10 9
split_gain=0.026845 0.0906031 0.135096 0.0700723 0.130741 0.0629421 0.100412 0.0893592 0.0561866 0.0711647 0.0476653 0.187072 0.501687 0.138333 0.107967 0.213761 0.0786091 0.103212 0.218365 0.119295 0.0958709 0.139205 0.0764084 0.140176 0.0694192 0.0660183 0.0565953 0.111823 0.107468 0.0529917
threshold=8.8430989333000021 22.620600126450004 13.222029912150001 212.96061447425004 200.68028944555002 177.64087306825002 20.752538901500003 115.68166489510001 8.7431769115000026 21.991679690250006 206.75106037490002 196.31479727660005 80.468240302450013 171.27730165960003 29.037712645600003 23.908355817750003 212.35746315350005 67.074341896550024 32.006846505750012 29.593577021650002 203.30705351230003 14.656441317600001 67.074341896550024 96.741477366050006 15.912798531700002 15.089964713100001 81.842042407150018 17.138111898250003 78.962703749400006 197.90890142995002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 5 -3 -4 -5 6 -2 -7 10 -10 29 12 14 -13 15 -12 17 -15 19 24 -18 -22 -23 -24 -19 -26 27 -25 -29 -1
right_child=1 2 3 4 -6 7 -8 -9 9 -11 11 13 -14 16 -16 -17 20 18 -20 -21 21 22 23 26 25 -27 -28 28 -30 -31
leaf_value=-0.00081337328577454004 0.023423057426189182 -0.084758404538266718 0.014603864750735138 -0.084092505650289584 0.0066525057973494464 -0.008310985657931336 -0.10160667917471251 0.077919160313527372 0.027459428569910183 -0.0006209965852293272 -0.10335177037311001 0.066390473811953551 0.015240321460838355 0.0040280664750232259 -0.11436756174580361 0.0059490885301631304 0.017511425962207113 -0.10495643295506836 -0.10789880796159004 0.016193401111282989 -0.10346557562770622 0.081805498999221515 -0.10178966740063772 -0.10290749999927823 -0.07350945096489335 0.031050074518741297 0.011012571600097467 0.083654580062056061 -0.076099654155751262 0.0053506113837105164
leaf_weight=31.767032197953426 0.19081105734221582 0.29143174383898429 0.62512655241880544 0.27831576333119301 0.36963026502053253 0.21320341422688216 0.09682897826860426 0.27542832077597268 1.8225727137178176 1.7878471998192251 0.38302338856737994 0.31868011248297801 1.207360225571392 1.4536044180858883 0.45916114204010228 0.33579737821128219 3.0920476676501494 0.16110630618641131 0.31071226295171062 0.60229853173950687 0.15020880079828192 0.099859358160756417 0.14603360233741103 0.14100332140515082 0.11846403015806573 0.12317230642656796 1.1698055325541643 0.10097912125638686 0.072228588693633355 24.863108550550351
leaf_count=2363 36 26 14 27 28 13 26 31 31 34 33 16 121 43 57 27 52 20 51 9 7 22 30 44 20 25 13 32 107 676
internal_value=0.0010532 -0.00948284 -0.0233411 -0.00928151 -0.0323257 0.0184473 -0.018666 0.0402946 0.00140211 0.0135543 0.000748004 -0.00545893 -0.030059 0.00182124 -0.0764881 -0.0522918 -0.000836753 -0.014339 -0.0346304 -0.0119792 0.00668363 -0.0111238 -0.00310571 -0.0083075 -0.0541111 -0.020211 0.000891542 -0.036789 0.0170362 0.00189289
internal_weight=73.0269 2.34078 1.5645 1.27307 0.647946 0.776272 0.28764 0.488632 70.6861 3.61042 67.0757 10.4455 2.38534 8.0602 1.17798 0.718821 7.74152 2.76936 1.31575 1.00504 4.97217 1.88012 1.72991 1.63005 0.402743 0.241636 1.48402 0.314211 0.173208 56.6301
internal_count=4034 201 95 69 55 106 62 44 3833 65 3768 729 238 491 117 60 475 168 125 74 307 255 248 226 65 45 196 183 139 3039
is_linear=0
shrinkage=0.1


Tree=880
num_leaves=31
num_cat=0
split_feature=5 10 19 4 17 7 2 19 19 5 3 9 16 2 0 6 7 7 7 5 13 13 7 18 0 18 7 7 17 18
split_gain=0.0264038 0.0764593 0.111523 0.0977445 0.0915675 0.0975898 0.0636052 0.0593896 0.0548689 0.0586945 0.0511775 0.04469 0.043005 0.0354714 0.0345136 0.1795 0.122167 0.0488379 0.151203 0.0901232 0.0901875 0.0862034 0.079393 0.0807612 0.0696108 0.0492004 0.137683 0.195251 0.160522 0.200717
threshold=29.996566321350006 61.622148808000013 14.551174033150001 270.14719820550005 183.49170501290004 20.752538901500003 319.18044405035005 14.351157895250003 13.851117550450002 26.429668882900003 108.40938565220002 65.725663995500014 22.764946765650006 204.67136036115002 85.667718326750006 16.545386580300001 19.506002767000002 22.105125139000005 21.147833206800005 19.092410691950004 105.94944646285002 105.33378955095002 22.233191240750003 12.885811969150001 85.877418060900013 13.043896815850003 22.575645983950004 22.747724408400003 188.19076296340003 13.276755824150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 10 8 9 -1 13 -12 14 -2 15 16 -3 18 21 20 -20 24 -19 -24 -16 -25 -27 28 -28 -30
right_child=6 12 -4 -5 -6 -7 -8 -9 -10 -11 11 -13 -14 -15 17 -17 -18 22 19 -21 -22 -23 23 25 -26 26 27 -29 29 -31
leaf_value=-0.10064398461280594 0.02722995581315979 0.087418444539076948 -0.088928047384090131 -0.10178133715232401 0.092241323399216091 -0.103533420780562 -0.071637184201205684 0.082442176486391794 -0.10107014066173087 0.052011646924658629 0.051926838084770201 -0.10182395271243189 0.024513080445503609 0.097094381147649719 0.10080497174986612 0.00091694795725960642 -0.10236057902868251 0.030391019651014303 -0.10118426170838582 -0.10403197404662921 0.10060288907005482 0.086367704794912681 -0.043909857152638399 0.011897325522749381 -0.10095060059947525 0.046419334732187553 -0.085459026644663927 0.0011065545474472918 0.019690299348329988 -0.064494587102970707
leaf_weight=0.03255686925012824 0.15409756331427971 0.038458948489278 0.22869911386806052 0.090644234905084886 0.10862975079362513 0.088943812062098004 0.057915902020795329 0.092284446727717295 0.053621084322003298 0.11125959264109042 0.034697324386797845 0.041536000714586407 0.77873448375612397 0.13753092584920523 0.023955151438712075 1.7368578145864715 0.28741951333643101 0.93843253976956376 0.038994296031319209 0.23629122544360825 0.051272948272526264 0.13265721353673143 0.39625798538327117 4.1618703460553652 0.059769783970153867 0.65093073341733898 0.44240193567020369 60.244124106802659 0.69212201144546248 0.47937379782888456
leaf_count=59 24 3 37 52 8 19 48 9 49 96 8 68 15 19 1 156 188 29 50 37 3 19 11 59 64 63 22 2754 44 20
internal_value=0.000942279 0.000795848 -0.0298193 -0.00642907 0.0113079 -0.0119099 0.0257716 0.0162182 -0.0147355 0.0174538 0.0411076 -0.0318448 0.00114177 0.0601778 0.00088402 -0.0118608 -0.0799636 0.00126753 -0.0286052 -0.0715622 0.0134334 0.0362243 0.00150603 0.00110186 -0.0432248 0.00136939 0.000668433 0.000186997 -0.0341386 -0.014758
internal_weight=72.6223 72.1966 0.806639 0.57794 0.487296 0.378666 0.425778 0.289722 0.197438 0.143816 0.367862 0.0762333 71.3899 0.291628 70.6112 2.06274 0.325878 68.5485 0.542941 0.326558 0.0902672 0.216382 68.0055 67.0671 0.0837249 66.6708 62.509 61.858 1.6139 1.1715
internal_count=4034 3867 329 292 240 232 167 213 204 155 119 76 3538 43 3523 347 191 3176 174 90 53 84 3002 2973 65 2962 2903 2840 86 64
is_linear=0
shrinkage=0.1


Tree=881
num_leaves=31
num_cat=0
split_feature=13 8 8 19 3 12 9 9 18 2 6 15 4 9 0 16 19 17 2 2 15 12 7 5 13 15 0 18 17 10
split_gain=0.0960418 0.0916717 0.130201 0.181616 0.17632 0.0911304 0.0860709 0.169254 0.0994765 0.101622 0.102749 0.112497 0.0926689 0.0851867 0.24233 0.478341 0.216123 0.182842 0.229717 0.111021 0.312915 0.10063 0.293087 0.217339 0.476979 0.363698 0.444206 0.451049 0.222502 0.213397
threshold=98.050756475600011 8.8430989333000021 9.5425530862500008 14.451165964200003 93.023339771650015 150.73104262400003 179.18874144770004 177.77223095870002 14.030930991100002 319.18044405035005 17.475408310100004 23.148526981200003 224.82737758030004 187.94830913940004 85.732241321850012 22.744946812400002 14.451165964200003 188.41589330430003 148.06652356835002 128.12657635055004 35.965617804200001 149.09269374785001 22.977992916200005 19.925387549600003 117.48293184245001 31.385732506450001 96.163458868000006 13.222029912150001 189.72181505755 62.030794443850006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 6 3 -3 -5 -1 7 8 9 10 11 12 -2 16 15 -15 19 -18 -19 20 -8 23 29 25 28 -16 27 -27 -25 -23
right_child=1 2 -4 4 -6 -7 13 -9 -10 -11 -12 -13 -14 14 21 -17 17 18 -20 -21 -22 22 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0019953708252008436 -0.001988194315068287 1.7961258133477609e-05 0.00051720068143008661 0.00022962854972210047 -0.0017971375504279039 -0.00017132935097515051 0.0004576309186032913 -0.0020279350515507639 -0.0019759539706004463 -0.0019739288114578209 -0.0019682668804509298 0.00065809884571302075 5.6859247352804274e-05 -0.0020401124282526202 0.00028332202009842382 0.00023945112056115449 4.4383032791392938e-05 0.0017023824841499303 0.00037969264376588549 0.00057327391641342194 -0.00057791059377825004 -4.91657966512281e-05 0.00016620169871733656 -3.8372638608726092e-05 0.00032066924319872287 0.00097513175267395892 0.00029969448112144979 -0.0016202219002585143 0.0019131092139830241 -0.001283196183019363
leaf_weight=0.14324460807358619 0.12207305063247886 1.3268571407752459 0.77538393714712572 0.23794913105666626 0.53848406615725253 0.39760512983355056 2.5782139473594707 0.18145949207246292 0.095931576161888077 0.087637999009530065 0.079818965888989513 1.0402206232174647 0.28194700520907645 0.56079561193973748 18.830607648182202 0.9593366471817717 0.83681229967623982 1.1694925762712958 0.88823385146679346 1.8793287828302707 1.9861466530710457 1.2819437591824674 38.639981425005317 0.27531287260353465 6.2279975917190313 0.31744009442627374 1.6636698693037031 1.3622704333392901 1.2201450839638708 0.92932767246384163
leaf_count=305 143 51 87 12 50 881 32 12 118 45 160 218 68 106 398 29 14 44 16 35 31 17 857 8 52 8 6 117 85 29
internal_value=0.000169266 0.000174424 -0.000169602 -0.000422794 -0.00117601 -0.000654429 0.000186284 -0.000227489 -3.61661e-05 7.92941e-05 0.000197361 0.000317048 -0.000561046 0.000195863 0.00017309 -0.000601508 0.000372099 0.000817166 0.00113143 0.000172172 7.02294e-06 0.000189734 0.000126471 0.000276175 0.000559443 0.000177509 -0.000418451 -0.00112974 0.00155384 -0.00056779
internal_weight=86.9157 86.3748 2.87867 2.10329 0.776433 0.54085 83.4961 1.88909 1.70763 1.6117 1.52406 1.44424 0.40402 81.6071 72.2688 1.52013 9.33823 2.89454 2.05773 6.44369 4.56436 70.7487 40.8513 29.8974 7.72346 22.174 3.34338 1.67971 1.49546 2.21127
internal_count=4034 2848 200 113 62 1186 2648 764 752 634 589 429 211 1884 1712 135 172 74 60 98 63 1577 903 674 145 529 131 125 93 46
is_linear=0
shrinkage=0.00196078


Tree=882
num_leaves=31
num_cat=0
split_feature=3 17 8 17 18 2 7 8 2 0 2 7 9 16 4 15 2 10 15 5 6 5 2 4 2 14 18 7 6 3
split_gain=0.12353 0.114959 0.0958029 0.160061 0.24855 0.164798 0.161431 0.11732 0.120461 0.168312 0.117907 0.344821 0.494912 0.620515 0.457884 0.336448 0.387664 0.318457 0.36865 0.270905 0.363241 0.336784 0.274597 0.267936 0.342343 0.391657 0.274279 0.197105 0.190308 0.257842
threshold=76.172084209950015 241.79519611995002 8.8430989333000021 182.50770257345002 13.154691941050002 161.52534673545003 21.725272673150005 8.7431769115000026 74.580378076100018 85.963448721100022 103.92649527695001 23.109894804950002 194.82237869650001 22.574947209950004 284.07887079910006 37.491361913600009 114.12323913765002 61.982402197500001 40.974857724300008 21.850554661550003 16.525386113000007 21.566902724800006 158.13149931390004 310.34635249255007 200.74412770730004 300.28003674255007 14.656441317600001 19.078733418100004 16.525386113000007 92.598563387050021
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 6 -5 -6 -4 10 -9 -10 -2 12 14 -14 15 16 -12 -17 -19 20 21 23 -21 24 -13 -26 -25 -16 29 -24
right_child=2 -3 3 4 5 -7 -8 8 9 -11 11 19 13 -15 27 17 -18 18 -20 22 -22 -23 28 26 25 -27 -28 -29 -30 -31
leaf_value=-0.001972112898932035 0.00026806265155475 0.0004514731624350483 -9.7264903019633651e-07 -0.0018123049197016003 0.00021204919551578153 -0.001060398408589342 0.0019494419406997428 -2.0787704369882715e-05 0.000206442261556144 0.0011288149192033817 -0.0020766912351869891 0.00013737526409864109 -9.5935755214750568e-05 -0.0022061277364773123 0.00014582916166475883 -0.00032417783304841393 -6.4698682863118247e-05 0.001383403902814568 0.00023248340829342754 0.0014783096299489616 -0.0013832825153595654 -0.0010175735590272589 0.0010593804988820266 -0.0017808408400854386 0.0020051493199923507 0.00015231719993700468 -1.7502560909508212e-05 -0.0020934389776021719 -0.00018443426181747656 0.00030310147483631427
leaf_weight=0.19883932618398503 26.72759100884241 0.12105757008430373 0.51424002309249717 0.40805976570118252 1.4473907700739799 0.53632169755292114 0.23896933457581326 1.2447889493778337 1.4137698402046228 1.6463407850824294 0.50858821200563031 22.897067346933923 1.2063381392508739 0.96379673568662827 0.20970793548622246 2.0822260516142705 1.3336491909283266 1.5485409745015202 3.4624536362243816 0.86068446076387672 0.64049146696925063 0.98035605776021739 2.1041436949990375 0.53477689694773178 0.837837833805678 0.92055170587627799 0.92705688501337136 0.54101793776123941 2.2570845619629827 9.8314471144512918
leaf_count=856 764 69 68 36 42 39 15 9 24 32 126 569 12 39 53 45 386 33 47 12 14 19 111 37 14 47 208 154 27 127
internal_value=0.00016131 -0.00105496 0.00016569 -0.00017042 -0.000418654 -0.000131973 0.000617832 0.000178028 0.000493484 0.000702679 0.000161339 0.000109142 -0.000186757 -0.00103311 2.86352e-06 0.000126434 -0.000620151 0.000320335 0.000588151 0.000191128 7.61966e-05 0.000110694 0.000402906 0.000153045 0.000201404 0.00103516 -0.000662578 -0.00146792 0.00033769 0.000436427
internal_weight=89.1452 0.319897 88.8253 3.14498 2.39177 1.98371 0.753209 85.6803 4.3049 3.06011 81.3754 54.6478 11.8563 2.17013 9.68618 8.93546 1.84224 7.09322 5.01099 42.7915 27.7381 27.0976 15.0534 26.1173 24.6555 1.75839 1.46183 0.750726 14.1927 11.9356
internal_count=4034 925 3109 200 117 81 83 2909 65 56 2844 2080 895 51 844 637 512 125 80 1185 908 894 277 875 630 61 245 207 265 238
is_linear=0
shrinkage=0.00196078


Tree=883
num_leaves=31
num_cat=0
split_feature=18 0 16 3 10 16 10 16 19 16 13 19 9 17 4 14 7 16 4 2 18 16 14 17 2 7 9 15 5 17
split_gain=0.118585 0.380186 0.360765 0.202486 0.785259 0.457719 0.530043 0.303863 0.27838 0.393082 0.727466 0.429514 0.297684 0.403121 0.188102 0.337347 0.184524 0.276177 0.409104 0.181969 0.181621 0.176234 0.161989 0.335925 0.280616 0.277347 0.186822 0.208934 0.16081 0.282296
threshold=13.893471991850001 86.756543869550015 22.654947022900004 83.538459487450012 71.015621515800021 18.344957101500004 70.206395618550019 19.199955102150003 13.751109481500002 19.974953289850003 112.64908412395 14.251149826300002 205.22231928645002 204.75389752000004 162.53166217615004 162.62753922915002 23.109894804950002 22.454947490600002 244.52697497700004 231.65109648115003 13.455547561900003 22.564947233300003 240.28931515145004 188.64489188380003 158.13149931390004 22.814487719050003 195.41812862360004 36.535628266450011 22.327062271350005 188.95754880325003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=16 -2 3 -3 5 -5 7 -7 -9 -10 -11 -12 13 -13 15 -6 20 18 -18 -14 22 -22 23 25 -24 -1 27 -25 -26 -30
right_child=1 2 -4 4 14 6 -8 8 9 10 11 12 19 -15 -16 -17 17 -19 -20 -21 21 -23 24 26 28 -27 -28 -29 29 -31
leaf_value=0.00013140899323235418 -0.0018015181067785463 0.00019162305540113757 0.001975468120124908 0.0018327759148748536 -0.0019914472925641447 0.00088420307762735351 -0.0017455671412322654 -0.00081035461965753709 0.00097360097437999783 -0.0020442139362987681 0.0014417075854978997 -0.0017214550183382164 -5.948288200539908e-05 0.00049259270184807415 -0.0020309756782821526 0.0020578399823189273 0.0016292851569768676 0.00029242240085963739 -0.00068151477951881097 0.0011717162540495567 -0.00028002674958684356 -0.0022070224815415392 -0.0017261475321491643 0.0017741418713992305 0.0013018454473442554 -0.0013484993263868069 -0.00015348776204311969 0.0006404598305445831 0.00033483944701527459 -0.00065415180602879
leaf_weight=10.666796785112641 0.40408457864327729 25.120639756781316 0.3946401234716167 0.52832292738344122 0.18926568278402445 1.5134489086922229 0.65499259388889264 1.5846088244579712 1.5380957855377344 0.68079341831617046 0.79164380952715863 0.83720103092491649 1.7168844193220141 0.50802698131883517 0.93282978185527554 0.13589638471603394 1.3114130143076206 25.870555654277268 0.3798815114860189 0.63121440028771747 0.9846433744164631 0.22397434136291849 0.40315655409358342 0.80407726205885355 0.32818547836450296 0.51015676022507328 0.80158667417708773 2.8065062502864748 2.4115672602483755 2.0553690400663527
leaf_count=653 52 1635 34 62 47 50 65 36 23 48 25 28 34 30 260 1 90 257 14 44 101 12 17 42 19 14 22 57 195 67
internal_value=0.000172458 9.03038e-05 0.00011055 9.08523e-05 -0.000115909 5.21349e-05 -3.78299e-05 7.6286e-05 -7.12371e-05 0.00010347 -0.00015561 0.00013107 -0.000149858 -0.000885317 -0.00158333 -0.000299111 0.000235722 0.000342608 0.00111026 0.000271487 0.000101791 -0.000637127 0.000144753 0.000244705 -0.000154993 6.38606e-05 0.000702821 0.000892931 -2.28959e-05 -0.000120225
internal_weight=87.7205 38.1626 37.7585 37.3639 12.2432 10.9852 10.4569 9.80192 8.28847 6.70386 5.16576 4.48497 3.69333 1.34523 1.25799 0.325162 49.5579 27.5619 1.69129 2.3481 21.996 1.20862 20.7874 15.5891 5.19828 11.177 4.41217 3.61058 4.79512 4.46694
internal_count=4034 2474 2422 2388 753 445 383 318 268 232 209 161 136 58 308 48 1560 361 104 78 1199 113 1086 788 298 667 121 99 281 262
is_linear=0
shrinkage=0.00196078


Tree=884
num_leaves=31
num_cat=0
split_feature=7 18 0 2 7 4 2 6 17 6 9 4 13 5 6 3 7 0 7 2 0 13 16 16 5 10 0 16 16 4
split_gain=0.112513 0.248228 0.314072 0.192578 0.450077 0.336907 0.194562 0.171461 0.154001 0.142349 0.156437 0.153889 0.180245 0.12917 0.389841 0.143038 0.123507 0.116636 0.111217 0.385115 0.306501 0.147581 0.14345 0.573723 0.321048 0.321757 0.682262 0.389597 0.285604 0.476498
threshold=22.516377366000004 13.043896815850003 85.732241321850012 126.15794700430001 22.381996090050006 195.50296729855003 101.78954948125002 16.545386580300001 193.31651039250002 16.665389384150004 227.07958281845004 377.6847677435 116.35915634395 20.374719724350005 16.435384010100005 93.72771580185001 22.314221067900004 85.812895065800021 22.747724408400003 93.57193670880001 86.692020874450009 117.55283175385001 20.404952284350003 19.974953289850003 20.556063402800003 69.999384342500022 93.399723909900004 19.284954903400003 20.824951302200002 227.97173202615002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 17 7 5 9 6 13 -3 -8 11 -11 12 -5 -1 -15 -16 -7 -2 19 21 -21 -4 23 24 25 26 -20 -27 29 -24
right_child=1 2 18 4 -6 16 8 -9 -10 10 -12 -13 -14 14 15 -17 -18 -19 22 20 -22 -23 28 -25 -26 27 -28 -29 -30 -31
leaf_value=0.00054398738770119537 0.00098956962139423081 -0.0020269080662124956 7.8336351278044525e-05 -0.00017231652414252414 -0.0022082096739742298 0.00050725649576321605 -0.0021169487913487595 -0.00014700823915706309 0.0019741869444594882 -0.0017893316366109917 0.0019685589879186302 -0.0019743297572305737 0.0016752909859350147 -0.0020458642031051127 -0.0010429982036811473 0.00018512045752355901 0.0019948515378750563 0.00037640690343130061 -8.2955573324652477e-05 -0.0015764498422544298 0.0001487121898328603 0.0017356103506384723 0.0018960377452667131 -0.0015183587821480855 -0.001482970828887328 0.00012924428938716466 0.0018307735213147019 -0.0020772363187111474 0.00023551360692392393 0.00017111515885125992
leaf_weight=1.3885106798552422 2.0234619499606188 0.37498209492650758 0.43943511651013922 0.44245155196722386 0.49160131443932176 0.42437424611443919 0.26687916402443068 0.37117095022404101 0.040780488401651382 0.25071140276736514 0.051306098233908415 0.093952876710204691 0.37510855973232538 0.37770094077950478 0.41089824214577708 3.2367528454924468 0.43404001044109464 2.9051799889057293 1.5659861055901338 0.86819125246256568 0.72790584868334918 0.38987405598163605 1.0864269370213144 0.81824303860776026 0.45911584370105529 27.852268987082144 1.3199011766628244 0.31109903604374167 38.504655806435039 1.4211113513447342
leaf_count=40 35 91 30 172 26 52 200 44 2 186 5 62 30 32 17 158 10 32 37 20 38 12 26 38 91 1912 28 14 562 32
internal_value=0.000179479 0.000201626 0.000174151 -3.82138e-05 -0.000625456 0.000113965 -5.78921e-05 -0.00109176 -0.00157467 1.57174e-05 -0.00115095 0.000402277 0.000675393 2.83034e-05 -0.000149577 4.67761e-05 0.00125943 0.000628142 0.000186618 -0.000226485 -0.000789683 0.000857452 0.00020028 0.000102603 0.000144698 0.000168766 0.000792315 0.000104871 0.00027727 0.000918463
internal_weight=89.7241 81.439 76.5104 8.28507 1.70513 6.57994 5.72152 0.746153 0.30766 1.21353 0.302018 0.911513 0.81756 5.41386 4.02535 3.64765 0.858414 4.92864 75.7642 2.42541 1.5961 0.829309 73.3388 32.3266 31.5084 31.0493 2.88589 28.1634 41.0122 2.50754
internal_count=4034 3042 2975 992 481 511 449 135 202 455 191 264 202 247 207 175 62 67 2840 100 58 42 2740 2120 2082 1991 65 1926 620 58
is_linear=0
shrinkage=0.00196078


Tree=885
num_leaves=31
num_cat=0
split_feature=13 9 9 9 13 13 18 7 2 17 9 16 5 19 18 8 17 9 18 6 18 0 9 2 10 6 6 13 13 16
split_gain=0.180288 0.124647 0.151839 0.13304 0.114385 0.1548 0.102286 0.270119 0.456432 0.394632 0.462429 0.281004 0.268706 0.234673 0.222203 0.288595 0.21545 0.398682 0.387713 0.371906 0.366277 0.389339 0.275106 0.175267 0.221884 0.174371 0.204455 0.188354 0.234109 0.200823
threshold=98.050756475600011 179.18874144770004 177.77223095870002 38.295222230400007 96.526400715600019 95.986020631400024 13.975517741000003 23.109894804950002 151.26092141510003 189.50863627480001 193.67618212375001 22.454947490600002 19.925387549600003 14.351157895250003 14.118140587000001 8.4434108459500017 188.19076296340003 195.30595290385003 13.043896815850003 16.525386113000007 13.327513832500001 85.995710218650018 201.14010537530001 67.858768990950011 61.950140699950005 16.525386113000007 16.555386813950005 117.54745483760001 117.49368567500001 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=4 2 3 -2 5 -1 7 8 16 13 -11 12 -9 -10 15 -8 18 19 23 20 21 -18 -19 -3 -25 27 -27 28 -13 -29
right_child=1 6 -4 -5 -6 -7 14 11 9 10 -12 25 -14 -15 -16 -17 17 22 -20 -21 -22 -23 -24 24 -26 26 -28 29 -30 -31
leaf_value=-0.0011520134715778012 -0.002023365679675124 -0.00039516023859550211 -0.0020291111142113597 3.2459662219197415e-05 -0.0017314834464004641 0.0013060822292300512 -0.0011498491565211817 0.00048987636830332586 -0.00083596626798429648 -0.00027604677228019401 -0.002015545405884959 0.00035810236765191364 0.0016970040223086599 0.00040703531054745676 0.00018268235151887034 9.7030059575381315e-05 0.00026678805812481747 -0.0013828772312994618 -0.00080433152184833877 0.0018225851424342259 -0.00042766520891410442 0.0017857449485714125 0.00039505552038781027 -1.8742977344859012e-05 0.00066886047991505417 -0.0005750358981650792 0.00030068531943713324 0.00031341885111143029 -0.00035142331448035437 0.00079831913828246406
leaf_weight=0.23485110515764418 0.13010434175612262 1.3428590617550122 0.1734416321851312 1.7338532564190243 0.29195990193034049 0.16965490527036309 1.1412513429386302 1.8066104296594887 0.7861215446973796 1.4757731457211778 0.97625082358536008 7.8123203889699706 1.1669094865210352 2.2707132594732684 33.983608239293972 1.9048712179064748 1.5061895968610768 0.59308894351124741 1.5624183434301802 1.1018685605376957 1.094315296038985 1.139691052958369 0.76773372595198452 3.1506550954654813 4.2223193521640496 1.6492211926961307 2.7081254686490865 6.6872207965934631 2.3184877464082092 6.4519054025295191
leaf_count=987 73 47 12 679 168 31 39 38 39 44 35 61 84 44 1063 51 34 13 29 19 19 47 29 57 65 21 53 72 26 55
internal_value=0.000197697 0.000205249 -0.000274321 -0.000111037 -0.000796151 -0.000121057 0.000216151 0.000271736 0.000105965 -0.000382651 -0.000968612 0.00039086 0.000963594 8.73745e-05 0.000137208 -0.000370122 0.000269287 0.000557871 9.51274e-05 0.000821402 0.000526451 0.000921066 -0.000379823 0.000256366 0.00037503 0.000329216 -3.07682e-05 0.000396624 0.000195724 0.000551527
internal_weight=92.3544 91.6579 2.0374 1.86396 0.696466 0.404506 89.6205 52.5908 21.99 5.50886 2.45202 30.6008 2.97352 3.05683 37.0297 3.04612 16.4811 6.20289 10.2783 4.84206 3.7402 2.64588 1.36082 8.71583 7.37297 27.6273 4.35735 23.2699 10.1308 13.1391
internal_count=4034 2848 764 752 1186 1018 2084 931 521 162 79 410 122 83 1153 90 359 161 198 119 100 81 42 169 122 288 74 214 87 127
is_linear=0
shrinkage=0.00196078


Tree=886
num_leaves=31
num_cat=0
split_feature=16 16 19 19 19 9 5 7 17 7 2 9 17 15 10 15 0 13 13 3 6 8 16 3 2 18 15 8 6 16
split_gain=0.110301 0.513341 0.203458 0.340808 0.338868 0.315606 0.185151 0.375818 0.209938 0.183007 0.266529 0.36182 0.615834 0.203414 0.246973 0.393387 0.180442 0.165153 0.161503 0.177206 0.475253 0.45425 0.329589 0.494991 0.273057 0.149109 0.1433 0.131959 0.130341 0.260109
threshold=20.404952284350003 19.974953289850003 14.051133688400002 13.751109481500002 13.651101412550002 193.42660545270004 19.865285687250005 23.974509389900003 171.32005222830003 23.109894804950002 101.23478163165002 194.82237869650001 190.38166638035003 37.491361913600009 61.982402197500001 40.974857724300008 85.764502819450016 117.57433941890001 109.55466881580001 83.538459487450012 14.745344522600002 7.943800736700001 19.199955102150003 85.538672336450006 73.245799595050016 11.928667296000002 30.404760455250003 2.1483234697000007 16.525386113000007 22.604947139800004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 26 18 8 25 10 -2 13 17 -12 16 -16 -15 -13 19 -1 21 24 23 -22 -21 -8 -5 -26 -11 -30
right_child=9 -3 -4 5 -6 -7 7 -9 -10 28 11 12 -14 14 15 -17 -18 -19 -20 20 22 -23 -24 -25 27 -27 -28 -29 29 -31
leaf_value=0.00017976463348876685 0.00033281798855886596 -0.0014996773738494057 -0.0013045797365618715 0.00073174505376961952 -0.001888306800115553 0.0015761858156293233 0.00020981344848488117 -0.0020406729897814758 0.0010823195539590813 0.00035667096812372286 -0.00076990219319875088 -0.00078246294264882514 -0.0021626213681138983 0.00014635686444607133 0.0013521647048074185 0.00011066202125839868 -0.00085027577235423791 0.00031365079091575895 0.0010176370067339748 0.0019431818464113661 -0.00013272232443255457 -0.0020259276330935401 -0.00064695641975183709 0.001955983426140635 0.00060423233119704452 -0.002048042204303286 -0.0012769409795216171 -0.0019991597788763726 0.0002537271495516247 -0.00084282209575153335
leaf_weight=22.869265138552599 8.5916340065887216 0.77983432298060407 0.38583017865312186 0.28311658502320725 0.33273154324706311 1.1351073251862542 0.24953774996083555 0.46250891329691513 0.44961676174108334 28.459928769505495 0.96721963250456422 0.93503023193625256 0.81706427997596609 1.650212162458047 1.3473142139846457 3.6116664314577065 1.2109624103177337 1.2154992743598994 0.77681444678455491 0.21853266889229306 1.0725623306934724 0.89996651781257242 1.0935120144858954 0.73524593515321601 0.1277286956574244 0.20470015386899831 0.26375460689450847 0.18082901725529155 3.6811102029460008 1.0744342659309039
leaf_count=1576 220 49 31 25 32 41 147 114 224 486 45 23 35 41 36 73 22 39 20 5 32 178 16 20 87 233 15 68 43 58
internal_value=0.000162067 7.19919e-05 0.000110605 0.000128019 7.935e-05 0.000986642 0.000101664 -0.000603118 0.000132489 0.000216758 7.03181e-05 -0.000121541 -0.000713502 7.83702e-05 0.000183287 0.000447968 -0.000275458 -0.000162929 0.000136088 0.000110909 -0.000252895 -0.00117931 0.000202777 0.000716766 0.000266217 -0.000807678 -0.000237039 -0.000921475 0.000306462 5.98053e-06
internal_weight=86.0833 32.5212 31.7414 31.3555 29.6736 1.68198 29.3408 1.36636 0.903855 53.5621 20.3466 11.755 2.96759 8.78737 7.82016 4.95898 2.86117 2.15053 27.9745 27.1976 4.32838 1.42706 2.90132 1.80781 0.52709 0.454238 0.546871 0.308558 33.2155 4.75554
internal_count=4034 2913 2864 2833 2752 81 2720 718 604 1121 534 314 97 217 172 109 63 62 2002 1982 406 338 68 52 160 380 40 155 587 101
is_linear=0
shrinkage=0.00196078


Tree=887
num_leaves=31
num_cat=0
split_feature=13 12 14 18 13 8 19 15 18 16 9 3 5 18 18 8 19 13 5 0 16 16 15 15 18 15 17 3 15 16
split_gain=0.0347012 0.058274 0.0415298 0.0535422 0.037666 0.0326414 0.0265197 0.185748 0.22873 0.119463 0.163586 0.194757 0.108188 0.270631 0.138033 0.104149 0.193031 0.0618087 0.0814165 0.0493367 0.0478166 0.191434 0.149974 0.235891 0.127626 0.12413 0.149729 0.146117 0.049739 0.127581
threshold=98.050756475600011 150.73104262400003 234.57881148155005 17.323446153950005 95.862351557400004 7.1444245619500011 12.651020723000002 23.735720730600004 14.349498564250002 15.404963976500001 205.67007911670001 82.69159517635002 15.237417718750002 14.674589207750001 15.625782642300001 8.0437227585500022 12.851036860900001 104.51649827935002 19.234448447350001 101.18549865570002 18.634956423400002 15.344964116800002 29.037712645600003 27.980927088250002 14.053554955550002 24.719476717350002 174.98430420910003 79.078307449000008 30.243446395250004 18.734956189500004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 -5 9 8 -8 12 11 -11 19 -14 -15 16 -10 -13 -19 -2 21 -9 23 25 -24 -23 -27 -28 29 -22
right_child=6 2 3 4 -6 -7 7 20 15 10 -12 17 13 14 -16 -17 -18 18 -20 -21 28 22 24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.10149334175632184 0.027378998968793661 0.10106988365720637 -0.1005362527477066 0.036877834208946171 0.054051297340738873 -0.10060463403551211 0.0039705219479886427 0.10500984558884506 0.061741149200194627 0.083734029406892646 -0.010834871828751791 0.0074614509728380398 0.0022589065166286732 -0.10747732158324122 -0.020493045020134409 -0.10869580922040388 -0.10295978654198185 0.10227247157571558 -0.040376120150757949 0.0036848552715856423 0.053017856920006969 -0.0053978051573551795 0.039186711040325853 0.046666564704123455 -0.095313643982584545 0.085386176951429457 0.071689590388966482 -0.094581062137916186 0.001568753974882737 0.006152798419745511
leaf_weight=0.085681098074757212 1.1612775833054891 0.03167189285159111 0.06153261826646883 0.029277287601004787 0.085996668611187488 0.042105133031896003 0.74638864939833982 0.13738669455051367 0.12778022048485127 0.67591106252803035 0.91881149917026039 1.0612483803105304 2.2799625446850773 0.39727590988877626 0.33734446324888268 0.40295341503224336 0.16059356338155339 0.15953228622674931 0.053404807539664034 3.6127276657498442 0.64789647293218777 1.184481075149052 0.087723051921784534 0.62983399078984792 0.36035764536154602 0.063175587833029456 0.059093684401887003 0.50046414036887654 52.100900083454803 5.6159312698400754
leaf_count=305 39 1 411 332 18 119 110 1 25 26 41 30 128 41 23 57 64 3 127 69 33 59 24 24 194 57 28 146 1246 253
internal_value=0.00174948 -0.0303014 -0.00595905 -0.0214439 0.00947993 -0.0442166 0.00189615 0.00111371 -0.0344165 0.0065086 0.0239532 0.040344 8.29229e-05 -0.0147487 -0.0675333 -0.0758609 -0.0299798 0.0173271 0.0664961 0.00944846 0.00194584 -0.0103184 -0.0158102 -0.00603399 -0.0689818 -0.0244007 -0.0605455 -0.0770216 0.00258096 0.0110003
internal_weight=73.8187 0.336265 0.250584 0.218912 0.157379 0.0713824 73.4825 62.825 1.43772 10.6575 2.86891 1.9501 7.78859 3.01458 0.73462 0.691327 0.288374 1.27419 0.212937 4.77401 61.3872 3.02252 2.88513 2.43705 0.448081 1.80721 0.622733 0.559558 58.3647 6.26383
internal_count=4034 1186 881 880 469 451 2848 2321 256 527 227 186 300 192 64 146 89 160 130 108 2065 533 532 314 218 290 231 174 1532 286
is_linear=0
shrinkage=0.1


Tree=888
num_leaves=31
num_cat=0
split_feature=13 12 14 10 13 7 18 7 7 18 8 3 15 6 16 15 18 5 2 7 4 7 16 15 13 17 18 15 3 5
split_gain=0.0304246 0.0532435 0.0372694 0.0490943 0.0451522 0.0310972 0.0250809 0.140568 0.356936 0.113438 0.126943 0.0900722 0.183969 0.16439 0.299586 0.255031 0.121027 0.0914339 0.0899728 0.297465 0.19162 0.126947 0.0893567 0.212819 0.0865685 0.207984 0.175876 0.0752697 0.230842 0.072859
threshold=98.050756475600011 150.73104262400003 234.57881148155005 82.457699319000014 95.862351557400004 29.575580426850003 13.946975448150001 23.822419043000004 23.699538637550003 14.199468390000002 8.1436447804000007 92.598563387050021 40.42701969085001 16.355382140900002 22.614947116400003 42.246988155050012 13.142272494650003 20.204934414350003 131.42729508740004 23.127267687200003 178.59129095495004 22.620600126450004 22.604947139800004 40.309074029200012 117.28936285705002 197.20536406400001 13.405476405600002 37.491361913600009 92.703413254150021 21.955793948900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 -4 5 -5 11 8 9 -8 -11 12 18 14 15 16 -13 -15 19 21 -21 -2 23 -9 25 26 -20 28 -19 -29
right_child=6 2 3 4 -6 -7 7 22 -10 10 -12 13 -14 17 -16 -17 -18 27 24 20 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.10135540677189975 0.024191551171768216 0.10096703510767986 -0.10058215973926694 -0.10050098148805131 0.06231124073933049 0.032838162501426953 -0.031696682375466169 0.001686776588635423 -0.096705635588182917 -0.0066837642585185156 0.070444600577130909 -0.026220300911354001 0.058350891052965051 0.033055013108874917 -0.10636085993921481 -0.11020940443490757 0.090180525431944658 -0.1133709390017734 -0.016059936603983194 0.019578877933036105 0.10140753411664838 -0.02460498703243081 0.035286618029402576 -0.063839983633584368 0.014131077196741039 0.0077485919966806156 -0.095917063367145172 0.017134445727408888 -0.0041572308829721212 0.0016253720670904134
leaf_weight=0.077627610230165511 1.0318706544785499 0.028685620054602623 0.05602352408823208 0.043873285249958371 0.077374489436806471 0.02908619695548964 0.72789442189878462 26.195202473239995 0.52624226637999516 0.59336031664926736 0.33323798135097604 0.13759497163255119 0.77097506728023368 0.91401508310809632 0.39803085684252437 0.13454378430276392 0.2546173011587598 0.19760676752776163 0.82813277706736721 0.550348504562862 0.59617611207067966 1.1030785567782002 0.75704369565937568 0.50520679707915306 2.7293337043374777 2.4034028742462397 0.41349396525129123 3.6418129079975214 9.3928118689113926 18.003724337145286
leaf_count=305 45 1 254 365 22 239 37 1004 28 73 17 99 35 29 37 17 22 4 29 26 25 40 55 76 22 16 32 48 651 381
internal_value=0.00157708 -0.0295503 -0.00583525 -0.0206818 0.00909395 -0.0473437 0.00171015 -0.00053333 -0.0249702 -0.00215347 0.0210544 0.00323866 0.011343 0.00068378 -0.0408842 0.00859174 0.0493451 0.00187947 0.00758959 0.0210434 0.0621286 -0.00102048 0.00140751 0.000446924 0.000663678 -0.00942047 -0.0426544 0.000967226 -0.00640754 0.00423474
internal_weight=73.4524 0.312671 0.235043 0.206357 0.150334 0.0729595 73.1398 29.6382 2.18073 1.65449 0.926598 43.5016 10.4268 33.0748 0.924787 0.526756 0.392212 32.15 9.65584 3.28147 1.14652 2.13495 27.4575 26.7004 6.37436 3.64503 1.24163 31.236 9.59042 21.6455
internal_count=4034 1186 881 880 626 604 2848 1290 155 127 90 1558 270 1288 175 138 121 1113 235 136 51 85 1135 1080 99 77 61 1084 655 429
is_linear=0
shrinkage=0.1


Tree=889
num_leaves=31
num_cat=0
split_feature=8 8 2 17 7 3 2 7 17 8 18 4 17 17 17 15 18 9 13 17 13 7 7 0 5 10 13 6 9 7
split_gain=0.0260454 0.0868786 0.134066 0.10295 0.0433646 0.0362703 0.036247 0.0934936 0.106684 0.0468059 0.0828597 0.0692941 0.0634732 0.0589118 0.236985 0.31741 0.110727 0.106261 0.0900492 0.074347 0.073843 0.0647816 0.129161 0.132656 0.266562 0.128154 0.168062 0.121274 0.155191 0.0891654
threshold=9.5425530862500008 8.9430209551500024 73.245799595050016 205.45998821870003 21.725272673150005 101.90062851840001 60.327272492300004 23.699538637550003 184.67080164680002 8.7431769115000026 13.754580103150001 169.62532823300003 189.19102531915004 183.92349703790003 182.63036160245002 22.233787461850003 12.867440043550003 203.06170522940002 117.74908919740001 162.13109061465002 120.87576600310001 22.381996090050006 22.721067571950005 85.791387400750025 21.566902724800006 61.977025281250008 117.55283175385001 16.555386813950005 185.90443620030001 22.938075114600004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 -3 -4 5 -2 7 8 -1 13 12 -12 -11 14 17 -16 -15 19 21 20 -8 27 25 24 -24 -23 -27 28 -18 -25
right_child=4 2 3 -5 -6 -7 9 -9 -10 10 11 -13 -14 16 15 -17 18 -19 -20 -21 -22 22 23 29 -26 26 -28 -29 -30 -31
leaf_value=0.023503171938102044 -0.054222549778111834 0.021109582938359447 -0.10358082574909599 -0.012940856014172851 0.046775653445666948 0.023193233297864241 -0.10128316613871069 -0.03862413113833444 -0.025046554039432924 0.015283802206329451 0.0035751208691044579 0.044302727121640212 -0.01564031869749942 0.057023584131861121 0.057599823770301345 -0.09481651846273681 -0.084110163965087748 -0.07816437358592962 0.041571613725535236 0.0026398699816324251 0.10071514596076517 -0.011650599034519519 0.10138416195971096 -0.014752939945435146 -0.10325961713976342 0.0148719970192329 0.065847241798482309 0.0024082566455929742 0.034234133182067382 0.0024403437323047457
leaf_weight=1.0443052044720382 0.10282636406918655 0.30485465447418292 0.27869690018269466 0.2276845058077015 0.32414118849555962 0.14708965551108122 0.11972597463206014 0.79181307589942651 0.79883764078840602 1.4236243613959225 0.67529766354709853 1.0953670981689354 1.2434879167267352 0.36980319728536315 0.177759896325142 0.59057122069225443 0.43928285749760121 0.17368842443897836 0.57288123475154762 6.468465304192506 0.021319938823580742 1.0454844817213587 0.081443510949610665 3.2255472680467383 0.29134630181783905 2.4140494599264462 0.88346925081168581 1.0575565704660048 0.14818860361992847 46.503058806915533
leaf_count=34 47 22 49 19 29 11 281 47 19 18 8 33 26 13 36 63 103 114 30 711 1 21 2 65 90 82 36 9 8 2007
internal_value=0.0014256 0.00125753 -0.031284 -0.0628263 0.0226422 -0.008659 0.00162594 -0.00988508 0.00246121 0.00206538 0.0119997 0.02877 0.000866047 0.00138276 -0.00691731 -0.0595537 0.00248176 -0.000955202 0.0021258 0.00107374 -0.0707499 0.00172291 0.00231365 0.000879615 -0.058551 0.0188568 0.0285293 -0.0178284 -0.054258 0.00132514
internal_weight=73.0417 72.4676 0.811236 0.506381 0.574057 0.249916 71.6564 2.63496 1.84314 69.0214 4.43778 1.77066 2.66711 64.5836 7.55153 0.768331 57.0321 6.7832 56.6623 6.60951 0.141046 56.0894 54.4444 50.1014 0.37279 4.343 3.29752 1.64503 0.587471 49.7286
internal_count=4034 3947 90 68 87 58 3857 100 53 3757 85 41 44 3672 1206 99 2466 1107 2453 993 282 2423 2303 2164 92 139 118 120 111 2072
is_linear=0
shrinkage=0.1


Tree=890
num_leaves=31
num_cat=0
split_feature=9 9 10 18 0 16 7 17 16 7 6 7 2 17 3 10 18 5 12 3 6 3 9 17 15 0 9 9 15 8
split_gain=0.119048 0.174356 0.134817 0.123369 0.488109 0.45675 0.254661 0.19056 0.207015 0.329683 0.280477 0.247002 0.191934 0.185464 0.164495 0.277582 0.634847 0.163331 0.519049 0.369717 0.745656 0.191939 0.704362 0.189917 0.601353 0.340929 0.177561 0.516423 0.327401 0.356403
threshold=179.18874144770004 177.77223095870002 72.378669787950017 13.843998451900001 86.692020874450009 22.654947022900004 23.433599577300004 199.03437346465003 22.514947350300002 23.032902590750002 15.785368822600002 23.864758692950002 142.56923800370004 189.43751236195004 92.598563387050021 62.132955852800002 13.276755824150003 18.128874633450007 103.54784004735002 86.272621406050021 14.825346391850003 83.538459487450012 198.16621393750003 196.31479727660005 29.198705243000003 93.133566555000002 204.68881850780005 202.37225149245003 35.215351613950006 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 -1 7 -5 6 -6 8 9 10 -2 14 -11 -12 -10 -16 -17 19 -19 20 21 -8 -23 24 -20 -26 27 28 29 -25
right_child=3 -3 -4 4 5 -7 17 -9 11 12 13 -13 -14 -15 15 16 -18 18 23 -21 -22 22 -24 26 25 -27 -28 -29 -30 -31
leaf_value=5.3191401020219303e-05 -0.00064397268550527508 -0.0020306968346710708 -0.0019745901247679074 -0.0018585688056627831 -0.00089141707033427912 0.0019783679969022231 0.00023917169479330716 0.00079980870105822346 0.00057616044944511029 0.0016046246603757795 0.00011017141176396167 -0.0004920763343858269 0.00057013505091602816 0.0012925735722516861 0.000192686445747157 0.00059951220559254447 -0.0022540597896370182 -0.0017812033965668148 0.0015914228149076807 -0.0013746303027269908 0.0017814372178133432 0.00046427659607918266 -0.0017791952783021833 -0.0015743130448332 0.00079584290339033666 -0.002059754838220964 0.00031256488967005723 -0.0011635583746303568 0.0007497457878667469 0.00041729440020564235
leaf_weight=1.5561975411001174 1.1505354549735778 0.20380537251071462 0.13716649989089535 0.48341745061406882 0.97178439373965275 0.50401203893124957 20.565653653398169 2.2869243365530556 4.0495260953903189 1.2975329579785468 1.3621435372479029 2.0738928585051317 1.4715635217726228 0.81528543028980482 31.015306908766433 0.62545905620936426 0.57558903814060614 0.63207173417322238 0.33472028549294808 0.54603244317695399 1.1734847428742785 1.471947017591446 0.84801426467311092 0.63352976884925583 0.20365282706916332 0.76287307481834432 7.0965688218420837 1.4295557814184574 2.0001377582666464 0.7597256526350975
leaf_count=734 31 17 744 46 37 35 903 43 31 83 46 26 20 27 483 42 15 36 13 14 34 33 66 39 4 133 221 33 38 7
internal_value=0.000168634 -0.000317282 -0.000111064 0.000179213 9.98885e-05 0.000123597 9.98879e-05 0.00024783 0.000219423 0.000555024 0.000139116 0.000166053 0.00105487 0.000552893 0.000203689 0.00015687 -0.000768031 0.000124937 -4.5363e-05 0.000220817 0.000257026 0.00017886 -0.000355779 3.76258e-05 -0.000673642 -0.00145806 0.000115275 -0.000175022 0.000241425 -0.000488313
internal_weight=89.0381 1.89717 1.69336 87.1409 40.4172 39.9338 39.4298 46.7238 44.4368 6.09706 3.32796 38.3398 2.7691 2.17743 36.2659 32.2164 1.20105 38.458 13.8528 24.6051 24.0591 22.8856 2.31996 13.2208 1.30125 0.966526 11.9195 4.82295 3.39339 1.39326
internal_count=4034 1495 1478 2539 1692 1646 1611 847 804 207 104 597 103 73 571 540 57 1574 524 1050 1036 1002 99 488 150 137 338 117 84 46
is_linear=0
shrinkage=0.00196078


Tree=891
num_leaves=31
num_cat=0
split_feature=18 0 16 17 7 6 15 16 7 2 13 16 13 15 17 18 7 3 13 18 7 19 4 19 8 17 7 18 9 5
split_gain=0.025698 0.240647 0.284248 0.18027 0.123772 0.22007 0.171592 0.10758 0.211298 0.171375 0.155247 0.240307 0.169764 0.163269 0.12693 0.11842 0.109491 0.126501 0.138243 0.529696 0.287099 0.101096 0.143198 0.0702816 0.156292 0.103597 0.464224 0.347752 0.115654 0.0836216
threshold=13.843998451900001 86.692020874450009 22.654947022900004 199.72613295375004 23.433599577300004 16.265380038000004 23.378903124350003 22.514947350300002 23.032902590750002 142.56923800370004 113.97180552410002 20.084953032650002 114.07934384930002 26.912781836550003 196.70243143610003 13.327513832500001 23.864758692950002 92.598563387050021 117.46680109370001 13.327513832500001 22.835261448650005 13.051052998800001 224.82737758030004 14.351157895250003 8.4434108459500017 186.57794620975002 23.203497038450006 13.258241318650002 194.45262321395003 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=3 -2 4 7 5 6 -3 8 10 15 11 13 -12 21 -14 -10 17 -9 19 20 -19 22 -1 25 29 28 27 -27 -20 -25
right_child=1 2 -4 -5 -6 -7 -8 16 9 -11 12 -13 14 -15 -16 -17 -18 18 23 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.10743681309284912 -0.091686251720253631 0.067463941875536906 0.10056144765666075 0.060038620370944318 0.00028957717829520256 0.023771143780279023 -0.10602956806671725 0.019591020851365746 0.0070518169913154037 0.015066904091731271 0.1001742408325705 -0.077478921983641411 -0.00035057537435285503 0.091573485022700796 0.098512934515474201 0.091847345053383433 -0.021018829887146123 -0.043227870879523927 -0.0055525107741235154 -0.11168031408302315 0.094836321552674407 0.04088496853947432 0.021029191255541094 -0.01157771212885955 -0.0042990692033469937 -0.10933269727596234 0.0025104655697014474 -0.013745358674208966 0.026690904552920326 0.019322615843856656
leaf_weight=0.1922779498615903 0.28775486365935776 0.066050540567004101 0.27959185081999649 0.5490685538507013 31.548223583278187 0.32923674992343877 0.41637464308996641 3.5313243214041021 0.2141322270035747 1.2031010002701803 0.21691213869235104 0.5518245454877615 1.7828139465882484 0.18362933011667337 0.14006767491810013 0.71334368083626032 2.2628374478954347 0.29292675259239576 3.3404481649122335 0.49695374797738623 0.31002066622022539 0.19154685909074942 0.1581240780715234 1.0059896567836428 8.4977607386140317 0.76616683429347154 4.2473948652041145 0.75629687251944233 1.6678946450847432 6.7658586048573852
leaf_count=197 58 98 35 22 2204 15 94 33 7 24 30 20 330 15 5 79 39 38 43 15 11 44 119 24 205 29 40 11 27 123
internal_value=0.00143176 -0.000637679 0.000165019 0.00313363 -0.000702413 -0.0392598 -0.082276 0.00234242 0.0152526 0.0399684 -0.000157392 -0.027744 0.0163111 0.0100809 0.0068509 0.0722701 0.000232259 0.00175023 -0.000488023 -0.0352407 0.0277613 -0.0175314 -0.0494646 0.000925198 0.00507416 -0.00533762 -0.0144717 -0.0618489 0.0051853 0.0153229
internal_weight=72.9659 32.9272 32.6395 40.0387 32.3599 0.811662 0.482425 39.4896 5.54777 2.13058 3.4172 1.2774 2.13979 0.725578 1.92288 0.927476 33.9419 31.679 28.1477 1.0999 0.602947 0.541949 0.350402 27.0478 16.2696 10.7782 5.76986 1.52246 5.00834 7.77185
internal_count=4034 2504 2446 1530 2411 207 192 1508 870 110 760 395 365 375 335 86 638 599 566 64 49 360 316 502 352 150 80 40 70 147
is_linear=0
shrinkage=0.1


Tree=892
num_leaves=31
num_cat=0
split_feature=6 5 12 6 9 0 10 6 9 3 6 13 5 2 12 6 18 0 18 4 15 13 4 18 19 6 12 16 2 12
split_gain=0.0249557 0.313712 0.140174 0.131878 0.0872222 0.0870737 0.329173 0.30497 0.210322 0.0983015 0.189517 0.13154 0.0896215 0.0727197 0.0771964 0.205492 0.117359 0.413351 0.11299 0.0696694 0.0584602 0.142674 0.395374 0.125369 0.134489 0.109561 0.298716 0.228337 0.0794015 0.23822
threshold=15.255356438950001 20.769304081650002 368.00406080990007 15.075352233200002 66.687144445250013 90.297243227400017 67.074341896550024 15.365359009150003 204.27826083785001 89.695028606150018 15.760368238450001 116.19247193985002 19.830540377400002 229.44804549725004 211.47106143670004 13.200308423050002 15.534338342150003 95.050437202000012 17.788349580800006 169.14490639835003 37.491361913600009 117.38883580790001 264.30477453730003 13.910998540000001 14.551174033150001 16.355382140900002 198.57093999515004 22.604947139800004 130.66814494305004 161.47699165635004
decision_type=2 2 2 2 2 2 2 2 2 2 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 13 -3 9 8 -8 -7 -2 11 -11 -12 14 -1 18 17 -17 -16 -9 23 22 -22 28 -25 26 -23 -28 -14 -30
right_child=5 2 -4 -5 -6 6 7 19 -10 10 12 -13 20 -15 15 16 -18 -19 -20 -21 21 25 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.00075954791184085658 -0.034072549407792939 0.027662133658118482 0.042210090121302078 -0.060372208616915696 -0.10427037746263929 0.020350690315627886 0.049554860527329839 -0.033181341735145524 0.1009042298406109 0.0070172429714444907 0.045653437681505316 0.091153309704302535 0.0024887327348318716 -0.046198348434874394 -0.10242678713221565 0.083582023777080683 0.080466003261764854 -0.10822681510536031 0.054350029523574997 -0.1040063608120587 -0.014265855872418015 -0.10977840835487435 0.092667244710640417 -0.10620906933305374 0.010444833806167121 0.0033664002896837924 -0.061782495578569657 0.065551500709293387 -0.10802813113915938 -0.008014632890698533
leaf_weight=27.051656828306434 0.75064899027347465 0.055951666665634003 0.093479620467249447 0.3506710440851738 0.479942752767613 0.7883373859804117 0.34211039450019587 0.26428780518472195 0.55044384254142642 0.34506437998288575 0.45441293297335406 0.40264977235347033 9.2339319652853593 0.31836155342241923 0.16492612634227899 0.29754503580261371 0.49960583656502422 0.1805134731112048 0.063735639747335426 0.29272091077291407 0.75105137715582049 0.31979831646731582 0.64075757784303278 0.2430525202496775 0.1665531302569434 22.800589842025147 0.24705269050900824 0.32752937815644145 0.25441502249123127 3.7264744295093237
leaf_count=1444 16 47 26 33 169 21 10 14 33 33 19 21 494 495 91 30 21 26 71 28 28 22 23 42 10 448 26 31 93 169
internal_value=0.00129613 -0.000939774 -0.0707851 0.000579871 -0.0904956 0.00283651 0.0220404 -0.0247587 0.0534705 0.00177964 0.00245391 0.0523252 0.00150182 0.00132784 0.00186328 0.0266143 0.0465746 0.0111556 -0.0587279 -0.0704015 0.000983541 0.00384738 0.0349637 -0.00428967 -0.0587755 0.00201965 -0.0323134 0.0108018 -0.00260083 -0.0144064
internal_weight=72.4583 29.5564 0.629374 28.927 0.535894 42.9019 2.2379 0.899119 1.33878 40.664 39.9133 0.747714 39.1656 28.5763 28.258 1.20633 0.977664 0.478059 0.228662 0.557009 38.7112 25.0868 1.39181 13.6244 0.409606 23.695 0.89438 0.574582 13.2148 3.98089
internal_count=4034 2453 242 2211 216 1581 106 52 54 1475 1459 54 1405 2178 1683 239 77 56 162 42 1386 578 51 808 52 527 79 57 756 262
is_linear=0
shrinkage=0.1


Tree=893
num_leaves=31
num_cat=0
split_feature=3 17 7 7 8 19 4 9 8 13 0 18 18 0 19 16 8 10 7 5 15 8 16 9 12 9 5 15 9 5
split_gain=0.133135 0.118346 0.0999174 0.18499 0.124623 0.185607 0.300218 0.237447 0.154195 0.176842 0.160752 0.142021 0.449753 0.32496 0.261843 0.443615 0.27247 0.24069 0.479966 0.277935 0.316592 0.243653 0.202415 0.284747 0.663094 0.273415 0.226274 0.502418 0.217832 0.460426
threshold=76.172084209950015 241.79519611995002 22.061824394000002 21.946499523750003 8.8430989333000021 14.351157895250003 168.01744813895002 220.36679399970004 8.7431769115000026 117.74908919740001 85.495657006400009 13.4793103924 13.531614672700002 86.135510041400025 14.451165964200003 22.574947209950004 8.4434108459500017 61.987779113750001 23.165384528550003 21.850554661550003 41.195083317300011 8.543332867800002 22.614947116400003 196.26893085885004 171.67945071775003 197.55459634620004 21.336111252450003 44.190294328500009 194.45262321395003 20.204934414350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 -6 -7 -8 9 10 -4 14 -13 -14 15 -12 -16 18 -17 21 -21 -19 23 24 28 -25 -24 -28 29 -15
right_child=2 -3 4 -5 5 6 7 -9 -10 -11 11 12 13 22 16 17 -18 19 -20 20 -22 -23 26 25 -26 -27 27 -29 -30 -31
leaf_value=-0.0019737775204958083 -5.4046597809962154e-05 0.00054428678893692084 -0.00066905378640374298 -0.002137876820804822 0.00029655169126333606 0.00063069979231169832 -0.0021403637753637755 -4.6089491689884153e-05 0.00056336338502285235 0.00098215125189709727 0.00062643830837850339 -0.00097458123972721396 -0.0012999173373246737 4.2821014356045921e-06 0.00091691496689563735 -0.0009693281744664905 8.6409253257772317e-05 -0.00080316087204652064 0.00030219935847658572 0.0011737489593415546 0.00014477593085782071 0.00022763119256728062 0.00024930373146399211 0.0010395287604286884 -0.0015584731179345563 0.00015901185516606134 0.0020050633094141654 -0.00011457798938693887 -0.00064234125493785527 0.0018457380633443085
leaf_weight=0.20743408904058824 3.2074815172287567 0.10971402331961144 0.87615444785296759 0.17260263101206863 1.2612480323077755 0.41230265935882904 0.57951780248549767 0.32479623702238314 4.1866619880893259 1.0345399407669891 5.9224196149116386 1.4196373029117229 0.59046183206737524 4.8342873042929551 4.3493872142644241 2.470171500768628 2.3336711784741055 1.6822764989919945 2.1216711383312941 1.6085766693577168 4.0291780959887546 1.8524623289704321 3.9381886208429924 1.4171967466245394 1.2002813004933157 31.312442457277939 1.0022430457174776 0.75290797231718887 1.4947403029655104 0.58522689156234253
leaf_count=856 791 69 55 15 39 18 46 21 64 34 91 21 37 233 69 37 52 31 13 20 53 11 34 29 193 948 36 17 43 58
internal_value=0.000165425 -0.00110268 0.000170049 -0.000160457 0.000183413 -0.000241007 -0.00075596 -0.00138818 0.000196918 0.000176949 0.000165959 0.000175724 0.000112805 0.00014556 0.00029156 0.00017772 0.000626909 -1.53517e-05 -0.000381816 0.000168104 0.000438365 -0.00026295 0.0001639 0.00011562 -0.000213181 0.000197138 0.000510263 0.0010958 2.03555e-05 0.000203132
internal_weight=87.2899 0.317148 86.9727 3.38008 83.5926 2.57786 1.31662 0.904314 81.0148 76.8281 75.7936 74.9174 48.5476 47.128 26.3698 19.6868 6.68306 13.7643 4.59184 9.17249 5.63775 3.53474 46.5375 40.8442 8.11454 32.7296 5.69334 1.75515 6.91425 5.41951
internal_count=4034 925 3109 806 2303 124 85 67 2179 2115 2081 2026 1649 1628 377 256 121 165 50 115 73 42 1591 1504 527 977 87 53 334 291
is_linear=0
shrinkage=0.00196078


Tree=894
num_leaves=31
num_cat=0
split_feature=3 17 18 3 10 16 10 18 9 15 0 7 2 13 2 4 14 18 17 9 17 15 9 19 4 9 9 5 10 2
split_gain=0.128788 0.109436 0.092223 0.183127 0.784392 0.406589 0.523935 0.322426 0.292926 0.419501 0.322558 0.284062 0.253552 0.433657 0.295609 0.238794 0.372055 0.236836 0.158753 0.274084 0.252664 0.24949 0.662181 0.208627 0.256279 0.201838 0.277011 0.196077 0.18915 0.181476
threshold=76.172084209950015 241.79519611995002 13.946975448150001 83.538459487450012 71.015621515800021 18.344957101500004 70.206395618550019 14.366548389000002 204.99169312540002 30.243446395250004 90.767723400200012 24.437987282900004 109.11323887240002 109.49014582065001 299.83938387060005 162.53166217615004 162.62753922915002 14.118140587000001 188.10488866565001 188.63457064660003 186.57794620975002 40.042228346200012 184.36538191430003 14.451165964200003 207.90319581710003 193.67618212375001 192.57902085675002 21.876867948900003 61.998532946250002 148.06652356835002
decision_type=2 2 2 2 2 2 2 2 2 2 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 5 -5 7 8 9 -7 17 -9 -13 -14 -15 16 -6 -11 20 23 25 22 -22 24 -20 26 -2 -27 -23 -25
right_child=2 -3 3 4 15 6 -8 11 -10 10 -12 12 13 14 -16 -17 -18 -19 19 -21 21 28 -24 29 -26 27 -28 -29 -30 -31
leaf_value=-0.0019731024500527191 7.8963694516467499e-05 0.00052639440320865366 0.00019031721336857819 0.0018299664200846861 -0.0019945243580543307 0.00033139258899368126 -0.0017312901335956802 0.0010393400618596209 0.00025267798482851998 -0.0013556110493835915 -0.0022739704145453179 -0.0014401461285706168 0.0015404148176059755 -0.00088184436394627991 0.0010855700673560143 -0.0020355343316564127 0.0020759302065344334 0.0004516569909337143 -0.0013731217744334554 0.00023730662044604373 0.00024993434132290987 -0.00056819449655899005 -0.0022137559278360502 0.0016851693072187008 0.00085236947449652493 0.0011057597999234959 -0.0021455746090633348 0.0002036616208675815 0.00052169716990838738 0.00052184198064773001
leaf_weight=0.19794925486814818 6.8783381167590942 0.10207368649571436 23.35841372140203 0.48024178254797689 0.1897196592617536 1.0544707644730773 0.64219235166456279 1.9838481055921873 2.6093318115454167 0.64796014469175112 0.69448001403361548 0.37470531743019853 0.72735370881855521 1.0243447072571141 0.41160230385139573 0.96887863277765973 0.15842841565608978 0.4892963282763958 0.31203040736727361 32.833564302619834 0.86413242866228646 1.1093961911101362 0.81504091003444046 1.2139442106708886 0.54889367897203556 1.5505631977794112 0.22216832484991744 2.3011189719763934 1.3660449925300779 0.89614324462309003
leaf_count=856 735 69 698 70 46 16 65 42 76 27 19 15 20 63 46 264 1 21 15 544 22 22 20 46 43 31 7 98 20 17
internal_value=0.000159725 -0.00112272 0.000164162 8.79279e-05 -0.000104067 6.51136e-05 -1.43976e-05 9.56685e-05 -0.000223427 -0.000653858 -0.00122104 0.000483474 4.8978e-05 0.000306909 -0.000317901 -0.00153505 -0.000142222 -0.000578047 0.000217791 0.000288912 4.92258e-05 -0.000362492 -0.000945897 0.00085922 4.577e-05 0.000205407 9.35993e-06 0.000566817 3.32502e-05 0.00119111
internal_weight=87.0267 0.300023 86.7266 35.8153 12.4569 11.1398 10.6596 10.0174 5.49554 2.88621 1.83174 4.52185 2.53801 2.1633 1.43595 1.31703 0.348148 1.13726 50.9114 35.8046 15.1068 4.15461 1.67917 2.97101 0.860924 10.9522 7.10051 3.85168 2.47544 2.11009
internal_count=4034 925 3109 1489 791 480 410 345 159 83 67 186 144 129 109 311 47 48 1620 665 955 84 42 121 58 871 742 129 42 63
is_linear=0
shrinkage=0.00196078


Tree=895
num_leaves=31
num_cat=0
split_feature=5 10 19 4 3 15 2 0 5 13 17 0 16 7 10 6 5 19 10 19 16 8 18 9 2 0 16 2 13 5
split_gain=0.0253114 0.0763836 0.110737 0.0983813 0.0883795 0.0939029 0.0629323 0.0605413 0.0677814 0.0473368 0.113223 0.0794007 0.142511 0.102182 0.0518506 0.116784 0.15173 0.202957 0.0748313 0.111904 0.113539 0.150185 0.0749137 0.0725213 0.0704311 0.264095 0.176722 0.151687 0.155692 0.130578
threshold=29.996566321350006 61.622148808000013 14.551174033150001 270.14719820550005 95.346167596350014 36.548474543700003 319.18044405035005 76.451683855550016 29.026000224750003 117.69263157665002 188.41589330430003 85.495657006400009 22.704946905950003 19.506002767000002 61.987779113750001 16.485385178400005 21.269675393700002 14.251149826300002 62.041548276350007 14.351157895250003 22.624947093000003 8.4434108459500017 12.867440043550003 193.67618212375001 211.52504573410002 86.83719761350001 22.654947022900004 204.67136036115002 117.54745483760001 21.386268748550005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 7 -2 8 -6 11 -11 12 13 -3 15 -13 -17 -18 19 -16 21 -21 -20 -22 27 -26 29 -24 -29 -27
right_child=6 9 -4 -5 5 -7 -8 -9 -10 10 -12 14 -14 -15 18 16 17 -19 22 20 23 -23 24 -25 25 26 -28 28 -30 -31
leaf_value=0.10116366236926294 0.040830841892282962 0.075460579702813751 -0.087695788548561138 -0.10181384348212885 -0.10088671790556136 -0.10351193423359756 -0.069752918768890379 0.05796781592074754 0.038471633828867674 -0.0086040339483690036 0.023337302089337156 0.0060646866262407829 0.097352789304429643 -0.10233904762168955 -0.0059175125255288737 -0.00038740602609623343 -0.0059923001072527899 -0.076871815448983027 0.044795416205580606 0.037890691188339286 0.015340617987507091 -0.0060257066472204288 0.00034986995459265134 0.052591415222224672 -0.10726035118296029 -0.039288973455702793 0.10057258217773707 0.083029523166121944 0.0024454331286980178 0.017479181132747761
leaf_weight=0.090801885351537659 0.37279897799635264 0.037473259551915272 0.23170943108561914 0.089601457874948665 0.07003542486677361 0.081928525658440776 0.059704250676475112 0.16554942993661825 0.069572250362398336 1.77959231333807 2.9483610244642477 3.4358369009569278 0.055914261611178517 0.23517915628528385 2.6987285848299489 1.8493172693997624 0.78808936662971951 0.82886659154610243 0.38255329277308092 1.1405128377391522 0.90003868564963374 2.4546680640851264 47.438056835086002 1.246360679157078 0.28404227564715201 0.87413297462278172 0.14965757087338705 0.4538270964643506 0.50827663391828537 0.75530469278135115
leaf_count=3 119 5 37 52 154 13 48 34 36 20 36 68 3 269 54 14 7 34 21 27 19 36 2067 30 29 638 18 57 2 84
internal_value=0.00144623 0.00130143 -0.0294419 -0.0056564 0.0123726 -0.00845582 0.0255655 0.0170648 -0.0314387 0.0016463 0.0113146 0.000959082 -0.0480781 -0.0779023 0.00120251 -0.00700048 -0.0199509 -0.0423258 0.0021575 0.0108774 0.0187716 0.00790606 0.00071001 0.0369712 0.000375807 -0.017719 -0.00342322 0.00114713 0.0404572 -0.0129748
internal_weight=72.4765 72.044 0.799198 0.567489 0.477888 0.387086 0.432503 0.305157 0.139608 71.2448 4.72795 66.5168 0.328567 0.272652 66.1883 6.90211 3.46627 1.61696 59.2862 8.44031 5.74158 3.59518 50.8459 2.1464 50.4633 2.06314 1.7791 48.4002 0.962104 1.62944
internal_count=4034 3867 329 292 240 237 167 224 190 3538 56 3482 277 274 3205 123 55 41 3082 166 112 63 2916 49 2895 769 740 2126 59 722
is_linear=0
shrinkage=0.1


Tree=896
num_leaves=31
num_cat=0
split_feature=0 16 5 3 10 10 9 8 2 9 7 18 5 13 17 8 7 0 0 10 9 0 17 19 6 16 17 2 4 15
split_gain=0.031125 0.0497423 0.0414827 0.147831 0.119156 0.0952159 0.0988164 0.128209 0.0479675 0.0604516 0.0607608 0.0808081 0.0517732 0.0418292 0.0961454 0.0654393 0.183847 0.210189 0.110941 0.0728266 0.210271 0.230703 0.155564 0.127163 0.0764494 0.0653946 0.120858 0.130718 0.0670267 0.217912
threshold=70.937656230000016 21.094950670800003 25.767562150000003 92.913112988300014 61.778079379550007 61.622148808000013 191.29995577870002 8.3434888241000014 313.21532566130003 66.687144445250013 21.725272673150005 11.928667296000002 27.179953022650004 117.69263157665002 188.41589330430003 8.8430989333000021 22.620600126450004 87.278104746850019 86.256490657300006 61.977025281250008 195.10791980860003 86.135510041400025 191.24148878695004 14.451165964200003 16.625388449550005 22.654947022900004 188.95754880325003 177.79737172225003 240.69197607740003 38.992510055900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 -4 8 6 7 -2 9 -5 11 -11 -13 15 -15 19 18 -18 -17 20 21 23 -22 -7 25 28 -27 -28 29 -21
right_child=2 -3 3 4 -6 13 -8 -9 -10 10 -12 12 -14 14 -16 16 17 -19 -20 24 22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.10037179041479832 -0.084257383139297704 0.072412719027711084 0.099517455444727565 0.09513846292872688 -0.081300627674285919 -0.10700182958078606 -0.10346411367454385 0.05452849794135485 -0.05414401726019779 0.03295365320210436 0.084179822902121282 0.046792381805493999 -0.10195122128372232 -0.0077148400406631375 0.021794108739041321 0.078813677921990219 -0.1060404725482806 -0.0041334297199163237 -0.024251039304600319 0.0016368847280626335 0.028233088376066258 -0.0064635836007176763 -0.012647804003730615 -0.032201873049657541 0.047238054864653052 -0.0007590868698223222 0.070605805142877676 0.014896062846242397 -0.0033310799448987086 0.034103323340311006
leaf_weight=0.067355145214604728 0.11960403224025995 0.022137758089229465 0.19594554869416825 0.11616372701246291 0.13977966888060678 0.49086870248538561 0.17528663040138781 0.15009050071239471 0.075073763913906078 0.20655458922919934 0.095850523852277547 0.030481432893793681 0.10073572015244281 1.7858828487806011 2.8923304569034372 0.22849471899917151 0.36554258664909867 0.45348332420689985 0.1923700631596148 30.036706537580301 1.6289957704138944 1.2678158823400734 2.1718478057009634 0.42324580956847058 0.37531830785155662 2.5872075201568796 0.60933102550916363 1.3640397812705485 21.553783840114932 2.2201418403419657
leaf_count=170 50 3 17 14 130 45 48 12 46 38 16 31 51 20 35 39 29 35 9 1248 15 13 37 25 28 33 23 45 1675 54
internal_value=0.00130709 -0.0576303 0.00138029 0.0220223 0.00216343 0.00110138 -0.0450113 -0.00702021 0.0208341 0.0310725 0.0139098 -0.006031 -0.0673984 0.00139183 0.0105292 0.000743851 -0.0220128 -0.049616 0.0317046 0.00117975 -0.00933101 -0.0340743 0.00487325 -0.0723686 0.00225018 0.00196091 0.0134582 0.0320979 0.000986487 0.00387145
internal_weight=72.1425 0.0894929 72.053 0.960585 0.764639 71.0924 0.444981 0.269695 0.62486 0.549786 0.433622 0.337772 0.131217 70.6474 4.67821 65.9692 1.23989 0.819026 0.420865 64.7293 5.98277 2.18193 3.80084 0.914115 58.7465 58.3712 4.56058 1.97337 53.8106 32.2568
internal_count=4034 173 3861 343 326 3518 110 62 196 150 136 120 82 3408 55 3353 112 64 48 3241 135 83 52 70 3106 3078 101 68 2977 1302
is_linear=0
shrinkage=0.1


Tree=897
num_leaves=31
num_cat=0
split_feature=9 9 10 4 6 9 0 6 3 5 9 18 7 17 4 12 7 16 2 13 17 8 17 17 5 5 5 0 16 8
split_gain=0.10779 0.163245 0.121985 0.0966051 0.103757 0.0866196 0.185595 0.451368 0.145617 0.210743 0.104938 0.072283 0.233125 0.193776 0.212836 0.351349 0.244412 0.271832 0.293241 0.263775 0.216078 0.430824 0.425584 0.282919 0.204023 0.184418 0.264758 0.147144 0.247635 0.136258
threshold=179.18874144770004 177.77223095870002 72.378669787950017 377.6847677435 17.475408310100004 186.68586460755003 85.732241321850012 16.555386813950005 94.421337999450017 28.449653740450003 186.14781787895004 13.843998451900001 23.433599577300004 199.03437346465003 168.01744813895002 93.660658182900008 23.109894804950002 22.534947303500005 135.72285180265001 117.54745483760001 190.38166638035003 8.4434108459500017 188.41589330430003 192.20712075930001 23.730745871350006 20.911722254300006 22.246947245750004 86.756543869550015 22.644947046300004 8.543332867800002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 -1 10 7 -7 -9 -10 -2 13 -13 14 15 -8 20 18 -18 25 22 -22 29 -23 -21 -19 -27 -14 -29 -16
right_child=5 -3 -4 -5 -6 6 11 8 9 -11 -12 12 27 -15 16 -17 17 19 -20 24 21 23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.00030778200511882582 0.00029534682443183019 -0.0020254199542495376 -0.0019737832728601457 -0.0019728602919161999 -0.0019693011817305626 -0.0020270846123593166 -1.7367713436350485e-05 0.00051767851863861202 -0.0015919182477925271 0.00050305681544915415 0.00097314246658052115 -0.00090198863904684522 -0.00068339283865986671 0.00082101912927539083 -0.00069794535585238526 0.0013695723622583534 0.0018322235238769685 0.00020526024802385715 0.00047293172528533217 0.00053467733858084804 0.00012768987629994711 -0.0022354415696737057 0.00078165589412638027 -0.00051387512514451737 -4.307748809994533e-05 -0.00091311141534606785 0.00011223787898309085 0.00014699398457084854 0.0016043648390294959 6.4005315802009727e-05
leaf_weight=1.3436261286760771 6.067203858547372 0.18816535065707274 0.12308480144423573 0.085128017279771373 0.081606689265754428 0.50057249661540426 1.3088914630934589 1.1172545635636195 0.39125068362045556 0.3495393120101653 1.0268273391891396 0.83318375586531956 0.80281136720441182 2.1215438332874319 1.71728356881067 1.5151125267148016 0.78316328953951897 3.8676802422851351 2.7625522585585713 8.2571331541985256 1.8521494559099667 0.66879285685718037 2.2961446517147124 0.81332966405898333 3.2847124678082755 1.9349370338022711 1.9378653611056504 35.571082939399275 0.45398169686086376 1.9014245872385798
leaf_count=500 139 17 744 73 161 112 29 27 93 30 33 40 25 29 28 23 73 17 26 55 23 18 31 24 29 19 24 1524 41 27
internal_value=0.000175907 -0.000295983 -9.67603e-05 5.62052e-05 0.0001774 0.000186124 0.000167033 -0.00037451 7.07075e-05 -0.000603411 0.000393455 0.000184135 0.000123654 0.00024566 0.000210685 0.000726743 0.000165253 0.000274198 0.000773167 0.000182446 -0.000103639 -0.000502807 0.000121377 -0.00129071 0.000370253 -9.75947e-05 -0.000400049 0.000146858 0.00016536 -0.000297584
internal_weight=85.958 1.82161 1.63345 1.51036 1.42523 84.1364 77.0424 2.35862 1.85804 0.74079 7.09403 74.6838 37.6611 37.0227 34.9012 2.824 32.0772 22.828 3.54572 19.2823 9.24912 3.33427 5.91485 1.48212 11.5418 7.74048 3.8728 36.8279 36.0251 3.61871
internal_count=4034 1495 1478 734 661 2539 2367 262 150 123 172 2105 1630 475 446 52 394 243 99 144 151 65 86 42 84 60 43 1590 1565 55
is_linear=0
shrinkage=0.00196078


Tree=898
num_leaves=31
num_cat=0
split_feature=13 12 4 13 9 4 15 9 3 0 6 2 7 5 17 9 2 3 5 7 6 7 9 7 15 7 14 0 6 7
split_gain=0.0287219 0.0489315 0.0324836 0.0319255 0.0288459 0.0969842 0.115651 0.105516 0.259359 0.0931344 0.253502 0.0787302 0.107286 0.0715911 0.0712737 0.0704994 0.0694292 0.0663087 0.136204 0.0510256 0.145585 0.177817 0.0636677 0.0683986 0.0572961 0.0470924 0.191078 0.198098 0.131967 0.0944799
threshold=98.050756475600011 150.73104262400003 275.94315914030005 95.986020631400024 186.68586460755003 288.96005626495008 25.186533201700005 185.90443620030001 85.538672336450006 85.732241321850012 16.555386813950005 158.13149931390004 22.814487719050003 24.458659404000002 190.38166638035003 70.31345721160001 56.478612905150008 94.421337999450017 30.284449345300001 22.356277907050004 16.525386113000007 20.861906850000004 179.18874144770004 19.078733418100004 25.621990087700002 23.109894804950002 195.25924573520004 86.20003303655001 16.455384477450004 23.150522195450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 -3 5 7 -7 11 -9 10 -6 12 14 -13 16 -15 -2 -12 -19 20 21 24 23 -22 -18 26 27 -11 -29 -27
right_child=4 2 -4 -5 9 6 -8 8 -10 25 17 13 -14 15 -16 -17 19 18 -20 -21 22 -23 -24 -25 -26 29 -28 28 -30 -31
leaf_value=-0.10134941341856007 0.065540458901198625 -0.10008052429833535 -0.045484502496718364 0.052260341667951973 -0.10237094704141217 0.035856724706285335 -0.10544648374539163 -0.0071868710852139948 0.08978086560064806 0.043836594502787346 0.012981261870912622 0.085582555713669239 -0.067361424795355965 0.045090602170518836 0.055099351623907146 -0.1007229368533361 -0.038637444889599075 -0.067703526344378526 0.044056349798628415 0.0096670959467936579 0.014678989822806141 -0.10319919751568268 0.0080444379175736627 -0.10313360265129634 0.086479322450151844 0.029446346373632238 -0.016171787095731169 0.019874770070388431 -0.022543966066286537 0.0019692261274646627
leaf_weight=0.072191111620553694 0.1622860812349235 0.016011248106195808 0.10962352172813894 0.097682504725980834 0.32070088366299287 0.091499267464285938 0.15784112746030132 0.59073879942297913 0.51744163339026272 1.3098363755270819 0.87508550751590497 0.21765273947767116 0.21928730911167793 0.097201548193879717 0.25983316497877229 0.050325472526310477 0.067222768833744673 0.34630186926369788 0.15916906739585102 2.2359478141006548 0.087369248553159085 0.32005881463351216 1.5878917975351212 0.11303465433729798 0.080349301104433835 1.282500437228008 6.0521823187882546 1.3662244351580741 1.5834417673322603 51.609050084774026
leaf_count=305 20 150 684 47 112 67 83 5 35 31 27 34 34 26 20 57 43 109 14 46 124 108 14 183 7 21 116 38 30 1444
internal_value=0.00133225 -0.0297798 -0.00664375 0.0308065 0.00146037 0.00762919 -0.0535931 0.00993977 0.0380902 0.000808745 -0.0222801 0.00426624 0.00107465 0.0491298 0.00412862 -0.00465036 0.00128302 -0.00367514 -0.0325112 -0.00103853 -0.0116493 -0.0613274 0.00134123 -0.0517713 0.0294855 0.00143023 -0.00475184 0.0114744 -0.00289648 0.00263548
internal_weight=72.056 0.295508 0.223317 0.113694 71.7605 6.85598 0.24934 6.60664 1.10818 64.9045 1.70126 5.49846 5.13328 0.36518 4.91399 0.147527 4.65416 1.38056 0.505471 4.49187 2.25593 0.467631 1.7883 0.200404 0.147572 63.2032 10.3117 4.2595 2.94967 52.8916
internal_count=4034 1186 881 197 2848 906 150 756 40 1942 262 716 599 117 565 83 545 150 123 525 479 158 321 307 50 1680 215 99 68 1465
is_linear=0
shrinkage=0.1


Tree=899
num_leaves=31
num_cat=0
split_feature=9 9 10 9 0 6 9 0 3 18 6 5 7 7 3 13 13 15 3 5 8 7 17 7 17 9 17 9 9 12
split_gain=0.128005 0.197594 0.110301 0.104109 0.175805 0.357353 0.108361 0.157327 0.0965115 0.264436 0.156405 0.237635 0.095448 0.176404 0.1103 0.115923 0.156355 0.107288 0.0904403 0.17629 0.0965626 0.0858333 0.104697 0.0819244 0.079498 0.254263 0.228201 0.197996 0.202581 0.207131
threshold=179.18874144770004 177.77223095870002 72.378669787950017 186.68586460755003 85.732241321850012 16.555386813950005 185.90443620030001 86.256490657300006 93.181958801350021 13.342238590850002 16.525386113000007 21.566902724800006 22.356277907050004 20.861906850000004 103.00289635185001 116.35915634395 116.60649449195002 25.621990087700002 94.421337999450017 28.449653740450003 8.4434108459500017 22.589037079550003 193.46017548480003 19.078733418100004 204.12988953870004 196.26893085885004 204.75389752000004 199.38481636575003 201.7576686733 107.96682590455002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 12 6 5 -5 8 -8 9 -2 11 -10 13 14 17 -16 -17 23 -7 20 -20 -14 -23 -1 -6 -26 -27 -28 -29 -30
right_child=3 -3 -4 4 24 18 7 -9 10 -11 -12 -13 21 -15 15 16 -18 -19 19 -21 -22 22 -24 -25 25 26 27 28 29 -31
leaf_value=0.0013520896777895093 0.0019916966777833397 -0.0020360610890030155 -0.0019713782713508075 -0.0020211135528826274 0.00019492337040991433 0.00037626724443902475 0.0016124459868121326 0.0003469138755888187 -0.0012150502877864263 -0.00031933247648918754 0.00043157045810743522 0.00028210026451339163 0.0017728915204036258 -0.0017036261899296083 -0.0019946677312012262 0.001214073562419968 -0.0013154512307752084 0.0019740570162374146 0.00037044347440006402 0.00046054530940230827 -0.0020201757189537476 -0.0020094706676722484 0.0012615080930017098 -0.00068528088175972722 -0.00172111830140529 -0.0012230713230173239 0.0015785985078534269 -0.001582088724627821 -0.0020216830728890908 0.00020390758702384495
leaf_weight=0.12363600032403954 0.4126454065553834 0.22959597987482983 0.11335158481978158 0.41834541181287876 68.776984093687133 1.0117611761379519 0.63526462670415618 0.93140697890112278 0.66773558780550946 0.35336953211844957 3.2321383906528354 1.0462908807676283 0.20086542185845235 0.24840915527852292 0.14359096868497545 0.20840323664015159 0.17106767793666222 0.18603995281591779 0.084050442557781824 0.35240043082740158 0.28600786993047222 0.067174532936860487 0.085515075569674082 0.1964529403785491 0.32167379074417013 0.49778493733174389 0.35458171076606948 0.27209662136738177 0.16508309356868256 6.158022936472662
leaf_count=14 12 17 744 112 1537 27 31 16 24 36 27 26 13 158 193 32 191 10 4 30 89 25 22 76 51 33 11 29 19 425
internal_value=0.00016756 -0.000326101 -0.000101052 0.000178895 0.000158144 -0.000394499 0.000403249 0.00086007 0.000277958 0.000925598 0.000177657 -0.000301147 2.89202e-05 -0.000220595 0.000137355 -0.000494073 7.37492e-05 0.000789907 -2.11119e-06 -0.000532008 -0.0014772 0.000930563 -0.000177532 0.000101664 0.000173685 -1.43234e-05 5.93961e-05 0.000151254 7.45149e-05 0.000145802
internal_weight=87.9517 1.9741 1.74451 85.9776 78.6988 2.15257 7.27885 1.56667 5.71218 0.766015 4.94616 1.71403 1.63115 1.2776 1.02919 0.523062 0.379471 0.506129 1.73422 0.722459 0.370058 0.353555 0.15269 0.320089 76.5462 7.76924 7.44757 6.94978 6.5952 6.32311
internal_count=4034 1495 1478 2539 2367 262 172 47 125 48 77 50 734 674 516 416 223 100 150 123 93 60 47 90 2105 568 517 484 473 444
is_linear=0
shrinkage=0.00196078


Tree=900
num_leaves=31
num_cat=0
split_feature=8 7 19 0 7 19 8 0 2 9 7 17 4 15 15 4 18 7 9 0 18 3 6 19 3 15 15 16 6 9
split_gain=0.0252447 0.0659832 0.109997 0.141306 0.0647796 0.0974421 0.0340398 0.053826 0.146679 0.0396433 0.17843 0.305144 0.165165 0.101158 0.151719 0.129712 0.119352 0.100785 0.0907792 0.0689256 0.137403 0.12717 0.0656865 0.160374 0.0509382 0.109051 0.163865 0.196107 0.409397 0.11743
threshold=8.8430989333000021 22.620600126450004 14.351157895250003 87.009258933850006 22.381996090050006 14.351157895250003 8.7431769115000026 85.963448721100022 74.580378076100018 206.75106037490002 25.335171910400003 197.01076493205002 171.27730165960003 24.006097767650004 20.313914079200003 234.39952089600004 17.323446153950005 24.673428656250003 219.21617201485003 94.940210418650011 15.042884401850001 82.796445043450021 15.945372561050002 13.551093343600002 93.281431752200021 37.408632939650005 38.213426205600008 22.604947139800004 16.395383075500003 197.29115675710003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 4 -3 -4 5 -2 9 -8 -9 24 11 17 -12 14 15 -14 -17 -11 -16 20 -15 -21 23 -13 25 -1 -27 29 -29 -28
right_child=1 2 3 -5 -6 -7 7 8 -10 10 12 22 13 19 18 16 -18 -19 -20 21 -22 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.0010129456571161095 -0.072593114361856378 0.001145295458090326 -0.098118944662983626 0.00053521236787465194 0.060824641380138371 0.025258982822428101 -0.0063047850256018837 -0.0056268664420131443 0.044397831154788771 -0.11213313618897379 0.080802998448253796 0.032501930990869558 0.076404918415323514 -0.052793906120793543 -0.10357156054981764 -0.10254887824551906 0.034842514623758529 -0.041353818404217188 0.0019509203656651491 0.0095469581286114699 0.085053831439813196 -0.035490078997931301 0.0036628240438939586 -0.063104354097526169 -0.0025076221585587054 0.038366101390658547 -0.018663159614935847 -0.0065376635255711361 0.080488757528673391 0.0091777455490842756
leaf_weight=29.344959498596381 0.14661121703829794 0.87390439590126312 0.33032000317325583 0.25904942722991109 0.22047100681811571 0.33270949160214514 1.1641892739789903 1.1442943159490826 1.2016599355265496 0.40556955616921042 0.27435338764917094 0.26467918738490004 0.17661444270606796 0.098734764495020388 0.29581069244522951 0.12911580305808457 0.12390382856960969 0.39919433259638026 0.11254310373055887 4.6526749962486065 0.27017719949799357 0.72460889389913052 1.844027461716905 0.52046342799440026 16.219276846303075 2.0353974839672437 2.5685753990546782 1.2033958397805693 0.98139357566833485 3.693510991288349
leaf_count=1860 44 35 43 17 13 49 25 8 32 25 12 24 90 41 53 23 123 35 38 114 31 49 40 31 975 26 45 43 24 66
internal_value=0.00134724 -0.00929242 -0.0213707 -0.0547568 0.0159633 -0.00467132 0.00167673 0.0112737 0.0199971 0.00116893 -0.00453554 -0.0231433 0.004781 0.00161328 -0.0308446 0.0106385 -0.0352683 -0.0770238 -0.0744894 0.00634672 0.0481606 0.00347805 -0.00665099 -0.0308745 0.00221651 0.00414036 0.0128955 0.00675802 0.0325541 -0.002242
internal_weight=72.0122 2.16307 1.46327 0.589369 0.699792 0.479321 69.8491 3.51014 2.34595 66.339 10.2925 3.43393 6.85854 6.58418 0.837988 0.429634 0.25302 0.804764 0.408354 5.7462 0.368912 5.37728 2.62917 0.785143 56.0465 39.8272 10.4823 8.44688 2.18479 6.26209
internal_count=4034 201 95 60 106 93 3833 65 40 3768 729 155 574 562 327 236 146 60 91 235 72 163 95 55 3039 2064 204 178 67 111
is_linear=0
shrinkage=0.1


Tree=901
num_leaves=31
num_cat=0
split_feature=17 14 17 7 9 0 17 0 16 6 3 3 9 0 15 6 9 10 5 4 13 4 14 7 10 0 6 6 8 9
split_gain=0.0240049 0.190278 0.108828 0.124484 0.195877 0.0961663 0.152538 0.102419 0.107953 0.146088 0.0936033 0.133803 0.296776 0.172705 0.1465 0.145137 0.123504 0.199711 0.0994054 0.0847759 0.044574 0.0397194 0.0960188 0.140825 0.153634 0.273345 0.187273 0.120721 0.324622 0.0854081
threshold=200.79056394860001 162.62753922915002 200.26331585350002 24.054467534550003 213.27127849780001 100.15850764985002 236.15709471040003 86.756543869550015 22.604947139800004 15.760368238450001 83.326071295150015 88.931506497100017 197.55459634620004 90.111739616350022 36.742238227650013 16.495385412050002 207.46043187945003 67.192634054300015 18.553574773300003 191.71186625420003 117.41840884735002 244.52697497700004 256.58292080065002 22.977992916200005 61.778079379550007 86.329079026800017 15.815369523550002 16.355382140900002 7.5441126493500006 205.67007911670001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 21 -4 -5 7 -7 -3 10 -10 -9 12 19 14 15 -13 -14 -18 -19 -12 -16 -1 27 24 -24 -26 -27 28 -23 -25
right_child=1 5 3 4 -6 6 -8 8 9 -11 11 13 16 -15 20 -17 17 18 -20 -21 -22 22 23 29 25 26 -28 -29 -30 -31
leaf_value=0.0037851000586735122 -0.10339140297656553 -0.035741906380375797 0.10143275757825937 -0.082066768798982254 0.088768715949485807 -0.096085447278226946 0.035153887267978461 0.0069659853381169763 -0.0062834402911456496 0.08920178859268163 0.059062831966265134 -0.10600704741783425 -0.10228028913282468 0.061762792621316426 0.022521143780766008 0.0090038375005880109 0.062861134092849866 -0.0064715319500527925 -0.103607931195368 -0.020139348728502673 -0.011744253884605697 0.0039411406834097291 0.017419347897974495 0.0066171240582894655 -0.10808853423349658 -0.1030046555783142 0.10090274441838959 -0.0042291157515532557 -0.10628899897730409 -0.010656525174446516
leaf_weight=35.297049216515489 0.18471911223605175 0.74272643316228659 0.23548409808426995 0.13667414089877639 0.13187609441229142 0.25304291153239056 0.13624848995829097 7.3865629274059721 0.31397487677168179 0.32721745874732733 0.32030532541102719 0.26865783048560876 0.47862907397211507 0.41510657660910499 0.77325376472435869 0.18547475832747295 0.15679476503282785 0.16620138181315269 0.28775975944154197 0.23378288770391009 0.74579463573172688 0.60672320003425573 0.35654641055725977 14.486151364934516 0.44519266787347078 0.067905206668740448 0.13376918248832226 2.3394482250623696 0.47736611348591396 3.5672850433670638
leaf_count=1705 15 38 8 40 7 351 128 147 28 22 9 14 31 23 14 36 14 17 42 38 27 54 125 621 71 115 5 43 33 213
internal_value=0.00121942 -0.00260105 0.00209626 0.0483615 0.00182486 -0.0011897 -0.0501529 0.000299177 0.00251889 0.0424452 0.000276841 -0.0119783 -0.033939 0.00313373 -0.00920031 -0.0590348 -0.0642452 -0.0344384 -0.068045 0.0256456 0.00569814 0.00169265 -0.00159276 0.00117729 -0.0352858 -0.0643364 0.0322457 -0.017012 -0.0445974 0.00320392
internal_weight=71.6577 13.3763 58.2815 0.504034 0.26855 13.1915 0.389291 12.8022 12.0595 0.641192 11.4183 4.03176 1.64347 2.38829 1.97318 0.454133 1.08938 0.610756 0.453961 0.554088 1.51905 57.7774 22.4804 19.0568 1.00341 0.646867 0.201674 3.42354 1.08409 18.0534
internal_count=4034 994 3040 55 47 979 479 500 462 50 412 265 151 114 91 50 104 73 59 47 41 2985 1280 1150 316 191 120 130 87 834
is_linear=0
shrinkage=0.1


Tree=902
num_leaves=31
num_cat=0
split_feature=9 9 0 16 19 2 0 6 15 10 15 3 4 12 4 6 6 6 2 2 2 18 0 7 18 17 2 17 7 9
split_gain=0.0984863 0.161713 0.155425 0.418675 0.134553 0.179621 0.123385 0.192551 0.118807 0.111318 0.105493 0.0932116 0.0875607 0.109142 0.241195 0.23161 0.125429 0.107227 0.0750937 0.0712143 0.18166 0.0904596 0.228842 0.12889 0.342443 0.327816 0.417103 0.27551 0.120078 0.177308
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 14.451165964200003 121.36426933400001 85.121961326250016 21.760508430800005 37.274314847650004 72.378669787950017 43.890399822900008 94.031511570550009 377.6847677435 132.14048730010003 158.33173836080002 16.665389384150004 16.525386113000007 16.935395692800004 125.56293566760002 54.465024697200008 49.864842700850012 13.043896815850003 85.963448721100022 23.109894804950002 13.455547561900003 188.41589330430003 143.46490108225001 189.72181505755 23.150522195450005 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=9 4 3 -3 5 -2 7 -5 -6 10 12 -7 13 14 -1 16 -15 -16 -17 20 -4 22 -21 24 25 -23 -27 -28 -25 -30
right_child=1 2 19 6 8 11 -8 -9 -10 -11 -12 -13 -14 15 17 18 -18 -19 -20 21 -22 23 -24 28 -26 26 27 -29 29 -31
leaf_value=0.00024478040820052774 0.00012599084669016669 -0.0020203891389767941 0.0003231413335581738 -0.0015647955173808813 0.0019881208682911993 0.0016041506712549728 0.00046748419434871502 0.00047836307419052551 0.00062855746696821157 -0.0019734665953074241 -0.002049446795934206 0.00050652427790331793 -0.0019748584890789582 0.00030901406412183553 -0.0020004824182883684 0.0019626764323186011 0.0016522791899801247 0.00051146137539161726 -0.0020007751306156066 -7.9356222222874939e-05 -0.00088177195146871442 -0.00058632382434986748 0.00091631170502610212 0.00073345822855844418 -0.0010112361679738093 0.00091411548217908221 0.00048331110353767262 -0.00071927679378728517 -0.0002486768396091393 0.00021849465075817547
leaf_weight=0.77796886933720155 3.2626809418434268 0.45512377635122847 1.1359678753651667 0.36386769589444146 0.39835194032639243 0.55336691912225411 1.1683344665325419 0.34593664517160505 0.65091035651857965 0.12455330510300644 0.10171741282101709 0.64319391129538417 0.085706508054727126 1.2638327560582636 0.3710995564406403 0.020385760581120738 0.33893388429714821 0.0792949924025379 0.18667765792542923 1.5455405297689133 0.83444826817139972 1.9384087765356506 2.0844588964246213 1.6204242147505272 1.220222549702157 2.6475054728798568 1.3722923137247565 1.5708011339884249 3.3077939450718068 56.045069781494476
leaf_count=30 39 134 17 62 26 41 38 28 29 753 6 6 73 180 193 7 23 93 168 22 31 26 25 21 36 51 8 35 163 1670
internal_value=0.000175042 0.00018832 0.000165292 -0.000333115 0.000512962 0.00036431 7.57573e-05 -0.000569023 0.00114472 -0.000154574 -8.43394e-05 0.00101414 -2.03535e-05 3.47825e-05 -0.000416318 0.000340953 0.000593072 -0.00155824 -0.00161057 0.000180731 -0.000187125 0.000190613 0.000492387 0.000174901 -4.76544e-05 0.000108513 0.000349431 -0.00015854 0.000206836 0.000192459
internal_weight=86.5149 83.1647 77.6562 2.33326 5.5085 4.45924 1.87814 0.709804 1.04926 3.35017 3.22562 1.19656 3.1239 3.03819 1.22836 1.80983 1.60277 0.450395 0.207063 75.3229 1.97042 73.3525 3.63 69.7225 8.74923 7.52901 5.5906 2.94309 60.9733 59.3529
internal_count=4034 2508 2367 262 141 86 128 90 55 1526 773 47 767 694 316 378 203 286 175 2105 48 2057 47 2010 156 120 94 43 1854 1833
is_linear=0
shrinkage=0.00196078


Tree=903
num_leaves=31
num_cat=0
split_feature=6 10 17 7 7 7 9 7 17 0 0 18 0 9 9 2 17 6 16 2 2 18 17 5 17 0 16 12 4 7
split_gain=0.0924822 0.0907186 0.100805 0.0809862 0.159035 0.141133 0.101421 0.15786 0.18705 0.239348 0.334179 0.142833 0.302488 0.254043 0.570147 0.349563 0.33729 0.299262 0.253615 0.261402 0.227417 0.202488 0.196224 0.22548 0.1801 0.142247 0.14054 0.138194 0.195341 0.117599
threshold=6.9501623894500009 72.378669787950017 194.73806315685002 22.061824394000002 21.946499523750003 22.181995028450004 186.68586460755003 22.907491544400003 192.94032447935004 85.995710218650018 85.812895065800021 13.843998451900001 86.692020874450009 196.26893085885004 194.31002311890003 108.63443756215001 196.54125635090003 14.315334475500002 22.454947490600002 142.56923800370004 83.586740321150003 14.030930991100002 179.91109285790003 13.361597395450001 199.03437346465003 86.565663342300013 22.664946999500003 99.140885195450011 158.33173836080002 23.864758692950002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 -5 27 8 9 10 26 18 -13 14 15 16 17 -14 19 20 -9 -16 23 -15 29 -11 -8 28 -7 -20
right_child=3 -3 -4 5 -6 6 7 11 -10 25 -12 12 13 22 21 -17 -18 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0012173219171106606 -5.9415128892889478e-05 -0.0019788071339296989 0.0016028357123248882 0.001050990772083535 -0.0021120722951164131 0.00061790176736926223 -0.00045366348908191704 0.00018950174579318411 -0.00091507614250515212 0.00072294614552538734 -0.0013674660207068296 -0.0016828113230399654 0.00044855887563184047 0.0017031428711197672 -0.00040778102091500624 -0.001091546486594366 0.0015092115779892969 -0.00086306540754417938 0.0002271524450279502 -0.00053375664724726482 0.0017467434525265601 -0.0021171775618155841 0.00019316866325580072 -0.0020385774015952165 0.00082540102533309805 2.2813611279757511e-05 0.00048181555945296049 0.00060405508389970526 -0.00071282071019178339 -0.00022449812033466883
leaf_weight=0.11048831640073231 2.7986591696752607 0.15455509326778838 0.087179604467564786 0.68499585391691553 0.15305402361218501 0.83013602495156991 1.3205054617555987 0.52071936056018175 0.97241697543358974 1.7464428842067716 0.98247128963703279 0.3644592361888489 2.011345649573741 0.078639648879287871 0.41682101367041446 0.85281094815400127 0.71644470095634449 1.0019549527205525 21.894342645568038 0.37898818217217911 1.1722154440358279 0.73838596957648406 33.036954739649445 0.29121655916969758 1.7925775823459833 3.0891504101455212 1.1596625980200768 4.0706647552414097 0.86710451944236411 2.4661133089975911
leaf_count=35 768 732 16 38 11 28 49 14 38 31 24 39 78 82 18 82 14 12 254 15 78 54 1167 47 34 32 33 159 24 28
internal_value=0.000149253 -0.000853437 2.64825e-05 0.00015334 -0.000165851 0.00016463 0.000157294 0.00013851 -0.000101459 -6.11683e-06 -0.000399642 0.000171354 9.52498e-05 0.000111805 -0.000269343 4.09898e-05 0.000299946 1.24297e-05 0.000277884 0.000938234 0.00126776 -0.00150039 0.000177268 -0.001243 0.000225569 0.000275676 -1.62576e-05 0.000408079 -6.19521e-05 0.00018143
internal_weight=86.7615 0.352223 0.197668 86.4093 2.95171 83.4575 82.7725 77.0046 9.27065 8.29823 3.46264 67.734 39.509 39.1446 5.73776 4.58256 3.72975 3.0133 28.225 2.07192 1.69293 1.15521 33.4068 0.369856 26.153 4.83559 2.48017 5.76791 1.69724 24.3605
internal_count=4034 783 51 3251 779 2472 2434 2223 207 169 106 2016 1593 1554 258 186 104 90 423 107 92 72 1296 129 316 63 82 211 52 282
is_linear=0
shrinkage=0.00196078


Tree=904
num_leaves=31
num_cat=0
split_feature=3 17 9 9 16 3 10 16 10 9 16 3 6 13 5 18 18 18 16 2 6 3 18 9 0 17 18 8 5 0
split_gain=0.138278 0.108462 0.106918 0.142736 0.103738 0.0964239 0.096327 0.325873 0.283219 0.178905 0.16511 0.156494 0.901367 0.319622 0.255676 0.178774 0.496598 0.552479 0.343974 0.333787 0.311396 0.309211 0.404946 0.298653 0.222131 0.215984 0.153497 0.233451 0.13245 0.114914
threshold=76.172084209950015 241.79519611995002 179.18874144770004 177.77223095870002 18.474956797500003 108.47659710545001 64.407391431150018 20.959950986500004 62.837331883000012 213.27127849780001 22.494947397000004 83.538459487450012 14.745344522600002 109.96062599345002 17.089764221050004 14.656441317600001 14.382403557200002 14.254777969200001 19.199955102150003 90.745765132650021 16.235379337050002 86.272621406050021 13.581061237400002 195.70012057590003 94.047642319350018 186.09458496570002 13.712081531300003 8.543332867800002 19.749058312400006 96.959242474650011
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 8 11 10 -10 26 29 13 14 -13 16 17 20 24 -18 21 -14 25 -24 -17 -23 27 -4 -12 -8
right_child=2 -3 6 -5 5 -7 7 -9 9 -11 28 12 15 -15 -16 18 19 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0019715994915548117 -0.00069417941141577152 0.0003904231564368712 0.0020001747376863269 -0.0020148698036602459 0.00062040666246046246 -0.0012139708472946199 0.00044545858982184325 -0.0010628312867523046 0.0015981768473485565 0.00019708799628814734 0.000710353455877315 -5.7383982288277142e-05 0.00088512579020769947 0.00091094280136323844 -0.0020362640297394321 0.00090730130454141694 0.0001322253077722688 -0.0013589720966990185 -0.0016748757869636814 0.0016453065874277018 0.0014959189652901247 -0.00030537870554834249 -0.0021467452913180988 -0.00019894069966260882 -0.00082657408595101698 0.00096142091424476447 0.00022152286139700663 0.000312903428937451 0.00020679061150334424 0.000166813228636048
leaf_weight=0.19746970350126858 0.62604263958007667 0.12026247822359437 0.6882068696431809 0.16322687920182932 0.74877483355885488 0.1291774434484978 9.1619421673240158 0.82804328156635065 1.0101268973667163 0.536481208866462 2.1114442497491828 0.31701535894535382 1.3606507619842867 0.21863214299082745 1.2058268875043721 0.72205026698065811 0.88658567704260383 0.92318749625701446 0.52917325176531438 1.5242002035956828 0.70686963885236753 1.0826620142906911 0.57754202978685476 0.63584474567323923 0.46832724080195476 0.99116087518632401 1.079356864094734 0.58179496694356203 41.062770965282198 15.016680706816258
leaf_count=856 707 69 64 12 134 97 65 34 51 30 15 31 20 5 228 40 13 22 31 42 54 22 25 16 38 27 4 4 753 525
internal_value=0.000213574 -0.00107757 0.00021835 -0.000273353 -8.43478e-05 0.000350506 0.000228083 0.00015345 0.000286998 0.00111217 0.000258964 0.000181173 -3.74111e-07 -0.00130603 -0.00162431 0.000218083 0.000332404 4.19169e-05 -0.000359565 0.00108886 0.000283438 9.90385e-05 -0.000226341 -0.00112605 0.000225147 0.000300074 0.00076518 0.00122723 0.000231417 0.0002724
internal_weight=86.2115 0.317732 85.8938 1.66722 1.50399 0.877952 84.2266 37.1564 47.0702 1.54661 45.5236 36.3284 12.1497 1.74147 1.52284 10.4083 8.6887 6.27792 1.71955 2.41079 5.35473 4.64786 3.28721 1.21339 1.19038 2.07382 2.34936 1.27 43.1742 24.1786
internal_count=4034 925 3109 950 938 231 2159 1238 921 81 840 1204 614 264 259 350 241 186 109 55 164 110 90 41 78 49 72 68 768 590
is_linear=0
shrinkage=0.00196078


Tree=905
num_leaves=31
num_cat=0
split_feature=3 18 15 19 10 2 18 16 7 16 10 9 13 6 5 5 15 15 6 17 16 5 2 0 12 19 16 15 0 6
split_gain=0.0236061 0.124778 0.0408075 0.0369385 0.150954 0.145962 0.128714 0.213742 0.0973253 0.0956844 0.174157 0.206182 0.0926195 0.0923537 0.0903296 0.0856587 0.0825983 0.0669054 0.151646 0.194789 0.13749 0.0617668 0.0840753 0.0616384 0.0512163 0.111793 0.30908 0.0788774 0.272141 0.659845
threshold=76.825379535700009 16.869810935650005 20.123524217100002 12.651020723000002 72.752365468100024 81.787075821300007 15.452304577250002 15.524963695900002 27.410003572300003 15.454963859600001 75.408562100950022 206.22988073345002 104.51649827935002 13.715320456250003 16.351273197450002 13.154029769200003 27.559212205100003 26.583493790300004 14.865347326450001 168.59667799010003 19.314954833200002 12.679739965100001 186.79363985910004 94.165934477050016 94.328280857900012 13.551093343600002 18.754956142750004 31.385732506450001 94.047642319350018 15.075352233200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 14 -6 -7 -8 -9 15 11 12 -11 -12 16 21 -5 18 -16 -20 -21 22 -2 -14 25 26 -19 28 29 -26
right_child=3 2 -4 4 5 6 7 8 -10 10 13 -13 23 -15 17 -17 -18 24 19 20 -22 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=-0.10107417440405711 -0.10186078191147191 -0.10021233401609123 0.0088550821153980819 0.06216159200071171 -0.0066897249039284236 -0.10439346332509683 0.052948011073094298 -0.10145897692944313 0.05498974850762485 0.00040096409772141518 0.024917804218419902 -0.10341484643481219 -0.033968913902421502 0.10250701233067037 -0.10314393955928454 0.0013462015762907744 0.0056012369195936884 0.035829011111419812 -0.10696063016804701 0.067332436669960929 -0.10378253761017171 0.097231576936513228 0.080863783973495362 0.097390239407495471 0.098939065183472008 -0.0017624240051917397 -0.1138980873422638 0.0011409322825567268 -0.0045483145410644644 -0.0076325961710145499
leaf_weight=0.1405342291726005 0.046117053796478014 0.036323497974365182 0.61715143237529446 0.46976814568915759 1.9384316357609344 0.33697859667017827 0.20962544291342056 0.26296166701195034 0.046847150111716473 0.54758258712808927 0.260852648658215 0.15318013651994988 0.043358900468319916 0.37244970537722111 0.19932301707467459 8.2111234564196121 0.57328224632510683 0.23790143110636508 0.12315929777969359 0.28903450140396103 0.056064642404635379 0.16322389472043142 0.05546813205376111 0.20279939146712422 1.0447879694402211 2.5250226322386879 0.32789163524284959 47.743357121649751 3.4034168714424595 1.3087133477365567
leaf_count=284 29 619 70 38 37 93 14 113 29 30 42 19 126 7 37 460 13 21 128 122 14 13 20 5 30 89 30 1252 85 165
internal_value=0.00155589 -0.0155912 0.00279255 0.00174724 0.00082286 -0.0218797 -0.0562612 -0.0250358 -0.0778019 0.00736336 0.0299545 0.00280518 0.0233041 0.0705486 0.00191117 0.00315153 0.0310748 0.00137991 -0.0300926 0.00100302 0.0395332 0.0591308 -0.00208846 0.0742523 0.00175118 -0.010765 -0.0509417 0.00247426 0.0135318 0.0396777
internal_weight=71.9467 0.794009 0.653475 71.1527 61.0966 2.79484 0.856413 0.519434 0.309809 10.0562 1.58022 0.946921 0.793741 0.633302 58.3017 8.47593 1.04305 57.2587 0.667581 0.468258 0.345099 0.264809 0.101585 0.246158 56.5911 3.09082 0.565793 53.5003 5.75692 2.3535
internal_count=4034 973 689 3061 2310 286 249 156 142 751 229 180 161 49 2024 522 51 1973 301 264 136 62 49 131 1672 140 51 1532 280 195
is_linear=0
shrinkage=0.1


Tree=906
num_leaves=31
num_cat=0
split_feature=10 16 10 9 19 16 16 7 0 16 16 15 16 18 15 2 0 9 19 19 16 6 9 16 8 9 2 18 17 5
split_gain=0.0781109 0.418828 0.334928 0.172627 0.146253 0.149517 0.536285 0.255013 0.424252 0.196856 0.418307 0.126166 0.380197 0.377264 0.28635 0.223164 0.357496 0.205553 0.268202 0.192115 0.260488 0.24945 0.205343 0.194814 0.171853 0.166982 0.208787 0.15956 0.180143 0.151554
threshold=64.407391431150018 20.959950986500004 62.837331883000012 213.27127849780001 14.451165964200003 20.404952284350003 19.974953289850003 23.032902590750002 90.767723400200012 19.644954061550003 19.284954903400003 28.626568391100005 18.684956306450005 14.053554955550002 27.980927088250002 103.92649527695001 96.682331287150021 213.27127849780001 13.251069136700002 12.651020723000002 18.594956516900002 11.075258771650001 199.68228938305 15.454963859600001 8.1436447804000007 211.30488836970002 192.44078413960003 14.908142003500002 236.15709471040003 13.154029769200003
decision_type=2 2 2 2 2 2 2 2 2 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 5 6 9 -7 -9 10 11 14 13 -13 19 16 -14 -15 -19 21 22 -2 -21 29 -25 26 -24 -27 -29 -23
right_child=1 -3 3 -5 -6 7 -8 8 -10 -11 -12 12 15 17 -16 -17 -18 18 -20 20 -22 23 25 24 -26 27 -28 28 -30 -31
leaf_value=0.00017446183324648914 -0.0016178188624860806 -0.0012322114526361028 0.0015421202749212166 0.00017516901216564084 -0.00095504774503116989 -0.00024823188869111106 -0.0015149338221150223 0.0016636071284720621 0.00013702081960951837 0.00076541201618622135 -0.0016429049590085964 0.0004705401702395155 -0.002055087723011946 -0.0020538489715132818 0.0009327293924151945 0.00028901720313750419 0.00031610945641306377 -0.0020265257600190632 0.0014815751545456863 -3.9078569067677808e-05 0.00035116391381401392 0.0014565421908537648 -0.0019265145159162763 0.001698275375602677 0.00043653557833033365 0.00028971306434768293 0.00072463988093033097 -0.0020426686917620978 0.00075201931515863328 0.00016843167744532399
leaf_weight=45.069773285535121 0.26335741486623732 0.90451280493289132 1.0676870970619337 0.53226087358780194 0.48187469760887225 1.2618464194238175 0.78329534409567614 1.2534900009632113 1.5848190471879204 1.7563407361740235 0.52614369499497016 0.52280137473280586 0.43505396577529598 0.83473517546826748 1.8689163015951624 5.375247191201197 0.55797393620014191 0.16418128149962286 0.17111078376910882 2.276286660055006 2.6010160013101995 0.36339451041112525 0.76088615413755167 0.66823230535192024 1.0953045655041931 0.59544573171297066 0.13437645087833516 0.31891666701994836 0.1228309948965034 10.441385279134009
leaf_count=1326 913 34 87 30 22 26 38 35 23 29 28 25 44 203 32 94 2 39 10 173 44 30 106 88 20 12 18 66 39 398
internal_value=0.000151971 8.61254e-05 0.000205759 0.00108737 0.000118164 0.000132241 8.79043e-05 0.000485162 0.000811211 0.000127318 9.00826e-05 0.000120916 -8.8298e-05 -0.000914224 0.000199321 0.000131252 -0.000722732 -0.00153298 -0.000236224 0.000129535 -0.000136659 0.000270805 -0.000438135 0.000310379 0.000914629 -0.000908194 -0.00152858 -0.000372699 -0.00126559 0.000211754
internal_weight=84.7935 38.1238 46.6697 1.59995 37.2193 36.7374 32.6372 4.10016 2.83831 31.8539 30.0976 29.5715 8.0611 1.69283 21.5103 6.36828 0.993028 1.17003 0.335292 19.6414 6.80976 12.8317 4.20874 12.5683 1.76354 1.93246 0.895263 1.03719 0.441748 10.8048
internal_count=4034 2591 1443 117 2557 2535 2451 84 58 2413 2384 2356 417 277 1939 140 46 252 49 1907 458 1449 414 536 108 241 124 117 105 428
is_linear=0
shrinkage=0.00196078


Tree=907
num_leaves=31
num_cat=0
split_feature=9 9 18 0 7 17 17 2 17 17 8 17 19 7 0 15 8 17 2 17 6 5 15 7 0 5 15 3 10 17
split_gain=0.122447 0.19575 0.13036 0.303917 0.209469 0.159042 0.500883 0.169686 0.183469 0.139261 0.411618 0.235968 0.196069 0.129169 0.240754 1.23762 0.2007 0.35088 0.297199 0.170084 0.164535 0.162354 0.128355 0.124111 0.123658 0.123601 0.144685 0.122824 0.667543 0.302483
threshold=179.18874144770004 177.77223095870002 13.843998451900001 86.692020874450009 23.203497038450006 183.49170501290004 182.50770257345002 103.92649527695001 199.03437346465003 188.41589330430003 8.543332867800002 186.57794620975002 14.551174033150001 23.864758692950002 86.329079026800017 40.42701969085001 8.4434108459500017 190.38166638035003 188.47750099235003 192.94032447935004 16.505385645700006 21.197160116700001 30.807603489900004 22.671301016600001 85.877418060900013 22.783584484750005 38.992510055900006 83.538459487450012 71.015621515800021 188.83172615260003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 5 -4 -5 6 -2 9 13 11 12 -7 -11 14 15 -9 19 20 -19 24 -18 -16 23 -1 -17 26 -23 -6 29 -29
right_child=2 -3 3 4 27 7 -8 8 -10 10 -12 -13 -14 -15 21 16 17 18 -20 -21 -22 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00012340008183592729 0.00021392876864366006 -0.002028784095344364 -0.001618137066843501 -0.0012379928025656568 0.00024033359722577894 0.00062162916301351681 -0.0016759002259667697 -0.001720262150853106 0.00083189000366502548 0.0017095521383087224 0.00027710222116877485 -0.00024315986048776661 0.00054885740487987272 -0.00021755057127318897 7.9849746151573254e-05 0.00052682660571248873 -0.00015319977576184628 -0.00016015210584238284 -0.0022084776682022933 0.0010790317808033367 0.00067036126459784566 0.0004525292650268109 0.0010222293635806204 -0.0019893532738080324 -0.00013633091084268677 0.0001550297808882861 0.00098672263242162721 0.0015423952449474861 -0.0015112257021749991 6.5985533590076366e-05
leaf_weight=1.2576216211882627 3.1878100543181058 0.22033607310322612 0.38161445465084298 0.41920005125575599 24.001400715804266 3.1081153263221477 0.64897080203081703 1.3675773750001159 1.8893154527795548 1.688510198146105 3.3580681006424129 1.9896372387884182 0.83686364255845536 2.5798202282167031 4.1955516133457413 3.3324162977987708 1.9323781698331006 0.65996732874373243 0.46367773167730775 1.4332854340900665 1.8027786319653385 5.3200366552919132 0.33568481684187634 0.15380761991184488 1.6001617866568265 2.5454514916054896 3.0766812372021377 0.5580516328336661 1.0289121432142554 12.134271751605409
leaf_count=762 110 17 46 21 969 28 28 39 35 87 45 27 38 31 39 60 39 32 36 35 21 34 34 682 18 25 40 14 208 434
internal_value=0.000196439 -0.000287192 0.000207563 0.000123 0.00014042 0.00027685 -0.000105726 0.000310844 0.000239062 0.000521322 0.000726861 0.000284105 0.00132492 0.000202109 0.000241151 4.0833e-05 0.000255399 -4.47114e-05 -0.0010054 0.000484461 0.000244293 0.000407785 -6.75522e-05 -0.000326739 0.000311694 0.000533525 0.000648266 0.000155738 7.76199e-06 0.0001309
internal_weight=87.508 1.96745 85.5405 38.5235 38.1418 47.0171 3.83678 43.1803 32.1991 10.9812 5.88344 5.09775 2.52537 30.3098 27.73 12.5922 11.2247 4.8588 1.12365 6.36586 3.73516 15.1377 1.74711 1.41143 4.93258 10.9422 8.39672 37.7226 13.7212 12.6923
internal_count=4034 1495 2539 1692 1646 847 138 709 484 225 170 55 125 449 418 280 241 128 68 113 60 138 1478 1444 78 99 74 1625 656 448
is_linear=0
shrinkage=0.00196078


Tree=908
num_leaves=31
num_cat=0
split_feature=3 17 9 9 15 7 9 0 16 17 9 17 9 12 17 12 19 16 18 16 2 18 16 4 16 5 18 17 9 0
split_gain=0.13917 0.117424 0.102496 0.168353 0.137205 0.14573 0.107045 0.161329 0.422429 0.130801 0.124057 0.116423 0.0994483 0.10585 0.0940538 0.12087 0.0912349 0.381281 0.390657 0.387664 0.288909 0.214034 0.205556 0.196423 0.144441 0.203988 0.444036 0.260378 0.17823 0.152343
threshold=76.172084209950015 241.79519611995002 179.18874144770004 177.77223095870002 30.807603489900004 22.671301016600001 186.68586460755003 85.732241321850012 22.664946999500003 187.51563899930002 181.33671263215004 189.50863627480001 66.346857137250012 150.73104262400003 168.59667799010003 184.29002311975003 12.651020723000002 18.634956423400002 14.937945183950001 18.404956961200003 72.043920985000014 16.587089536200001 17.809958352600002 274.40025405315004 15.404963976500001 15.237417718750002 14.674589207750001 192.20712075930001 203.72699028675004 100.91127592640002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 12 9 8 -8 -4 -11 -12 13 -2 15 -15 24 18 19 20 -18 -20 -22 -23 25 29 -27 -28 -26 -9
right_child=2 -3 6 -5 -6 -7 7 16 -10 10 11 -13 -14 14 -16 -17 17 -19 21 -21 22 23 -24 -25 28 26 27 -29 -30 -31
leaf_value=-0.0019714804612951001 -0.00066994946088961996 0.00044260142590389818 0.00010986984834247433 -0.0020237273597639651 0.0010469301180718194 -0.0020051389275264598 -0.0020271497069848151 0.0011959770172965847 6.3608869998599249e-05 0.00017304552831638438 0.0014692472561723272 0.00058850020380594613 -0.00078537306704134656 0.001654621278876191 0.0012578377215743911 -0.0019837521391248576 -0.00052184483651277001 0.00018376795089056756 -0.0015759140526503577 -0.0014983368198936994 0.00013290992140574349 -0.0019918758209755499 0.0015181925824656274 0.0010394857426436403 0.001022584870965961 0.00029624166894199748 -0.0021091448684649743 -0.00020565097446725771 7.4194222485541168e-05 0.00029372624304059011
leaf_weight=0.21449040124110652 0.28988839022167601 0.1212614338764979 3.1042927807429797 0.18992676120251406 0.33714920871670973 0.17746386591898033 0.46416622578180922 0.84009753807913323 1.8618518692419455 1.3513203351758423 0.91066716494970057 1.5749791896378154 0.53080576144225233 0.057625746285339119 0.42111516363723922 0.089823022091422899 0.98295772611163545 58.498905741987983 1.2303202892544503 0.54443418461596582 0.82862764794845112 0.11907025380060066 0.81873419338080566 0.26527070309384726 2.0863072499632831 2.426295715849847 0.57979125472047577 0.52779807113984134 1.2000677906326016 5.0118813483568374
leaf_count=856 71 69 45 12 34 165 134 28 128 16 31 53 522 11 97 38 17 990 192 101 21 25 34 52 20 13 43 23 36 157
internal_value=0.00016037 -0.0010996 0.000165215 -0.000263379 -8.77698e-05 -0.00033195 0.000175744 0.000155053 -0.00035361 0.000409116 0.00065122 0.00091118 -0.000118217 0.000294304 0.000785939 -0.000561808 0.000170628 0.000140221 -0.000391671 7.69566e-06 0.00031942 -0.00117691 0.000821392 0.000100359 0.000322491 0.00019862 -0.00017336 -0.00120208 0.000676266 0.000423251
internal_weight=87.6574 0.335752 87.3216 2.0938 1.90387 1.56672 85.2278 78.2866 2.32602 6.94126 3.83697 2.48565 1.38926 0.858452 0.568564 0.147449 75.9606 63.2883 4.78941 3.17475 2.63032 1.61466 1.64736 0.384341 12.6722 9.38586 3.53389 1.10759 3.28638 5.85198
internal_count=4034 925 3109 950 938 904 2159 2014 262 145 100 84 739 217 146 49 1752 1432 442 173 72 269 55 77 320 264 79 66 56 185
is_linear=0
shrinkage=0.00196078


Tree=909
num_leaves=31
num_cat=0
split_feature=16 16 0 0 10 17 16 5 16 16 7 7 18 0 0 17 6 13 5 18 7 3 10 8 16 13 0 12 19 6
split_gain=0.0882952 0.509775 0.188378 0.310086 0.213238 0.464353 0.292692 0.236658 0.173699 0.364896 0.380268 0.172216 0.252187 0.157564 0.656811 0.425615 0.355888 0.28499 0.360775 0.39807 0.16236 0.150688 0.695854 0.313295 0.214125 0.170248 0.15074 0.301985 0.150047 0.331664
threshold=20.404952284350003 19.974953289850003 90.297243227400017 90.767723400200012 64.407391431150018 191.37184185705004 22.454947490600002 22.246947245750004 19.644954061550003 19.199955102150003 24.081116689550004 23.851446749400001 11.862896247150001 94.047642319350018 94.625660817400004 173.37301781405003 14.980350013450002 109.40142670235001 19.925387549600003 14.613481077900001 20.873561687950005 83.538459487450012 71.015621515800021 7.943800736700001 18.124957616000003 108.12978600665001 96.959242474650011 81.514192512750014 12.651020723000002 14.205331905300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 4 -4 6 -6 7 -2 9 13 11 12 -11 15 16 -1 -15 20 -19 -20 -17 25 24 -24 -23 26 -16 -28 -29 -30
right_child=2 -3 3 -5 5 -7 -8 -9 -10 10 -12 -13 -14 14 21 17 -18 18 19 -21 -22 22 23 -25 -26 -27 27 28 29 -31
leaf_value=-0.00067761862912809777 0.001658350557121731 -0.0014899049301512206 0.0014592399520747068 0.000202696568892307 0.00029218561467942908 -0.0014261938024134127 0.00020508352905080057 -0.00026321495573781805 0.00073991146132373106 0.0010528650532666119 -0.0017071851081319272 0.00067575649292705509 -0.0020106524658245646 -0.0020857379320743173 0.00044054876448162495 0.0012844343024215423 0.0013958089038515163 0.0019954787005662662 0.0016046670632254424 -0.0020702220890782956 -0.0019996940688023919 0.002018131877040617 0.00061167571865563316 -0.00203491193229474 -0.00011491925212080461 -0.0010868556433151549 -0.0021839318430556826 0.00025566416159541273 -2.8556666910580521e-05 -0.002245169139029952
leaf_weight=0.70304428277359976 0.94425925589166471 0.75666692288359527 1.2398175392299884 1.9312028198037294 1.6257129358127707 0.96258795633912075 44.64464984758888 0.33342971498132101 1.745212374604306 0.16204822994768509 0.84459516109200183 0.66039914637804031 0.28501150171723566 0.74164054967423254 8.6308106273027168 0.090015585635001005 0.1331494381884113 1.160396449267864 0.25005171642169433 0.20725830927449351 0.16209635434461234 0.40565868318662868 0.22077945402031673 0.77777038628119044 0.32661578815532266 0.37996401963755388 0.21698295670193957 10.79580252617461 2.75281424473178 0.28653795598074783
leaf_count=402 86 49 43 44 34 38 824 52 32 28 34 3 54 124 71 32 7 32 85 20 110 10 45 168 39 15 36 1226 273 18
internal_value=0.000180519 0.000100772 0.000230969 0.000693985 0.000200702 -0.000346879 0.000231566 0.00115689 0.000138457 0.000103693 -0.000716197 3.95724e-05 -0.000900202 0.000160364 0.000113995 0.000622966 -0.00155582 0.00111198 0.00141418 -6.08361e-05 -0.000827109 0.000172911 -0.000385083 -0.00144975 0.00106673 0.000214787 0.000236591 0.00011132 0.000147318 -0.00023753
internal_weight=84.377 32.6953 51.6817 3.17102 48.5106 2.5883 45.9223 1.27769 31.9387 30.1934 1.95205 1.10746 0.44706 28.2414 25.6685 2.57286 0.87479 1.86982 1.61771 0.45731 0.252112 24.7937 1.73082 0.99855 0.732274 23.0629 22.6829 14.0521 13.8352 3.03935
internal_count=4034 2913 1121 87 1034 72 962 138 2864 2832 119 85 82 2713 2032 681 131 279 137 105 142 1901 262 213 49 1639 1624 1553 1517 291
is_linear=0
shrinkage=0.00196078


Tree=910
num_leaves=31
num_cat=0
split_feature=9 9 0 16 19 2 9 0 17 6 5 9 6 12 18 5 6 5 16 3 13 13 2 7 5 15 16 6 15 12
split_gain=0.110595 0.174925 0.196474 0.421602 0.135238 0.149781 0.132316 0.407379 0.372124 0.162246 0.682961 0.315419 0.27174 0.246315 0.237886 0.590151 0.167059 0.226119 0.182358 0.518213 0.403018 0.684044 0.259592 0.324578 0.287691 0.219789 0.209567 0.140171 0.42368 0.395115
threshold=181.33671263215004 186.68586460755003 85.732241321850012 22.664946999500003 14.451165964200003 121.36426933400001 191.72037998490001 85.995710218650018 192.20712075930001 15.255356438950001 20.016397659050003 196.26893085885004 14.785345457250001 368.00406080990007 14.254777969200001 13.716117217950002 15.710367070250003 20.374719724350005 20.844951255400005 88.931506497100017 115.68166489510001 114.57939706160001 108.63443756215001 23.051546669900002 21.042547594650003 36.207782793200003 22.614947116400003 14.845346859150002 29.037712645600003 145.97209859650005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 4 3 -3 5 -2 7 -4 -9 10 11 12 14 -12 -8 -16 17 -11 19 -18 21 -20 24 26 -22 -25 -24 -13 -29 -30
right_child=1 2 6 -5 -6 -7 9 8 -10 16 13 27 -14 -15 15 -17 18 -19 20 -21 22 -23 23 25 -26 -27 -28 28 29 -31
leaf_value=-0.00014454342119521636 0.00018056790634652235 -0.0020212117087078543 -0.0014077655561961985 4.8716272271311697e-05 0.0011779928104466127 0.00099587757916523253 0.00074255071622554027 0.00035976516371218347 -0.00074775831364561919 4.8092747046161103e-05 -0.0020703567078760024 0.00019758603524646889 -0.0015048737103674674 0.00064390242325559595 0.00056020240398380484 -0.0020736195892813742 -0.00048407033316362816 0.0015185401083451352 -0.0020980691285430357 0.0017224538511453823 0.00045047057957584604 0.00040194648320848871 0.00012857736412765769 -0.00038032186483366771 0.0015033547129106963 0.0003669918419442366 -0.00086058394023552837 0.0015742104835740562 -0.00093726841123075344 0.00097534601470276427
leaf_weight=3.4282416879196935 3.1972741991630746 0.47301195502222926 0.75202923559117962 1.8896414814735178 1.0733422295306807 1.1882714111966377 0.80877426266670926 5.249153055102397 1.4996008865837209 0.67115818918682535 0.71284105587619606 25.343828650770323 0.69796595443040121 0.15682163601741195 0.73816027379098137 0.58731537841595127 0.64752961890189809 1.0028216727077959 0.73215703852474578 1.1118817785754798 4.2375581394881037 0.98941800789907575 1.7252875205595075 1.6285057129571239 1.3050319463945923 21.345787544036284 1.5753985653864218 1.1495858523994678 0.82469568797387161 0.83645702362991869
leaf_count=1526 39 134 21 128 55 47 7 69 73 22 117 959 24 25 25 99 32 25 28 35 30 37 22 38 72 235 34 33 24 19
internal_value=0.000200673 0.000214736 0.000191191 -0.000365691 0.000554158 0.000401478 0.000208428 -3.88703e-05 0.000113669 0.000235378 0.000132819 0.000180916 -0.000442814 -0.00158091 -9.54872e-05 -0.000606838 0.000323745 0.000928985 0.000295042 0.00091037 0.000262763 -0.000661268 0.00031276 0.000231416 0.000698378 0.000314019 -0.000343544 0.00024366 0.000659102 2.58097e-05
internal_weight=87.5795 84.1513 78.6924 2.36265 5.45889 4.38555 76.3298 7.50078 6.74875 68.829 31.8564 30.9868 2.83222 0.869663 2.13425 1.32548 36.9725 1.67398 35.2986 1.75941 33.5391 1.72158 31.8176 26.275 5.54259 22.9743 3.30069 28.1546 2.81074 1.66115
internal_count=4034 2508 2367 262 141 86 2105 163 142 1942 1332 1190 155 142 131 124 610 47 563 67 496 65 431 329 102 273 56 1035 76 43
is_linear=0
shrinkage=0.00196078


Tree=911
num_leaves=31
num_cat=0
split_feature=9 9 10 7 7 7 4 6 9 0 16 17 6 9 0 0 5 16 3 2 19 9 0 17 5 5 18 7 9 16
split_gain=0.0279775 0.116695 0.0770238 0.062194 0.101255 0.0882019 0.0597941 0.0663902 0.0527594 0.0834942 0.253974 0.0687588 0.0887678 0.122973 0.0687286 0.0506189 0.118278 0.0491517 0.0755019 0.0485215 0.0460664 0.0455727 0.202546 0.144525 0.0751554 0.0889003 0.0684128 0.181189 0.154563 0.164766
threshold=179.18874144770004 177.77223095870002 72.378669787950017 22.356277907050004 20.861906850000004 22.775216856700002 377.6847677435 17.475408310100004 186.68586460755003 85.732241321850012 22.664946999500003 187.51563899930002 16.405383309150004 184.36538191430003 87.350693116400024 85.121961326250016 28.449653740450003 18.704956259700005 108.40938565220002 145.31340866805002 11.850956171350001 191.72037998490001 86.20003303655001 193.10154186985002 20.374719724350005 17.719454526200003 13.043896815850003 22.907491544400003 200.52256857420005 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -5 7 17 11 10 -10 -2 14 -14 -13 16 -12 20 -19 -15 -1 22 -11 -24 25 -25 -23 28 29 -28
right_child=8 -3 -4 5 -6 -7 -8 -9 9 21 15 12 13 19 -16 -17 -18 18 -20 -21 -22 26 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.048861825996572288 -6.7339696945959237e-05 -0.10222838711966781 -0.10048065953495156 0.09142491029714192 -0.081985133492947504 -0.035611542207334583 -0.10039069359226004 -0.10021816750156914 -0.10227267819002304 -0.058540105854144833 -0.075970661997044719 -0.018218381702154944 0.014483824216906267 0.10131125820383136 0.023378926521435989 0.011846172488755117 0.02169786355518238 0.085700338917709673 -0.017065100181725492 0.045676572180657765 -0.053219536612620334 0.01980827989276163 0.0072263654525125745 -0.01125997698488046 -0.010554581670537414 -0.10601059581456794 -0.0099196776705276317 0.0034945867267966372 0.0038727810150383452 -0.083632544134875642
leaf_weight=0.073448775063183147 2.7245509969202422 0.13066259201048058 0.074097954457812421 0.16326480308327973 0.15197326955757262 0.082156137960055275 0.04579205125463659 0.04339121317889294 0.30911531702133643 0.65524310782347939 0.25171354320627848 0.69275429961271606 0.83607387193478622 0.30874178279191256 0.93099243528922671 0.91011333350616042 0.24436498450813815 0.21839634199568536 0.10628633875057858 0.31845942279323936 0.11103803790274469 2.334319428598973 4.754882223574441 0.16597248941889109 0.51851477532181889 0.24548944784328341 0.56403464917093449 53.115067153605082 0.97402732796035696 0.65581557992845774
leaf_count=57 49 17 744 17 158 43 47 160 134 25 62 16 22 24 44 38 28 37 39 17 176 39 71 33 18 16 26 1835 25 17
internal_value=0.002124 -0.0130153 -0.00211954 0.00519995 -0.00909329 0.0488987 0.00942023 0.0185205 0.00237816 0.0015703 -0.0202024 0.0115108 0.0217295 0.0395925 0.00563188 -0.00216136 -0.0278598 0.0286394 0.0520596 0.0730629 -0.0125784 0.002154 -0.0058932 0.000174935 -0.0358784 -0.0677908 0.0030391 0.00233136 -0.0258311 -0.0495492
internal_weight=72.7108 1.20051 1.06984 0.995747 0.750326 0.245421 0.598353 0.552561 71.5102 65.6987 1.71531 5.81157 3.08702 1.46328 1.62375 1.40619 0.496079 0.509169 0.324683 0.627201 0.184487 63.9834 6.3401 5.68486 0.929977 0.411462 57.6433 55.3089 2.19388 1.21985
internal_count=4034 1495 1478 734 674 60 516 469 2539 2367 262 172 123 63 60 128 90 309 76 41 233 2105 163 138 67 49 1942 1903 68 43
is_linear=0
shrinkage=0.1


Tree=912
num_leaves=31
num_cat=0
split_feature=9 9 15 18 16 7 6 0 17 17 16 7 6 17 17 6 2 16 18 17 17 8 0 7 19 9 16 8 10 5
split_gain=0.126164 0.168493 0.121207 0.117236 0.348453 0.254467 0.380995 0.364562 0.20809 0.716224 0.327217 0.323381 0.291278 0.203439 0.228546 0.14136 0.266851 0.283487 0.143431 0.256223 0.192881 0.166786 0.304795 0.302449 0.210618 0.559848 0.26295 0.140558 0.139604 0.125175
threshold=179.18874144770004 177.77223095870002 30.807603489900004 13.843998451900001 22.654947022900004 23.433599577300004 16.265380038000004 86.692020874450009 183.49170501290004 182.63036160245002 22.494947397000004 23.085048345000001 16.535386346650004 199.03437346465003 197.71582798205003 16.375382608200002 168.84984911130002 22.614947116400003 13.036600629150001 188.10488866565001 189.31157886915003 8.4434108459500017 86.329079026800017 23.203497038450006 14.451165964200003 195.10791980860003 22.614947116400003 8.543332867800002 62.00390986255001 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 2 -1 8 5 6 -5 -7 9 -2 11 27 -13 14 15 16 17 -12 -17 -20 -21 24 23 -23 25 26 -22 -10 -26 -9
right_child=3 -3 -4 4 -6 7 -8 29 10 -11 13 12 -14 -15 -16 18 -18 -19 19 20 21 22 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.00038473073004028008 0.00014945387875477269 -0.0020270524180947568 0.00099027469044628432 -0.0021360719889769648 0.0016732526737206601 -0.0020535518177294929 0.00029769095865185129 0.00019824262810770273 0.00076034881234417434 -0.002217590981482056 0.00019428823218131091 0.0018941276407773593 0.00025331889402730514 0.00083489762168183538 -0.00061177682296198119 0.00053751853361451115 0.00017249439600129459 -0.0015871419409591409 -0.00030223859494410161 0.00072981470534463292 -0.0013584739111311718 -0.0013378656394957725 0.00031833806380685996 -5.4277397751617079e-05 0.00026029219043071674 0.00061891824822233167 4.3418810753139493e-05 -7.205792244292107e-05 0.0010852645829650519 -3.4857319111150341e-05
leaf_weight=1.3633966254736822 3.4609013399167443 0.20331046739397596 0.30087175498192653 0.48976975050754745 0.53135373187251289 0.29997661560264433 0.49952138119988376 25.212913323214707 1.6131140151992434 0.57281068962038251 0.60791038046590873 1.3242086702957747 0.60646142624318589 1.9448988887415897 1.3365583849081293 6.0859040465438765 4.3601843360929706 0.78944763301115017 3.3503329979466825 3.140570242743709 1.0392910220834912 1.0472040987006033 4.4892784934490919 2.1645982907648431 1.2730070329344019 3.5787986375507899 1.0185301872406851 1.5099288113415239 2.0726907815624145 13.653567514629684
leaf_count=1444 116 17 34 22 43 29 24 1050 31 22 16 74 8 35 39 94 40 29 40 30 19 39 39 29 23 31 22 32 39 524
internal_value=0.000162313 -0.000342002 -0.000136153 0.000173006 9.58028e-05 7.49295e-05 -0.000907195 9.97366e-05 0.000239295 -0.00018668 0.000278929 0.000747881 0.00137872 0.000217049 0.000183995 0.000214369 -6.64777e-05 -0.000812144 0.000269631 0.00019928 0.000284038 0.000200123 -1.16086e-05 -0.00047279 0.000381653 0.000150331 -0.000664599 0.000357897 0.00077137 0.000116356
internal_weight=89.9413 1.86758 1.66427 88.0737 40.6871 40.1557 0.989291 39.1665 47.3866 4.03371 43.3529 5.05371 1.93067 38.2992 36.3543 35.0177 5.75754 1.39736 29.2602 23.1743 19.824 16.6834 7.70108 3.2118 8.98232 5.63662 2.05782 3.12304 3.3457 38.8665
internal_count=4034 1495 1478 2539 1692 1649 46 1603 847 138 709 145 82 564 529 490 85 45 405 311 271 241 107 68 134 72 41 63 62 1574
is_linear=0
shrinkage=0.00196078


Tree=913
num_leaves=31
num_cat=0
split_feature=3 17 9 9 10 6 4 18 3 6 7 9 7 5 13 16 0 18 18 7 10 2 16 2 17 17 17 16 19 8
split_gain=0.141225 0.114245 0.0991278 0.1503 0.109489 0.0904764 0.0933717 0.0798624 0.246876 0.697836 0.335809 0.282581 0.235251 0.455146 0.403111 0.331743 0.40126 0.229027 0.474106 0.412744 0.413109 0.539769 0.211352 0.20018 0.179903 0.124994 0.434014 0.166778 0.16314 0.286216
threshold=76.172084209950015 241.79519611995002 179.18874144770004 177.77223095870002 72.378669787950017 17.475408310100004 377.6847677435 13.893471991850001 83.538459487450012 14.745344522600002 24.673428656250003 197.63955579655001 23.851446749400001 17.719454526200003 113.0174028878 18.344957101500004 94.114853772600014 14.366548389000002 14.224291663350002 24.437987282900004 70.077349628250019 258.06114663960005 22.604947139800004 327.65694121785003 193.96328872865004 183.49170501290004 182.50770257345002 22.514947350300002 14.551174033150001 8.3434888241000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 5 6 -2 25 -9 10 -10 -12 13 -11 -15 -14 17 18 22 -19 21 -21 -17 24 -13 26 -4 28 29 -27
right_child=2 -3 7 -5 -6 -7 -8 8 9 12 11 23 15 14 -16 16 -18 19 -20 20 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.0019754724327987932 0.00028143176719271995 0.00054432916896995931 0.00019062622560941399 -0.0020135815130913667 -0.0019761363629411731 -0.0019683783443975311 -0.0019723183301817932 0.00023800692433363391 -0.0020333789880143324 0.00087797762955212706 0.001274799632144124 0.00080068007576253623 0.0017616259664164561 -0.0021230166132044561 -0.00016320126253663972 -1.5696822086546363e-05 -0.0013990672794786426 0.0012874646237836949 -0.0015367861294953303 -0.0015914304047297369 0.0011104083720215002 0.001404921752463949 0.0012242916055375784 0.001102128779868067 -0.0020494362637167871 0.0015388895362100222 -0.0016024553938280197 0.00022547384357319346 -0.00012527754675033473 0.00044619892869127956
leaf_weight=0.20891974183694983 1.3430712911176659 0.10342288895299134 3.2607955744460919 0.17317395051941264 0.11033938004806021 0.080957910717188386 0.074600158433213326 24.094344154360442 0.93024416785919928 0.6892363410443062 0.28001003246754408 0.10347633152559865 0.52004414792463549 0.71761554648037396 0.92187028483022004 2.377124564633049 0.59838607448546088 1.8036887480411681 0.69253740832209576 0.83207956003025152 0.75045585236512113 0.32005082862451673 0.67956323083490122 0.13531424652319402 0.4807048432630836 1.2593313911929715 0.61723608231113747 37.895371506006995 1.0218953061848877 3.4369624061509967
leaf_count=856 500 69 110 12 204 166 68 589 171 8 6 23 17 43 35 46 45 33 30 53 28 33 42 21 67 81 28 570 18 62
internal_value=0.000174969 -0.00114112 0.000179738 -0.000277898 -9.10855e-05 4.77048e-05 0.000162836 0.000189399 0.000121004 -9.86815e-05 -0.00118553 -0.000396428 9.36883e-05 -0.000458975 -0.00102103 0.000243794 0.000145787 0.000269779 -7.19113e-05 0.000615429 -2.16746e-05 -0.000759072 0.000259978 -0.00104683 -0.00154459 0.000242578 -9.47646e-05 0.000272574 0.000584717 0.000739209
internal_weight=86.5128 0.312343 86.2005 1.78214 1.60897 1.49863 1.41767 84.4183 36.9267 12.8324 1.92975 0.999505 10.9027 2.32872 1.63949 8.57393 8.05389 7.4555 3.74923 3.70627 1.90259 1.15213 3.05669 0.719495 0.584181 47.4916 3.87803 43.6136 5.71819 4.69629
internal_count=4034 925 3109 950 938 734 568 2159 1290 701 288 117 413 86 78 327 310 265 118 147 114 86 88 111 90 869 138 731 161 143
is_linear=0
shrinkage=0.00196078


Tree=914
num_leaves=31
num_cat=0
split_feature=16 16 19 19 19 9 3 6 8 14 7 5 8 17 2 7 18 18 17 15 0 17 12 16 3 9 18 7 9 13
split_gain=0.137508 0.70852 0.27513 0.420586 0.486968 0.390611 0.243837 0.626238 0.385271 0.347185 0.597451 0.436483 0.416271 0.398093 0.294667 0.253518 0.258315 0.360063 0.244529 0.302137 0.239815 0.199532 0.313884 0.308606 0.393824 0.229557 0.221967 0.289287 0.230742 0.231323
threshold=20.404952284350003 19.974953289850003 14.051133688400002 13.751109481500002 13.651101412550002 193.42660545270004 83.538459487450012 14.745344522600002 7.943800736700001 194.20226397200003 24.081116689550004 18.160071980500003 8.2435668022500028 196.80409074510004 73.245799595050016 23.864758692950002 13.632440008000001 12.909082926650003 196.31479727660005 28.504445985850001 94.047642319350018 188.10488866565001 155.06885325350001 20.704951582800003 90.041839705000015 196.26893085885004 13.043896815850003 23.127267687200003 195.10791980860003 117.56896250265002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 -5 -1 8 14 10 15 -11 13 18 -8 16 17 -9 19 -13 -10 26 23 -23 -25 -26 28 -28 -2 -30
right_child=21 -3 -4 5 -6 -7 7 9 20 11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 25 -27 27 -29 29 -31
leaf_value=0.00020801100290623355 2.9863200963657857e-05 -0.0015899240585776058 -0.0014401975598300381 -0.00019347488040084024 -0.001938364787246524 0.0016221469898973094 0.0019089940142634778 -0.0021469917335590607 0.00099563981252113022 0.001781373062851832 -0.0022993064286170282 0.00061069103793432702 0.0010237706617012515 -0.0020942492981665434 -0.00083276572067787248 0.00092817685855329417 -0.0022532331405640898 0.00175472233142315 0.0020125516718196824 -0.0016359589205177558 -0.0020494807908516864 0.0017170400140201177 0.00019832803712487975 -0.00091070659091915405 0.0009702053208878698 0.00031375450991964792 -0.0010764388232628781 7.0614930141754226e-05 0.0019843652762493455 0.00037265725137498851
leaf_weight=23.552514649690245 7.9584624891722324 0.96212842568638635 0.43101296151689794 0.69170106114574936 0.45266400864784273 1.3344903659599365 0.21860141916840703 0.14680114116708842 0.10872442089021195 0.79837435740046236 0.53090100013650943 0.54808947806373021 1.170852779450797 0.44348570245608687 0.48522900355806087 0.74225694686174393 0.26193803430669504 0.23894672058304423 0.20868684351444244 0.39672337807132863 1.1634007024185846 0.86673546954989333 31.37203571251257 0.70890873251482744 3.7550877714529616 4.5053377372678369 1.4512581499566288 2.024592983070761 0.477042985454318 1.2128513317584291
leaf_count=1610 158 49 31 40 32 41 5 125 2 20 13 222 57 31 295 3 9 76 3 32 217 25 586 23 158 49 35 16 13 58
internal_value=0.000165408 6.93446e-05 0.000116402 0.000136432 8.06784e-05 0.00100233 0.000110146 -0.000198707 -0.00114521 0.000142142 -0.000529903 0.000504121 0.000135701 -0.0005154 1.87925e-05 0.000145936 -0.000750523 0.000269877 9.16196e-05 -0.000332669 -0.00178922 0.000227091 0.000294149 0.000599771 0.000491806 0.000612169 1.65379e-05 -0.00040831 0.000169591 0.000827629
internal_weight=89.2198 34.8875 33.9254 33.4944 31.4682 2.02619 31.0155 7.46301 1.97596 5.48706 1.92084 3.56621 2.76784 1.59699 0.70383 1.38994 0.647686 0.385748 1.1535 0.944813 1.27213 54.3323 41.2081 9.83607 8.96933 8.26043 13.1242 3.47585 9.64836 1.68989
internal_count=4034 2913 2864 2833 2752 81 2720 1110 519 591 226 365 345 288 300 213 210 201 257 254 219 1121 841 255 230 207 280 51 229 71
is_linear=0
shrinkage=0.00196078


Tree=915
num_leaves=31
num_cat=0
split_feature=18 7 7 17 18 7 4 6 16 16 7 3 3 0 16 19 16 5 18 18 15 0 7 0 2 6 3 5 14 17
split_gain=0.0272288 0.117608 0.342066 0.1584 0.0809767 0.0765182 0.15186 0.0872751 0.067173 0.16048 0.0813839 0.0739147 0.078874 0.102005 0.0818591 0.184858 0.125671 0.28147 0.064444 0.244624 0.388 0.233843 0.28434 0.389989 0.256064 0.240802 0.216035 0.11137 0.213014 0.169673
threshold=13.946975448150001 23.822419043000004 23.699538637550003 180.29620661735001 13.919698996450002 23.397000037200005 235.48598737865004 14.825346391850003 18.554956610400005 16.954960351900002 22.356277907050004 89.125075482450015 89.695028606150018 89.415428960600011 21.569949560100003 13.851117550450002 22.514947350300002 21.454033346250004 14.382403557200002 14.254777969200001 28.626568391100005 93.953546284800012 24.412498046750006 93.692765846100016 299.83938387060005 14.905348261050003 88.931506497100017 18.946524085150003 304.52511696755005 206.91274964370004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 8 6 -5 -7 9 10 -1 -10 -13 14 15 -14 17 -16 19 -3 -21 22 -20 24 -24 27 -22 -23 -29 -30
right_child=1 18 -4 5 -6 7 -8 -9 11 -11 -12 12 13 -15 16 -17 -18 -19 21 20 26 25 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.017301684219588036 0.097397163379711049 0.0025263545398502524 -0.094908957916349956 -0.10463857913030189 0.04266732740809253 -0.023087400160354869 0.06840986697353954 0.030286801436838647 0.028016627048938626 -0.088709017406030918 0.094801039102209522 -0.025783487295492513 0.030844739867846745 0.034931844314907208 0.083842445294931844 -0.081157384434642779 0.001955102270268566 0.0072166893029546909 0.081995988368553846 0.090709108044136066 -0.11292186409267463 0.0030465021784909182 -0.069537390382183636 0.080352928024382264 0.049201406007744392 -0.086767952584149502 0.025013603479443182 -0.10480628825978802 0.087737406597202361 -0.1007983140550147
leaf_weight=0.19863995017482139 0.14994152973472141 3.4481285299743858 0.50095989134661056 0.19405936523980916 0.53246291916366217 0.70953697034894936 0.068652092962082634 0.5391420684318291 1.2317814684938628 0.25845779396331636 0.096085254038371204 0.92070464696735044 0.25627340122082287 1.0267651993781317 0.61302212625741903 0.34674817469021946 35.298493119861519 2.1989836993161589 0.81063956252183134 0.14875897229649115 0.59149484589579515 20.696048892842974 0.5949489956765317 0.46645033991990204 0.26142471481580287 0.31055613464559328 0.14052142598666251 0.26955160339275508 0.15011152681927342 0.069989683885069098
leaf_count=286 57 123 39 46 31 33 78 23 46 233 10 18 118 37 76 69 669 29 28 5 77 1596 63 32 42 25 23 43 53 26
internal_value=0.00229657 -8.8431e-06 -0.0224779 -0.000636966 0.00391229 -0.0103627 -0.0594173 -4.20246e-05 0.00342613 -0.0311929 0.0192456 0.00388326 0.00315217 0.00382255 0.00299746 -0.0335585 0.00357589 0.0239212 0.00172889 -0.00948803 -0.0565229 0.0037838 0.0353609 0.00678239 -0.0332901 0.000649838 -0.0864431 0.00193127 -0.0452058 0.0277852
internal_weight=73.0993 30.1209 2.16229 1.66133 42.9784 1.51139 0.262711 1.24868 42.446 0.553183 0.294725 41.8928 40.661 39.7403 38.7135 0.603022 38.1105 2.81201 27.9586 4.3289 0.880775 23.6297 2.13346 1.32282 0.856374 21.4963 0.732016 21.1857 0.489653 0.220101
internal_count=4034 2412 276 237 1622 180 124 56 1591 529 296 1062 1016 998 961 187 774 105 2136 228 105 1908 165 137 105 1743 100 1718 122 79
is_linear=0
shrinkage=0.1


Tree=916
num_leaves=31
num_cat=0
split_feature=6 7 7 15 5 16 8 10 17 7 0 10 18 13 16 12 12 12 15 8 19 17 3 19 14 15 5 7 18 9
split_gain=0.0299878 0.0437113 0.0622969 0.0372138 0.0259702 0.093911 0.102003 0.095411 0.0850378 0.0387702 0.0318827 0.164532 0.044176 0.114879 0.090698 0.0313018 0.214012 0.205635 0.125879 0.100881 0.131639 0.069773 0.254259 0.101026 0.262624 0.101542 0.152951 0.126858 0.376741 0.265753
threshold=6.9501623894500009 22.671301016600001 22.545611589100002 26.243701454300005 13.154029769200003 14.814965356200002 2.6479335789000005 81.597392717250017 239.21206428850002 29.575580426850003 102.21786657775002 81.011308844800013 16.587089536200001 103.23410375110002 14.464966174600002 149.09269374785001 152.73554204000004 145.97209859650005 23.735720730600004 7.7439566930000003 11.550931964450003 183.58889821140002 93.794927255050013 14.251149826300002 231.12292494700003 37.050691080100002 20.872540794500004 23.109894804950002 13.314799198000001 193.67618212375001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 7 -7 -2 -8 -9 12 -12 15 14 -14 17 -17 -6 19 20 -18 22 -20 24 -23 26 -25 28 29 -27
right_child=4 -3 -4 -5 10 6 8 9 -10 -11 11 -13 13 -15 -16 16 18 -19 21 -21 -22 23 -24 25 -26 27 -28 -29 -30 -31
leaf_value=-0.10099821190955119 0.098306656524138863 -0.10084439868466125 0.088331240646426057 0.055674079139791791 0.0032427130974815826 0.084106820806767291 -0.10196763226260092 -0.10021479543099746 0.045461750326699982 0.062732365930407083 -0.089599141453790068 0.0031650326005397177 -0.0018257819862772231 -0.038818286710670807 0.085098584813724384 -0.058787011761695922 0.088882257684447172 0.062852538790812637 -0.088272358225006078 -0.089457860804986647 -0.0633190274022013 0.07607261610963828 0.010712390905963249 -0.0042036638367218245 0.0067950652034050084 0.01619219121575648 -0.044654693145623946 0.0078562297114934867 -0.083827715656442203 -0.032437888679485084
leaf_weight=0.054960370134579217 0.2069411298725744 0.069340695674384278 0.04740843702438724 0.020935795111654443 31.965165779553899 0.069683524227002636 0.13035499712714227 0.040745006172073772 0.055902269290527329 0.022757216398531455 0.23313885524802813 1.0629170893469106 0.19353870539634854 0.19116456361371092 0.31607030823943205 0.60754431159239075 0.097195960839313922 0.58937999867884983 0.38937756556961634 0.27463253273162991 0.13681775792173312 0.57661009882576664 0.77800644480339542 4.2000676711904843 10.729802035671126 3.1772906647220251 1.2023274942766873 12.8141618853042 0.61833190602067123 1.7386888595701746
leaf_count=64 17 696 11 12 1309 8 47 202 21 48 67 55 29 17 27 37 96 44 39 42 118 21 106 74 335 78 23 303 40 48
internal_value=0.00207783 -0.037324 -0.00160312 -0.0577805 0.00218264 0.0243137 -0.0191049 0.0654039 -0.057719 -0.0418196 0.0020206 -0.0135217 0.00230594 0.0272886 0.0520866 0.00205546 7.95205e-05 0.00432191 0.00105313 -0.0483484 -0.000103288 0.0017468 -0.0223037 0.00254767 0.0103281 -0.00115616 -0.0132062 0.00239178 -0.0102606 -0.00100735
internal_weight=72.6113 0.192645 0.123305 0.0758962 72.4186 0.526384 0.255941 0.270443 0.186257 0.0635022 71.8922 1.29606 70.5962 0.700774 0.509609 69.8954 37.3409 32.5545 36.7333 0.508646 0.234014 36.2247 1.16738 35.0573 11.3064 23.7509 5.4024 18.3485 5.53431 4.91598
internal_count=4034 783 87 76 3251 343 76 267 68 250 2908 122 2786 73 56 2713 1360 1353 1323 256 214 1067 145 922 356 566 97 469 166 126
is_linear=0
shrinkage=0.1


Tree=917
num_leaves=31
num_cat=0
split_feature=18 0 16 7 15 17 17 3 0 6 13 12 7 9 16 5 8 3 13 15 18 17 18 7 0 9 9 17 16 7
split_gain=0.114306 0.375011 0.344605 0.23436 0.252071 0.196697 0.189136 0.125003 0.323291 0.315641 0.461499 0.238748 0.166889 0.200979 0.152704 0.203429 0.148471 0.37186 0.168293 0.127916 0.176311 0.120339 0.295193 0.499417 0.38396 0.264741 0.253596 0.238542 0.176359 0.171368
threshold=13.843998451900001 86.692020874450009 22.654947022900004 23.203497038450006 30.243446395250004 194.73806315685002 199.84861692095004 92.324340657750014 87.638358136350021 16.355382140900002 117.38883580790001 121.36065266065002 23.899651152000004 200.76482212275002 20.784951395750003 19.426367441400004 8.8430989333000021 93.394346993650018 116.35915634395 28.862433654350003 13.552878921100001 188.10488866565001 13.043896815850003 23.203497038450006 86.692020874450009 194.45262321395003 186.68586460755003 189.31157886915003 22.514947350300002 22.356277907050004
decision_type=2 2 2 2 2 2 2 2 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 -3 7 8 -1 10 11 -9 13 14 15 19 21 -18 -19 20 -10 22 25 24 -24 26 29 -23 -29 -11
right_child=1 2 -4 -5 -6 -7 -8 9 12 16 -12 -13 -14 -15 -16 -17 17 18 -20 -21 -22 27 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0016939149474006993 -0.0017532930286714352 -0.0020165470090082482 0.001975200550436252 0.00011686021976519491 -0.0021433186928345579 0.0016733377175178967 0.0012740382561459618 -0.0020047107208585528 0.00046668576423292222 2.4883658993847459e-05 -0.0019658534371564114 0.0012721147900601093 -0.00049678951713265081 0.0014063891533164482 0.00047929612190733876 -0.0014837060202572668 -0.0021197182859110106 0.0015749124410629799 -0.00019245346107745121 0.0013414282463511422 -0.001615513226606498 0.0008574804178811961 -0.0021805842744250562 0.0002403618197036122 -1.3780996239454791e-06 0.00087798943317624186 -0.00053565255783180317 0.00081370649607587198 0.00018711728857561037 0.0008401901423564517
leaf_weight=0.72508932802884185 0.41727843696594291 0.084107098757782661 0.3793469148222347 37.026757948452598 0.36455159506294876 0.16354810390157581 0.67018963088776118 0.10931860603341081 0.460817503648286 2.6642186062681485 0.62698863674063432 0.39210975921628233 0.84724918194115151 0.71883431542664755 4.5911301537416875 0.38141844634446898 0.36020509712397952 0.24775764002697531 1.2636786043440222 0.27397011459834175 0.23663612389464106 2.7747825271544597 0.82232583497534439 1.7476518161129204 0.49976490437984467 2.0375966756255366 1.8879479370662009 1.9029281487148662 18.680175695266371 1.5783628970384596
leaf_count=34 58 123 35 2242 19 27 21 79 34 401 47 53 10 24 46 43 14 36 90 9 31 42 95 9 2 22 35 65 276 12
internal_value=0.000174535 9.54153e-05 0.000115706 9.69652e-05 -0.0011063 0.000420202 0.000239931 0.000224809 0.000443608 0.000176882 -0.000844467 0.00055772 0.000322892 0.000427123 0.000308695 -0.000270271 0.000208486 -0.000329409 9.72567e-05 0.000206171 -0.000239775 0.000237587 7.08634e-05 -0.00044752 -0.00135682 0.000265682 6.21702e-05 0.0003178 0.000245046 0.000328201
internal_weight=84.9367 38.4356 38.0183 37.639 0.612207 0.247655 46.5011 45.831 8.23515 37.5958 1.12842 0.501428 7.51006 6.66281 5.94397 1.35284 36.4674 1.87164 1.51144 0.971424 0.697454 34.5958 11.2379 3.06974 1.32209 8.16813 6.13053 23.3579 20.5831 4.24258
internal_count=4034 2504 2446 2411 169 150 1530 1509 231 1278 179 132 197 187 163 117 1099 140 126 74 65 959 576 106 97 470 448 383 341 413
is_linear=0
shrinkage=0.00196078


Tree=918
num_leaves=31
num_cat=0
split_feature=13 18 7 3 7 7 16 8 0 6 7 3 9 0 7 9 6 3 13 16 6 2 18 18 18 12 0 9 16 16
split_gain=0.110977 0.101601 0.0899132 0.129101 0.222929 0.120319 0.112445 0.170519 0.12232 0.252942 0.175845 0.0918966 0.49728 0.129701 0.125712 0.383206 0.468139 0.277468 0.273798 0.372939 0.329649 0.211342 0.176542 0.446873 0.267937 0.307796 0.277328 0.168395 0.360266 0.430149
threshold=98.050756475600011 17.323446153950005 22.105125139000005 94.031511570550009 21.147833206800005 21.844899366700002 22.714946882600003 8.6432548896500023 85.667718326750006 16.545386580300001 22.233191240750003 93.846007959550022 187.11236276785004 85.812895065800021 23.109894804950002 195.30595290385003 16.505385645700006 93.620177476600006 113.97180552410002 20.704951582800003 16.445384243750002 91.751571794600025 13.4793103924 13.531614672700002 13.552878921100001 216.55112120135001 86.329079026800017 196.26893085885004 22.624947093000003 17.234959697200004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 4 -2 -5 8 -8 9 -4 -10 13 -13 -12 15 17 -17 18 19 -15 -20 -22 -16 -24 25 -25 -26 28 29 -28
right_child=2 -3 6 5 -6 -7 7 -9 10 -11 11 12 -14 14 22 16 -18 -19 20 -21 21 -23 23 24 26 -27 27 -29 -30 -31
leaf_value=-0.0015743664366089846 0.00047993399400846862 0.00012799694631963502 -0.0020066265392339258 -9.9428771444380149e-05 -0.0016067967211574395 0.0011421565246216069 0.0014175277032273947 0.00017305955628470565 0.00091840386850027358 0.00010712105008766762 0.0005403265036430249 0.00083436671487429183 -0.0020460365791417153 0.00057185260623725655 0.00042118627501184678 -0.0011761553117958386 0.0005861390582139938 -0.0004319218162267884 0.0010279042539387895 -0.0018428709578485723 0.00060213035173210978 -0.00021313127627352647 -0.0010316886147273593 0.0020012588662084467 -0.00088699202571009429 -1.391165900450424e-05 0.00021479396973764735 0.00022397698227114046 0.0010305028351951732 -0.00075737384256562457
leaf_weight=0.27085600052100645 0.31672352148962035 0.26830978101406799 0.30343091293388968 2.1740095765294432 0.51997250385466032 0.34813784004654724 0.70179471303708751 1.0668067732331108 1.207953716177143 0.76998265320435166 3.510030503908637 0.51796999870566551 0.41511935384187382 0.48505517717421565 10.716038349317385 1.9852927107131102 0.81844850897323329 2.4326870688237241 2.5037727365270257 0.49874369613826275 2.2264178525656462 2.7112024175003171 1.2126917201094318 0.64940000697970279 0.97060638736002047 0.52860984578728676 3.7177162954085352 39.724346455854175 0.9726608283817767 3.305769753635559
leaf_count=597 40 589 95 631 58 18 32 55 21 17 33 16 36 42 90 42 24 38 36 10 39 34 13 56 23 3 70 1090 10 176
internal_value=0.000159641 -0.000727204 0.000165117 -0.000149461 -0.000816884 7.19501e-05 0.000177703 0.000666874 0.000167176 -0.00049039 0.000175878 0.000164653 -0.000447087 0.000171881 0.000154743 -1.54717e-05 -0.000661719 0.000151403 0.000319832 -0.000652308 0.000448356 0.000154478 0.000192372 0.000144371 0.00017297 0.00109699 0.000150615 0.000171719 -8.78962e-05 -0.00024278
internal_weight=87.8506 0.539166 87.3114 3.35884 0.836696 2.52215 83.9525 1.7686 82.1839 1.07341 81.1105 79.9026 0.933089 78.9695 75.4595 13.6616 2.80374 10.8579 8.42519 0.983799 7.44139 4.93762 61.7978 51.0818 49.8691 1.17801 48.6911 47.7205 7.99615 7.02349
internal_count=4034 1186 2848 747 98 649 2101 87 2014 112 1902 1881 52 1829 1796 265 66 199 161 52 109 73 1531 1441 1428 59 1369 1346 256 246
is_linear=0
shrinkage=0.00196078


Tree=919
num_leaves=31
num_cat=0
split_feature=9 9 0 6 17 18 3 6 17 12 15 3 17 19 6 9 17 16 17 2 9 2 18 16 14 2 2 15 5 7
split_gain=0.133683 0.17206 0.168595 0.462849 0.165203 0.15085 0.256005 0.769867 0.400732 0.338673 0.386256 0.390213 0.339671 0.309841 0.547584 0.437767 0.464402 0.403452 0.225772 0.219191 0.174879 0.221416 0.218855 0.208849 0.217936 0.494277 0.202477 0.323107 0.1907 0.219869
threshold=181.33671263215004 186.68586460755003 85.732241321850012 16.555386813950005 187.51563899930002 13.946975448150001 83.538459487450012 14.745344522600002 205.32027903760002 103.54784004735002 29.329759478700002 85.538672336450006 196.80409074510004 14.251149826300002 15.255356438950001 204.99169312540002 204.75389752000004 19.199955102150003 205.83789591070004 231.65109648115003 191.29995577870002 84.960908098050012 13.258241318650002 22.604947139800004 234.88994499470002 98.465712168700023 133.20345888755003 37.870720399650004 22.649179082500002 23.729953793150003
decision_type=2 2 2 2 2 2 2 2 2 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 20 -7 8 -8 -9 12 -12 -11 14 17 16 -15 -13 -10 -17 21 -4 -23 26 25 -25 27 -22 29 -28
right_child=1 2 5 -5 -6 6 7 9 18 10 11 13 -14 15 -16 19 -18 -19 -20 -21 23 22 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-0.0002231526055753456 0.00019087388468445795 -0.0020336235645411968 0.00044559128383701293 8.593048350176865e-05 0.00086294628826840477 0.00019505590170805815 -0.0018535940681022839 -0.00073844420279960187 0.0012085759384224404 0.0019704203435020602 -0.0014317057600598197 0.0011810094626059609 0.00012255377386659395 -0.0020524307672902856 0.0019283631654408253 -2.0863827644557736e-05 0.00020020444779546715 -0.00071737578044864269 -0.00097625165047306335 0.0013210960231546112 0.00053701217823126169 -0.001011643831054081 6.9741263318349555e-05 0.00048294360079861041 0.000249277143643045 -0.00096629724446832381 -0.00030292339457014227 0.0018091347205343559 0.00054068128890040175 0.00043100534796531442
leaf_weight=3.4018551319230701 3.0202307835124875 0.5036741915569104 1.7073984490707506 1.8546920034896173 2.6313167021216941 23.026034558862648 1.3808379107358626 1.6866710567846883 0.30999547615647305 0.82455256336834082 0.63907115611436882 0.72576246410608325 0.71330235805362463 0.78783272765576862 0.90420140977948893 1.8547423859126868 0.63584079168504104 1.0576403028680941 0.43986595008755103 0.62585915857926 6.5953218652866807 1.3738947850652041 1.510759785378468 1.6938783638179331 13.590525015373712 1.9422586802393196 3.359521593898533 0.86873329430818547 5.4522886900231242 2.9450556039810181
leaf_count=1526 36 112 21 150 105 929 230 31 11 19 43 25 27 25 29 44 35 36 44 41 159 21 27 12 147 29 35 14 53 18
internal_value=0.000157962 0.000173276 0.000149635 -0.000366741 0.000503786 0.000165522 7.21446e-05 -0.000152718 -0.00122696 6.61991e-05 0.000220971 3.11885e-05 0.00111333 0.000173014 0.000685382 -0.000179688 -0.00104636 5.51792e-05 -7.30359e-05 0.000317714 0.000246551 -0.000114051 -0.000445298 0.000291983 0.000135201 -0.000291175 0.000432499 0.000685073 0.000272148 3.99166e-05
internal_weight=88.0636 84.6618 79.0102 2.35837 5.65155 76.6518 35.6122 12.5862 2.1307 10.4555 8.76881 7.23095 1.53785 6.59188 2.6876 3.90428 1.42367 1.7834 0.749861 2.4806 41.0396 4.59205 2.88465 36.4476 17.2267 3.63614 19.2209 7.46406 11.7569 6.30458
internal_count=4034 2508 2367 262 141 2105 1569 640 285 355 324 278 46 235 90 145 60 61 55 85 536 69 48 467 188 41 279 173 106 53
is_linear=0
shrinkage=0.00196078


Tree=920
num_leaves=31
num_cat=0
split_feature=16 16 19 19 3 10 16 7 9 8 2 9 18 17 0 16 0 0 10 4 12 6 0 0 3 19 17 7 9 0
split_gain=0.153363 0.443462 0.206823 0.344319 0.377521 0.58944 0.448593 0.548464 0.290329 0.25538 0.362671 0.234681 0.262628 0.225152 0.301648 0.632573 0.191774 0.329381 0.237998 0.187978 0.217066 0.221812 0.175832 0.174656 0.165396 0.374025 0.195447 0.182008 0.286061 0.175925
threshold=20.404952284350003 19.974953289850003 14.051133688400002 13.751109481500002 83.538459487450012 71.015621515800021 19.199955102150003 24.175586727800006 193.42660545270004 7.943800736700001 73.245799595050016 197.90890142995002 11.862896247150001 171.92791459955001 94.047642319350018 18.124957616000003 90.297243227400017 90.767723400200012 65.536543845950021 250.05420802265002 198.57093999515004 14.935348962050002 91.937202686950016 94.773526014550015 81.715684874950014 11.850956171350001 190.38166638035003 24.876210878000006 218.97685776085004 102.03236296680001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 24 6 13 11 -5 10 -7 12 -8 -6 19 -16 18 -18 -2 22 -21 -22 -15 -17 25 -1 -27 -28 29 -29
right_child=16 -3 -4 8 5 9 7 -9 -10 -11 -12 -13 -14 14 15 23 17 -19 -20 20 21 -23 -24 -25 -26 26 27 28 -30 -31
leaf_value=0.00031988749227743348 0.00026123604307209133 -0.0014020742945937907 -0.0013241102646469557 -0.00014668457979364165 -0.0009229966404090147 0.0020471767129816459 0.00098351121553056069 -0.0021628851411869998 0.0015691023429265805 -0.0020317235881916838 -0.0020005499107313631 0.00063747171278771429 -0.0021103215130808118 0.00016404088449174052 0.0015969108666589247 -0.0018276236128038647 0.0015212109728385468 0.00023095391229428606 -0.00065908362240711812 -0.0021962243029821017 -0.0019776499707081091 0.0018633188460453693 0.0018710564967121359 8.6191333870171949e-05 0.0003449806406358413 -0.0020286398795460545 0.00035659431119768802 -0.0016858211337433763 0.00064763533384635998 -0.00023213444658318381
leaf_weight=5.1169188212313212 48.216452334769656 0.73897240261430752 0.36947669507026049 0.56488040237127179 0.43632635224321292 0.16426008916459955 0.15695372782647588 0.70278470165794704 1.1532458168221635 0.93790667440771358 0.17660250351514151 0.80597644671797752 0.32171390354051255 0.30022751189244479 0.50874013689053732 0.54600717802168219 1.2507957615889602 1.9413311706157399 1.105086039751767 0.12418637587597903 0.077672034246461408 0.22598929500543363 1.0208420343697069 0.27601025458716322 14.879193250220849 0.30885692189622238 0.86969773805958572 0.89697543716465566 0.43910878392489383 0.49764915100433882
leaf_count=921 995 49 31 40 356 3 28 28 41 182 143 5 44 101 15 66 43 44 39 24 44 35 32 31 184 62 60 134 78 176
internal_value=0.000205171 9.95719e-05 0.000134382 0.000151484 0.00010226 -0.000304295 -2.56543e-05 -0.000770246 0.00100499 -0.00150348 -4.99694e-05 -8.38118e-06 -0.00109586 0.000395228 0.000581993 -0.000121505 0.00027076 0.000736525 0.000240616 0.00111729 -1.2292e-05 0.000880856 0.00148312 -0.00118502 0.0002221 -2.81346e-06 -0.00055098 -0.000382163 -0.000732538 -0.0011671
internal_weight=85.1308 32.6172 31.8782 31.5087 29.7906 6.7822 5.50343 1.98743 1.71813 1.27877 0.340863 1.28464 0.478668 3.516 3.07967 1.33076 52.5137 3.19213 49.3215 1.74892 0.427848 0.303661 1.32107 0.822017 23.0084 8.12921 3.01229 2.70343 1.83373 1.39462
internal_count=4034 2913 2864 2833 2752 1137 809 105 81 328 146 77 72 704 348 112 1121 87 1034 236 103 79 133 97 1615 1431 510 448 388 310
is_linear=0
shrinkage=0.00196078


Tree=921
num_leaves=31
num_cat=0
split_feature=9 9 10 18 0 7 16 3 10 17 10 5 5 12 16 6 19 2 15 16 7 16 7 13 2 17 7 3 10 18
split_gain=0.0962235 0.146977 0.103806 0.0939451 0.389627 0.243183 0.185757 0.219705 0.714691 0.354579 0.647369 0.262243 0.235769 0.498848 0.187029 0.325415 0.654101 0.365639 0.337221 0.2741 0.273551 0.131528 0.197338 0.342984 0.207288 0.189728 0.187586 0.134311 0.255015 0.558519
threshold=179.18874144770004 177.77223095870002 72.378669787950017 13.843998451900001 86.692020874450009 23.203497038450006 22.644947046300004 83.538459487450012 71.015621515800021 188.83172615260003 70.206395618550019 17.089764221050004 17.679107616400003 103.54784004735002 19.199955102150003 15.255356438950001 14.251149826300002 163.32842070695003 36.346245650200011 18.684956306450005 23.699538637550003 22.514947350300002 23.109894804950002 113.97180552410002 142.56923800370004 199.03437346465003 23.864758692950002 92.598563387050021 62.132955852800002 13.276755824150003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 21 -5 -6 7 -7 9 -9 12 -10 -11 -14 19 17 -17 -16 20 -15 -18 22 23 -2 -24 26 27 -23 -29 -30
right_child=3 -3 -4 4 5 6 -8 8 11 10 -12 -13 13 14 15 16 18 -19 -20 -21 -22 25 24 -25 -26 -27 -28 28 29 -31
leaf_value=4.7499802442415392e-05 -0.00061634011053475328 -0.0020141547825060046 -0.0019719121359886654 -0.0017825731538544086 -0.001318704705296243 0.00023815330227521349 0.0009463910646085481 0.0015375179516027573 5.465840554317044e-05 0.00077967812631653287 -0.002039029580868954 -0.0020267298665994611 -0.0017839205363976516 -0.0001646989895842937 -0.0014517036857077459 0.0017042779951261162 0.0002814263027992646 7.2724210475348715e-05 0.00026315213199182188 0.0016800715367614823 -0.0017848357946878939 0.00054786479188438945 0.0016129022668490592 0.00063534303953469064 0.00045336468782690366 0.0008132533055784562 -0.00040366643770095665 0.00019677957638984978 0.00051489433733244193 -0.0022254024296507356
leaf_weight=1.3824855409491181 1.2426980808377259 0.1711533324969422 0.10532218537576898 0.41255092048595443 0.43856884687556785 23.974732523492548 1.0931014930829395 0.60078294551931222 0.31164965347852447 1.6590318977832765 0.57302532913672699 0.91908180325117428 0.57979278592392702 0.59261670662089982 1.091778786852956 0.97634996334090818 0.38756163232028507 1.3565326280076986 2.8299532951787114 0.64853785559535027 0.67600748309632763 3.907844388857483 1.0295700961723926 2.6082020847097738 1.3970386330038307 1.8591784765449109 2.060076249530538 30.466569846144925 0.62284149052356841 0.52868900085741188
leaf_count=734 36 17 744 46 21 969 43 14 32 15 93 176 19 28 39 28 13 43 55 13 45 31 81 79 19 35 26 483 42 15
internal_value=0.000174273 -0.000293405 -9.54547e-05 0.000183418 0.000112882 0.000133083 0.00014972 0.000126296 -7.68254e-05 6.9445e-05 -8.11887e-06 -0.00149967 9.96553e-05 -2.37896e-05 9.54382e-05 -2.39265e-05 0.000269245 -0.000607066 -9.06079e-05 0.000799245 -0.0010319 0.000243771 0.00050739 0.000231421 0.000945337 0.000201817 0.000171573 0.00020493 0.000162545 -0.000743227
internal_weight=86.5033 1.65896 1.48781 84.8444 39.1217 38.7091 38.2705 37.1774 13.2027 11.972 11.3712 1.23073 10.7982 9.13913 8.55934 7.31818 4.86987 2.44831 3.89352 1.24115 1.06357 45.7227 6.27751 3.8509 2.42661 39.4452 37.586 35.5259 31.6181 1.15153
internal_count=4034 1495 1478 2539 1692 1646 1625 1582 613 405 391 208 298 283 264 223 141 82 113 41 58 847 215 115 100 632 597 571 540 57
is_linear=0
shrinkage=0.00196078


Tree=922
num_leaves=31
num_cat=0
split_feature=9 9 15 7 15 4 15 5 16 15 7 5 18 3 6 13 7 9 2 15 15 5 8 15 15 15 6 0 13 2
split_gain=0.0998097 0.159007 0.129457 0.109211 0.0985875 0.457072 0.16713 0.213214 0.306596 0.120066 0.116715 0.230614 0.140585 0.196338 0.651733 0.252731 0.25011 0.237434 0.34135 0.221824 0.462062 0.194554 0.163137 0.229501 0.531567 0.151456 0.150711 0.21345 0.174444 0.218712
threshold=179.18874144770004 177.77223095870002 30.807603489900004 22.671301016600001 43.890399822900008 264.72530087330006 42.713473568600008 23.545618314050007 22.594947163200004 42.246988155050012 22.061824394000002 22.649179082500002 13.975517741000003 83.538459487450012 14.745344522600002 109.96062599345002 23.822419043000004 201.61239113610003 89.995434560150002 29.593577021650002 35.517387705950007 17.089764221050004 8.2435668022500028 34.500740167500005 36.346245650200011 30.501457990950005 16.455384477450004 85.963448721100022 117.55283175385001 131.42729508740004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 6 -6 9 8 -8 10 11 -2 26 -14 15 21 25 19 -19 -18 -21 -15 -20 -24 -25 -16 27 -12 29 -29
right_child=4 -3 -4 -5 5 -7 7 -9 -10 -11 12 -13 13 14 16 -17 17 18 22 20 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=-0.00015862181312726418 -0.0015731823673629951 -0.0020181398524322489 0.0010109892493283344 -0.0019839953812176014 -0.0017341223207799352 0.00011561532247731671 0.00014032422481987305 0.00012086546124713886 0.0017779039447856357 -0.00042018176607749527 -0.00020142437768730218 0.00048529392726759537 0.00022080808354771808 -0.00017644945308577326 -6.9417244953121551e-05 0.00045093487581183761 0.0012970082791430376 -0.0017065785851734859 -0.00093113807438968525 -0.0010004431820155764 0.0015074119919748781 -0.0020338193979580373 0.00083492988795455525 -0.0019195868590494854 0.00045331855408247405 -0.0013693260117931874 0.00016362155116709224 0.00072533188107571495 0.00085303923618513936 0.00020915440708038264
leaf_weight=1.1220406978870858 0.40914947263809054 0.18062597742323294 0.33274502435551756 0.14195832772344363 0.55161645864518316 7.4520925726199039 0.74893235560011762 1.6091682196711188 1.064112299820408 1.1921389766503114 1.9502346867229814 0.42826549336314201 23.677631025779647 0.27609142498113115 0.77490909170592004 0.2702074204571544 1.3232730003073814 0.41270154691301275 0.46169066400034342 0.63345408299937822 0.5097639954474289 1.0100156355911165 1.6798259824863637 0.48971555987372983 1.4022619791503528 0.62057883490342647 17.006414051924367 4.7353679160587516 3.826228422112762 9.4623950244858843
leaf_count=762 26 17 34 682 50 223 17 14 34 26 45 57 967 31 23 13 18 16 29 29 13 213 69 22 59 29 216 175 52 73
internal_value=0.000185388 -0.000274423 -7.71715e-05 -0.000363627 0.000195119 -1.18688e-05 0.000216925 0.000640368 0.00110145 0.000196952 0.000207262 -0.000520449 0.000215903 0.000123979 -0.000108438 -0.00127292 0.000109696 0.000262552 -8.10775e-06 0.000750453 0.000117816 -0.00163509 0.000165677 0.000307452 -0.000160879 -0.000647492 0.000299279 0.00041478 0.000481455 0.000381315
internal_weight=85.7556 1.77737 1.59674 1.264 83.9782 8.00371 75.9745 3.42221 1.81304 72.5523 71.3602 0.837415 70.5228 33.5421 9.86449 1.55631 8.30817 6.91269 4.4462 2.46649 1.14322 1.28611 4.03349 3.5718 1.89198 1.39549 36.9806 19.9742 18.024 14.1978
internal_count=4034 1495 1478 1444 2539 273 2266 65 51 2201 2175 83 2092 1531 564 257 307 255 195 60 42 244 179 150 81 52 561 345 300 248
is_linear=0
shrinkage=0.00196078


Tree=923
num_leaves=31
num_cat=0
split_feature=17 13 8 14 12 19 6 17 16 8 8 3 17 13 18 18 7 17 6 4 15 8 5 18 9 18 16 6 15 18
split_gain=0.0408618 0.102774 0.0309617 0.06552 0.161373 0.105859 0.189506 0.0909717 0.0462897 0.158878 0.0502272 0.0448727 0.251159 0.218039 0.116089 0.288982 0.152259 0.115103 0.273936 0.113748 0.118493 0.173949 0.11159 0.139022 0.107704 0.104803 0.111159 0.105204 0.147344 0.100976
threshold=162.13109061465002 120.87576600310001 8.8430989333000021 168.39662374755002 115.02544258150002 14.351157895250003 18.080422446150003 189.43751236195004 22.764946765650006 8.6432548896500023 8.7431769115000026 93.281431752200021 195.42788627465004 117.55820867010002 13.4793103924 13.531614672700002 23.051546669900002 192.94032447935004 16.525386113000007 156.01728445355005 33.762789462050002 5.9453602998000008 19.476154597300006 13.659439901750002 66.346857137250012 13.843998451900001 22.574947209950004 16.435384010100005 31.233764884050004 13.405476405600002
decision_type=2 2 2 2 2 2 2 2 2 2 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 7 -5 -6 -7 -4 10 -10 11 14 17 -14 29 -16 22 19 -19 -13 21 24 23 -17 -21 26 27 28 -18 -2
right_child=2 -3 3 4 5 6 -8 -9 9 -11 -12 12 13 -15 15 16 25 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10140016629900135 0.0097751227102151582 0.048901714682918047 -0.022381413955501143 -0.093578646823565481 0.015497178759854697 -0.084314540834935101 0.040221592772764159 0.06032138994791162 0.063444338700003988 -0.011227319887482469 0.014355737028888121 -0.062184937888940008 -0.11145916862063909 -0.013402040831916432 -0.051162029190683828 -0.10679815440412639 -0.006010639807539556 0.07540128003708238 -0.014800469869992379 0.047755939194906644 -0.0028758824559846161 0.10145157157146181 -0.081812564336231047 0.048042880738750751 -0.059670909318845736 0.0007331165091502117 0.0043923899606114992 0.017928430943928399 0.090069846220222335 0.041334601043403862
leaf_weight=0.11793349025870625 8.2559730750472209 0.074065513908863068 0.25023264034825787 0.24526824189524621 0.88546556656365261 0.34943141884286888 0.18789025647129165 0.28390799090266228 0.52682980953249969 0.62058694165898487 3.5743484768390763 0.30785038871544657 0.3767352697964278 0.56964500313188182 1.02222367784202 0.082372442409904489 0.23031560886556546 0.6482540059387254 0.70049464161274955 0.19609286243212309 12.312755758876845 0.27441017795354128 0.3662141344691463 0.19584816367569147 0.17807968681097464 31.025725642926488 5.4586026987526566 2.5269003650173545 0.51991539495065808 1.1557350344100985
leaf_count=349 147 4 39 23 42 36 37 16 30 19 52 23 28 36 16 10 10 50 13 41 231 14 63 102 337 2113 40 18 60 35
internal_value=0.00265275 -0.0434197 0.00277338 -0.00890447 -0.0186652 -0.00575117 -0.0407668 0.021577 0.00313495 0.0230577 0.00280828 0.00218672 -0.00251148 -0.0524366 0.00362504 0.00134743 0.00267586 0.000720731 0.0285535 -0.00210834 -0.000681432 0.0409782 -0.0455423 0.00219928 -0.00337165 0.00345736 0.0131327 0.0276912 0.0605738 0.0136506
internal_weight=73.5201 0.191999 73.3281 2.2022 1.66806 1.42279 0.537322 0.534141 71.1259 1.14742 69.9785 66.4041 15.5643 0.94638 50.8398 41.4281 40.4059 14.6179 1.34875 13.2692 12.9613 0.648583 0.644435 0.278221 0.374173 39.7615 8.73573 3.27713 0.750231 9.41171
internal_count=4034 353 3681 193 138 115 73 55 3488 49 3439 3387 773 64 2614 2432 2416 709 63 646 623 392 175 112 378 2241 128 88 70 182
is_linear=0
shrinkage=0.1


Tree=924
num_leaves=31
num_cat=0
split_feature=9 9 10 4 6 9 0 6 3 6 8 17 6 13 0 16 4 18 12 2 7 18 7 3 9 5 9 17 16 15
split_gain=0.0295319 0.113611 0.0691317 0.0547913 0.052179 0.0453548 0.07073 0.258473 0.0706352 0.118481 0.0586643 0.0579859 0.0811886 0.111829 0.0635327 0.0402201 0.0497439 0.0400249 0.0459457 0.0680783 0.0657895 0.0557563 0.276298 0.0595047 0.0399374 0.0391483 0.038605 0.206779 0.313138 0.162043
threshold=179.18874144770004 177.77223095870002 72.378669787950017 377.6847677435 17.475408310100004 186.68586460755003 85.732241321850012 16.555386813950005 94.421337999450017 21.760508430800005 8.4434108459500017 187.51563899930002 16.405383309150004 117.60122400020002 87.350693116400024 18.474956797500003 195.50296729855003 12.909082926650003 69.826413229550027 54.465024697200008 22.575645983950004 13.043896815850003 22.792619241600004 93.281431752200021 185.90443620030001 22.862610686750006 192.39832633775004 196.70243143610003 22.614947116400003 37.870720399650004
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 15 11 7 -7 -9 10 -10 25 14 24 -13 16 -1 -8 -19 -20 -21 -22 23 -23 -14 -2 27 29 -29 -24
right_child=5 -3 -4 -5 -6 6 17 8 9 -11 -12 12 13 -15 -16 -17 -18 18 19 20 21 22 26 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.10085450085063651 -0.013099211712511979 -0.10220422718225892 -0.10041593879624722 -0.10037018888830503 -0.10020889317179693 -0.10223268093483667 -0.019678747553833201 0.016592691630573239 0.0080152759708217187 0.019109429060113661 -0.10216311337293449 -0.017468597158400642 0.045912263651796646 0.015651815649007576 0.02220293856231274 0.032199926545519335 0.0048849487061476161 0.02749487535765447 -0.027489323547961117 0.036614201690407334 0.018171237425455608 -0.023880146158915497 -0.0043858713391475039 -0.068972907057049365 0.099026306478718074 0.010966871327837793 0.0036687068716287179 -0.091114746267076302 0.0077594429908275217 0.046441705920311549
leaf_weight=0.05315555023480445 1.1960725683211983 0.1282991911547241 0.067126400402969466 0.047257278602387487 0.040943210449995604 0.30119181096688308 0.80748937092721362 0.90605609022531985 0.063311278354376554 0.25576047576032579 0.20417317840474425 0.70674052074900851 0.2843451752560211 0.90142497391207144 0.94139648233431217 0.53524092509087495 0.27291980778966263 0.74018778838217159 0.75121201563160767 0.56997322384267946 2.1848602652898981 0.59137499159260076 2.9804261867195687 0.57931927614845335 0.28193202358670533 1.5543108116835354 53.08422089601072 0.62162144731701097 0.66081602312624454 0.79442258598282922
leaf_count=168 38 17 744 73 161 112 26 27 4 28 91 16 15 22 44 126 206 7 33 19 23 25 115 19 26 11 1752 58 8 20
internal_value=0.00240285 -0.0135312 -0.00234076 0.0045927 0.0100903 0.00265636 0.00190845 -0.0180421 -0.000300961 -0.0295542 -0.0760848 0.0110833 0.0204242 0.0375298 0.00519132 0.0153334 -0.0123523 0.00244483 0.0027259 0.00243405 0.00279622 0.00248278 0.00190487 -0.0461943 0.0723561 0.000501137 0.00287336 -0.00547502 -0.0401667 0.00631087
internal_weight=73.1076 1.14494 1.01664 0.949517 0.902259 71.9626 66.0964 1.73049 1.4293 0.523245 0.267484 5.86622 3.11584 1.4677 1.64814 0.861316 0.326075 64.3659 63.5584 62.8182 62.067 61.4971 59.3122 1.17069 0.566277 2.75038 58.1415 5.05729 1.28244 3.77485
internal_count=4034 1495 1478 734 661 2539 2367 262 150 123 95 172 123 63 60 500 374 2105 2079 2072 2039 2020 1997 44 41 49 1953 201 66 135
is_linear=0
shrinkage=0.1


Tree=925
num_leaves=31
num_cat=0
split_feature=18 0 16 3 10 17 10 8 2 9 9 17 9 9 19 0 10 10 0 2 17 14 9 17 15 15 9 16 9 17
split_gain=0.0920631 0.383735 0.353351 0.289709 0.778825 0.371934 0.518234 0.243653 0.373759 0.2226 0.251978 0.214944 0.195798 0.644177 0.199052 0.195121 0.175181 0.788068 0.344343 0.17429 0.15855 0.233482 0.227903 0.21543 0.314065 0.18503 0.200716 0.174233 0.167495 0.163037
threshold=13.843998451900001 86.692020874450009 22.654947022900004 83.538459487450012 71.015621515800021 188.83172615260003 70.206395618550019 7.943800736700001 83.777728670400009 197.02865361825005 194.31002311890003 199.84861692095004 202.37225149245003 205.22231928645002 13.751109481500002 90.407470010750018 67.074341896550024 70.077349628250019 90.297243227400017 99.475185412350015 188.10488866565001 195.25924573520004 196.26893085885004 186.57794620975002 40.042228346200012 43.890399822900008 194.45262321395003 22.614947116400003 200.17144541975003 185.82794795070004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=11 -2 3 -3 5 -5 9 8 -6 10 19 20 14 -14 -11 -16 18 -18 -15 -7 23 22 27 25 -25 26 29 -22 -28 -1
right_child=1 2 -4 4 7 6 -8 -9 -10 12 -12 -13 13 16 15 -17 17 -19 -20 -21 21 -23 -24 24 -26 -27 28 -29 -30 -31
leaf_value=-9.0681369012808247e-05 -0.0017823734727395392 0.00023766946633898921 0.0019761382719751079 0.0014873005922846363 0.0020729046482959512 0.00075735094195355959 -0.0017659393568531057 -0.0020283045997144013 -0.0019983796760010982 -2.57779257999835e-05 -0.0013426759308361991 0.001361135042628376 -0.0014042946651438507 0.00016203566051654328 0.00034817760670062824 0.0015295612563819448 -0.0017757865750694284 0.0014363362811996862 0.0015964619450769728 -0.00071219718244114598 0.0018021975027485309 0.00021601983165006177 0.00035678497239901582 -0.00101829823818863 0.00010044237825073928 -0.0014079866099716786 0.0010387277594001701 0.00068448671366544151 3.6459197342621192e-05 0.00060965229032635933
leaf_weight=5.5514275105670059 0.40840368149497308 25.026883676207888 0.39379948237910767 0.64432185839859712 0.16068328714754787 0.63342219963669533 0.6351962869048301 0.99328614787373226 0.18827334806138651 1.4331425670534357 0.86143742199055839 0.64438839673493831 1.0900252419523893 3.207603975199163 1.1156729298527355 1.0372026078402994 0.68764630728401221 0.5125296488404274 0.8048714525066315 0.60823967275791802 0.91281798749696763 25.427301290543255 3.8728320759255439 1.572544971874321 2.4961679020889278 0.26765232957404883 1.8305896404199304 1.2996345416177062 0.98652483736077545 1.6602188542274232
leaf_count=704 58 1639 35 31 2 13 96 187 120 21 36 21 32 63 28 19 43 13 38 30 77 388 47 39 42 32 31 55 71 23
internal_value=0.000177073 0.000108649 0.00012794 0.000109579 -0.000109786 3.41706e-05 -3.99787e-05 -0.00153314 -0.000123684 5.14441e-05 -0.000527838 0.000236556 0.000174644 -3.34734e-05 0.000540425 0.000917339 0.000253181 -0.000404064 0.00044977 3.74791e-05 0.00022076 0.000298586 0.00064359 5.00342e-05 -0.000331947 0.000200977 0.000243918 0.00114563 0.000687744 7.05449e-05
internal_weight=86.9647 40.4426 40.0342 39.6404 14.6136 13.2713 12.627 1.34224 0.348957 11.9918 2.1031 46.5221 9.88869 6.30268 3.58602 2.15288 5.21265 1.20018 4.01248 1.24166 45.8777 31.5126 6.08528 14.3651 4.06871 10.2964 10.0288 2.21245 2.81711 7.21165
internal_count=4034 2504 2446 2411 772 463 432 309 122 336 79 1530 257 189 68 47 157 56 101 43 1509 567 179 942 81 861 829 132 102 727
is_linear=0
shrinkage=0.00196078


Tree=926
num_leaves=31
num_cat=0
split_feature=3 18 0 16 17 3 10 17 10 9 10 8 2 16 9 9 6 19 16 6 5 15 9 17 14 9 17 7 10 13
split_gain=0.143952 0.117767 0.259247 0.309221 0.239539 0.239495 0.732846 0.429383 0.498305 0.210479 0.245232 0.19245 0.323693 0.191956 0.176067 0.492694 0.217556 0.181125 0.326365 0.156199 0.150575 0.291075 0.147857 0.127906 0.241294 0.230113 0.192004 0.253192 0.372385 0.210668
threshold=76.172084209950015 13.843998451900001 86.756543869550015 22.644947046300004 199.84861692095004 83.538459487450012 71.015621515800021 188.83172615260003 70.206395618550019 197.02865361825005 68.34060567600001 7.943800736700001 83.777728670400009 22.644947046300004 202.37225149245003 205.22231928645002 14.865347326450001 13.751109481500002 21.094950670800003 15.945372561050002 21.876867948900003 34.500740167500005 211.36251378275003 188.19076296340003 195.25924573520004 196.26893085885004 189.31157886915003 23.109894804950002 61.987779113750001 117.54745483760001
decision_type=2 2 2 2 2 2 2 2 2 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 13 5 23 -4 7 -7 9 10 19 12 -8 -3 17 -16 -17 -11 -19 -9 21 22 -18 -2 25 -25 -26 28 -28 -29
right_child=1 2 3 -5 -6 6 11 8 -10 14 -12 -13 -14 -15 15 16 20 18 -20 -21 -22 -23 -24 24 26 -27 27 29 -30 -31
leaf_value=-0.0010873054094545853 9.7489805746694803e-05 -0.0020681526652964076 0.00023560997664560368 0.0016403079446846672 0.0013956767482756591 0.0015941461585267666 0.0020519624926520035 -0.002139369796110571 -0.0017983567761552946 -1.5243697561055286e-05 6.368280946705654e-05 -0.0020237778486054906 -0.0019927603470911307 -0.00020817181740325191 -0.0012764928086567021 -0.0008694614867862441 0.0014807526547814468 0.0017411127457092716 0.00018965671153009945 -0.00049541047614286488 0.0010369100527534106 -0.00042243971150024868 0.00018191059076371312 0.0011664619251933617 0.00081652963837150678 0.00037887809428245985 -0.0014474482766123687 7.7328296913269499e-05 2.1504858453763332e-05 0.00050384663443022283
leaf_weight=0.33753594718734703 15.176240588318022 0.34618196925214206 24.763983363349666 0.52198226843029161 0.70613574697017512 0.65800487751903247 0.13506032299483084 0.4246983005723427 0.5845068020680636 1.3819919184315934 1.2656421256251631 0.88223187220864929 0.17416664744507671 0.55586364981718361 0.99442547047510732 0.58233216230291862 0.67943688202649422 0.96011601295322213 1.1405710385297423 0.46604172978550196 1.0829183026216922 1.4823433645069597 0.66852741409093142 2.2357437439495724 1.9799632645117551 3.9394671162590384 0.78771090698706103 8.9547471332298318 4.2073934275970259 8.8549860615748894
leaf_count=925 950 48 714 41 21 31 2 28 96 21 33 187 120 12 31 42 26 16 31 17 30 27 26 132 35 47 45 86 88 126
internal_value=0.000190702 0.000195684 0.000117188 0.000141317 0.000262296 0.000120902 -8.85373e-05 5.2907e-05 -3.36716e-05 5.90111e-05 -0.00049104 -0.00155723 -0.000226156 -0.000921985 0.000191204 -2.75618e-05 0.000248704 0.000536059 0.000898747 -0.00127924 0.0004151 0.000177186 0.000836588 0.000244949 0.000317232 0.000664024 0.000230828 0.000179976 -0.000210144 0.000289393
internal_weight=86.931 86.5934 39.751 38.849 46.8424 38.327 13.563 12.3716 11.7136 11.129 2.15638 1.19146 0.309227 0.902046 8.97266 5.48998 4.49556 3.48268 2.10069 0.89074 3.91323 2.83031 1.34796 46.1363 30.96 6.17521 24.7848 22.8048 4.9951 17.8097
internal_count=4034 3109 1579 1519 1530 1478 764 455 424 328 78 309 122 60 250 182 151 68 47 45 109 79 52 1509 559 179 380 345 133 212
is_linear=0
shrinkage=0.00196078


Tree=927
num_leaves=31
num_cat=0
split_feature=18 0 16 7 6 15 12 12 17 17 8 4 17 16 3 17 5 2 17 0 6 17 7 9 7 0 16 3 16 18
split_gain=0.169672 0.294155 0.301003 0.229169 0.258787 0.200805 0.164436 0.428249 0.155441 0.586934 0.15191 0.237886 0.298144 0.160017 0.155074 0.23845 0.418786 0.403407 0.228095 0.218609 0.190947 0.239207 0.247566 0.238989 0.317215 0.207789 0.136301 0.131356 0.141547 0.155341
threshold=13.893471991850001 86.756543869550015 22.654947022900004 23.397000037200005 16.315381206250006 23.378903124350003 69.826413229550027 81.514192512750014 183.49170501290004 182.63036160245002 8.8430989333000021 168.01744813895002 189.31157886915003 22.744946812400002 93.281431752200021 193.82841840970002 22.728547566650004 197.87172150825003 192.94032447935004 85.963448721100022 16.525386113000007 185.24175881545003 22.695144739300002 186.68586460755003 22.381996090050006 86.054856297550018 22.664946999500003 84.285850847650025 18.554956610400005 13.24088655595
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 -2 3 4 5 -3 -5 -8 9 27 13 -12 -13 14 26 18 -17 -18 20 -19 21 -16 23 24 -23 -24 -10 -1 -29 -30
right_child=1 2 -4 6 -6 -7 7 -9 10 -11 11 12 -14 -15 15 16 17 19 -20 -21 -22 22 25 -25 -26 -27 -28 28 29 -31
leaf_value=0.0019092296077682868 -0.0016732649551817196 0.0011862920134086384 0.001972202358183202 0.00092734528854141872 0.0013463266773835105 -0.0020954787069893659 -0.0022058125510087305 9.2327031323761997e-05 0.00042062786102921762 -0.0021268256274663984 0.00082280054097547876 4.7806056369767181e-05 -0.0020827648125113498 0.00093625464268605831 0.00087024786824952479 -0.0017832072911103821 0.0016945622967790624 0.00022976268368896203 0.0010089726479623428 -0.0021915069640774843 0.0004577561661636631 -0.0014841909303754098 0.00023242100445780513 -0.0021262716428819719 0.00074809284552768065 -0.00052087251147405844 -0.00015543747720588421 -0.00082340508638004703 9.6628700791584699e-05 0.0015719527879932524
leaf_weight=0.15535394969629024 0.36815619686035361 0.083993487884412299 0.32315364736132224 0.88625547455831011 0.14152285555610433 0.48909321649892945 0.31444842959717689 36.294857803248703 22.632691515536866 0.48805269935837703 0.47138532716780801 0.5938910310360368 0.43931179716309998 1.4784416418988247 1.0289955053594919 0.65892583131790061 0.41981379955905118 0.3286831675832218 1.269735947556909 0.2542718502227217 4.8425880901179417 0.48386380442980026 4.9857396535981024 0.41789608780891285 0.495249736122787 1.9618025911040602 1.6975631546229113 0.58413625932871571 3.4287295760586862 0.29826111719012249
leaf_count=7 52 90 34 7 7 89 37 2158 292 26 19 18 40 38 16 17 16 40 37 8 57 34 70 25 16 28 17 478 247 14
internal_value=0.000167962 7.10986e-05 8.77647e-05 7.18275e-05 -0.00102812 -0.00161449 9.27909e-05 7.25876e-05 0.000244217 -8.52172e-05 0.000280928 -0.000331476 -0.0008581 0.000302378 0.000279784 0.000136972 -0.000568889 0.000229047 0.000212714 -0.000826341 0.000141595 -2.17411e-05 -0.000131735 -0.0008849 -0.00035507 1.97108e-05 0.000380435 0.00013787 7.40376e-05 0.000214695
internal_weight=88.3169 38.9015 38.5333 38.2102 0.71461 0.573087 37.4956 36.6093 49.4154 4.95453 44.4609 1.50459 1.0332 42.9563 41.4778 17.1476 1.66169 1.00277 15.4859 0.582955 14.2161 9.37355 8.34455 1.39701 0.979114 6.94754 24.3303 4.46648 4.31113 3.72699
internal_count=4034 2474 2422 2388 186 179 2202 2195 1560 772 788 77 58 711 673 364 81 64 283 48 246 189 173 75 50 98 309 746 739 261
is_linear=0
shrinkage=0.00196078


Tree=928
num_leaves=31
num_cat=0
split_feature=18 0 16 3 6 12 5 12 4 8 0 18 9 2 0 5 18 10 0 3 13 3 17 17 0 17 16 8 0 6
split_gain=0.144498 0.293894 0.298451 0.262636 0.919753 0.322537 0.409028 0.320813 0.296806 0.294974 0.486494 0.277349 0.379247 0.428829 0.257194 0.58309 0.438242 0.209426 0.149652 0.348469 0.233738 0.179402 0.157974 0.537308 0.144969 0.142592 0.135169 0.176233 0.151915 0.321429
threshold=13.946975448150001 86.756543869550015 22.654947022900004 83.538459487450012 14.745344522600002 103.54784004735002 18.160071980500003 273.67701475470005 263.48865013970004 7.943800736700001 94.940210418650011 14.150229224600002 201.7576686733 215.46241552700005 93.133566555000002 18.613387752550004 14.320472989450002 69.999384342500022 92.313586825200005 88.315849585200013 110.06278740240002 89.125075482450015 183.49170501290004 182.63036160245002 103.33357670195001 205.83789591070004 22.744946812400002 8.6432548896500023 85.667718326750006 16.545386580300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=18 -2 3 24 9 -6 -7 8 14 10 -5 -10 -13 -14 16 -16 -8 -11 19 -1 -20 -21 23 -23 -3 -15 28 -28 29 -24
right_child=1 2 -4 4 5 6 7 -9 11 17 -12 12 13 25 15 -17 -18 -19 20 21 -22 22 26 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.0014998010011412976 -0.0020811059203018102 0.00020194875341805318 0.0019752800684697362 -0.0020147072843181065 -0.00066169051353334729 0.0011664315134471486 -8.0274576925149971e-05 0.0011126682890312187 -0.0022165488812593945 -0.00048780241372167336 0.0014606358075985573 -0.0021633171162156275 0.001450211940434651 2.6593060423850765e-05 0.00056235265019372591 -0.0016510243158814779 0.0013961729726362619 -0.002059842787993464 0.00021591271830666501 0.0015999636149001213 0.0016812201255849439 9.5554783167577109e-05 -0.0020266538848111 -0.0021259429396482212 -0.0010399185354568572 -0.002204236949133344 0.0015663452165153948 0.00027112440391283479 0.0002399816025277332 0.00018462681167461241
leaf_weight=0.45809214406653964 0.24398665437536138 24.122049741372852 0.31604765029624005 0.28197009607492818 1.8835877527017135 1.4984415775397772 2.1117313159629707 0.95623528555734072 0.40849693966447365 0.43186088744550932 0.3435318598944832 0.33520930774102431 0.52747832395834848 0.20591465512188734 0.99774215929210164 0.84526512771844864 1.2191561404615638 1.3267514625331385 1.0801984175150199 0.35865067974009335 0.68327998090535391 3.6426978962767853 0.35695817935356788 0.47293856756004959 0.36689373500229194 0.23688834626227617 0.67053041327744622 1.0156499876466112 42.708871810733399 0.86554904192644244
leaf_count=29 36 690 25 126 31 39 35 48 17 22 29 24 22 27 21 24 25 225 81 12 15 679 98 25 931 15 21 54 584 24
internal_value=0.000154998 6.40932e-05 7.7718e-05 6.1977e-05 -0.000156397 7.85016e-05 0.000227734 4.84175e-05 -9.9331e-05 -0.00126247 -0.000106014 -0.000806508 -0.000365296 0.000255878 0.00013494 -0.000452776 0.000460128 -0.0016738 0.000222175 0.000202587 0.000783663 0.000218156 0.000208191 -0.000159723 0.000183343 -0.00116684 0.000241384 0.000786185 0.000220474 -0.000461042
internal_weight=90.9727 38.6592 38.4153 38.0992 13.6103 11.2261 9.34256 7.84412 6.88788 2.38411 0.625502 1.71399 1.30549 0.970281 5.17389 1.84301 3.33089 1.75861 52.3134 50.5499 1.76348 50.0918 49.7332 4.11564 24.4889 0.442803 45.6176 1.68618 43.9314 1.22251
internal_count=4034 2412 2376 2351 730 328 297 258 210 402 155 105 88 64 105 45 60 247 1622 1526 96 1497 1485 704 1621 42 781 75 706 122
is_linear=0
shrinkage=0.00196078


Tree=929
num_leaves=31
num_cat=0
split_feature=8 8 19 4 17 0 16 14 19 6 16 18 5 0 17 7 19 18 5 8 6 9 9 7 16 2 7 3 17 19
split_gain=0.116877 0.166761 0.18949 0.150927 0.113536 0.432745 0.332069 0.25268 0.205277 0.233311 0.323601 0.202751 0.249238 0.151986 0.215535 0.178468 0.298359 0.386427 0.470558 0.140759 0.229318 0.182081 0.195155 0.172978 0.147767 0.267921 0.125865 0.266799 0.282279 0.122121
threshold=8.8430989333000021 9.5425530862500008 14.451165964200003 163.63411595980003 200.93854407600003 86.692020874450009 22.654947022900004 162.62753922915002 14.451165964200003 16.575387281250006 22.794946695500006 12.601716341300003 20.911722254300006 100.15850764985002 236.15709471040003 24.786990758350004 14.551174033150001 14.329845562450002 20.374719724350005 8.4434108459500017 16.425383776450001 194.04304600165003 195.30595290385003 23.203497038450006 22.664946999500003 146.27443143485002 25.016749795550002 83.326071295150015 215.47685507205003 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 -4 8 -6 7 -7 9 -1 11 -11 -13 15 -15 16 17 29 -19 20 -10 -21 -23 -24 25 -22 -17 -28 -29 -9
right_child=1 -3 3 -5 5 6 -8 13 19 10 -12 12 -14 14 -16 26 -18 18 -20 21 24 22 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.00020394903486066449 -4.4881761848646119e-05 0.0005078116843917587 0.00011070211401913755 -0.0017828366853761988 -0.0020688886224624263 -0.0020335857792896351 0.0019826552320313423 -0.0021705510882512333 5.041013738566819e-05 -0.00019285262002698443 0.0016970456605794203 0.00028931718064521323 -0.0021539508756414204 -0.0018586847743007925 0.00064007381760298511 0.00085450916367770793 0.00039614768322931374 -0.0013016655532072305 0.0012182057170233307 -0.00053687998201508717 0.0019517689978373397 0.0010807356599768015 -0.00052159136612260452 0.00046434477444996634 0.00033889694479661214 0.00073993433433976207 0.0003137900513301684 -0.0013540050206467414 0.0011323976892946435 -0.00081038543794790228
leaf_weight=55.64694131566938 1.3424845928311695 0.90725728988036269 0.22517953300848592 0.57531985960667953 0.36604439138159151 0.22171277506276688 0.34782137605361718 0.58523664670064846 1.7318493437360283 1.2013846638110401 0.24256914644502092 0.22305058874189843 0.57259310449126133 0.35267904999159405 0.21279492933922484 1.2217286203285747 1.6400150414556263 0.52273341851832789 0.62625556683633476 0.97750680916942645 1.0082785217091443 1.1777577716857193 1.0135799583586051 2.1049935861374252 1.3488698664586989 2.304747570771724 6.9490891115747218 0.75611848375410762 0.22862781875301152 0.44810422696173191
leaf_count=2255 52 87 13 49 31 15 25 21 32 255 11 8 110 347 128 24 23 50 34 31 32 14 26 46 31 31 129 60 37 27
internal_value=0.00018023 -0.000196808 -0.000495116 -0.00125019 0.000193916 3.59494e-05 9.05422e-05 4.27316e-05 0.000226799 0.000178976 -0.000441528 -0.00070129 -0.00146901 7.67221e-05 -0.000918371 0.00012008 -0.000235785 -0.00071068 7.17884e-05 0.000464066 0.000659663 0.000226933 0.000400717 0.000143902 0.000885995 0.00110874 0.00026865 0.000178434 -0.000776739 -0.00158072
internal_weight=87.0833 3.05024 2.14298 0.800499 84.0331 14.479 14.1129 13.7651 69.5541 57.8865 2.2396 1.99703 0.795644 13.5434 0.565474 12.9779 3.82234 2.18233 1.14899 11.6676 6.39375 5.27384 4.29633 3.11857 4.6619 3.31303 9.15556 7.93384 0.984746 1.03334
internal_count=4034 201 114 62 3833 951 920 895 2882 2639 384 373 118 880 475 405 155 132 84 243 126 117 86 72 94 63 250 226 97 48
is_linear=0
shrinkage=0.00196078


Tree=930
num_leaves=31
num_cat=0
split_feature=18 0 16 17 7 6 15 7 2 3 17 3 17 3 16 2 15 6 15 9 8 17 7 16 6 19 18 3 18 15
split_gain=0.11497 0.400741 0.410174 0.251209 0.21535 0.258759 0.17482 0.126843 0.209391 0.207402 0.331978 0.346923 0.293947 0.308404 0.245562 0.544019 0.171943 0.208615 0.198728 0.139974 0.213444 0.274277 0.361735 0.219906 0.206829 0.197831 0.145313 0.25745 0.168511 0.368356
threshold=13.843998451900001 86.692020874450009 22.654947022900004 199.84861692095004 23.433599577300004 16.265380038000004 23.378903124350003 23.864758692950002 165.44420596670003 93.281431752200021 193.82841840970002 93.431985407450014 193.10154186985002 93.337889372900023 22.724946859200003 162.53466164215004 37.408632939650005 16.545386580300001 40.042228346200012 194.45262321395003 8.4434108459500017 183.49170501290004 20.752538901500003 22.744946812400002 16.405383309150004 14.351157895250003 12.949585557300002 93.794927255050013 13.204532713600001 41.195083317300011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 -2 4 7 5 6 -3 9 -9 16 12 -12 13 -11 15 -13 17 -1 -18 20 21 22 -15 -22 -23 -26 27 -21 29 -28
right_child=1 2 -4 -5 -6 -7 -8 8 -10 10 11 14 -14 19 -16 -17 18 -19 -20 26 23 24 -24 -25 25 -27 28 -29 -30 -31
leaf_value=0.00034704416206928548 -0.001778216998787284 0.00092421136911795623 0.0019772733974157838 0.0013918159306610574 0.00011192575933468165 0.00035587559679050912 -0.0021081109636513738 0.00030793770144453347 -0.00068273440704114824 -0.0015830823613118068 -0.0018548366272809606 0.0010500208770258081 0.001520332554542792 8.3170635906596699e-05 0.0013999884323490342 -0.0021484668647110423 0.00086559239230226824 -0.00035114656762390306 0.00030029349549443268 0.0018440175992142759 -0.001135799696594165 -0.00048414158193821322 -0.0021784313004528646 0.0001291177322670372 1.5651190489623708e-05 0.00067602358063200893 0.00054490349921169771 0.00039670612683014402 0.00044480203840489596 -0.0010347921952775559
leaf_weight=8.9265646608146216 0.4372521251523257 0.085786605420252071 0.44681885768659313 0.70727540599545946 36.967747277121077 0.4239351010764949 0.49417583694992118 1.7494177855551236 1.5444269658910341 0.39014884084464085 0.63887203950434823 0.3914327379716267 0.61401650518382567 0.76365716768168812 0.32216251641511917 0.42799335079325829 4.7033490538597089 2.0171437459066501 4.8629128048196435 0.63314707949757432 1.0986284783357398 1.1578829280304015 0.42225011658547373 1.0180788505822418 2.9324951509190669 4.3038688391461619 1.1685009825159798 1.8626700581880866 4.0518156868929509 1.1034385649327303
leaf_count=243 58 98 35 21 2204 15 94 9 37 6 15 13 37 466 9 47 49 32 55 11 39 38 96 12 45 78 12 89 34 37
internal_value=0.000167546 8.83261e-05 0.00010957 0.000231926 8.75922e-05 -0.000808473 -0.00165958 0.00021451 -0.000156571 0.000242409 0.000115837 -0.000697851 0.000183156 0.000143883 -5.03624e-05 -0.000620577 0.000386206 0.000218354 0.000578228 0.000176724 3.60897e-05 0.000160593 -0.000722088 -0.000527409 0.000285295 0.000408411 0.000363239 0.000763865 0.000205123 -0.000222325
internal_weight=86.6679 38.8557 38.4185 47.8122 37.9716 1.0039 0.579962 47.1049 3.29384 43.811 23.3011 1.78046 21.5206 20.9066 1.14159 0.819426 20.51 10.9437 9.56626 20.5164 11.6969 9.58015 1.18591 2.11671 8.39425 7.23636 8.81957 2.49582 6.32376 2.27194
internal_count=4034 2504 2446 1530 2411 207 192 1509 46 1463 1084 84 1000 963 69 60 379 275 104 957 774 723 562 51 161 123 183 100 83 49
is_linear=0
shrinkage=0.00196078


Tree=931
num_leaves=31
num_cat=0
split_feature=18 0 17 7 6 15 16 3 18 9 16 17 0 9 2 14 13 7 12 2 9 7 19 9 17 2 16 8 6 6
split_gain=0.0332871 0.230106 0.151009 0.133861 0.212607 0.126572 0.0973922 0.108822 0.588749 0.127425 0.178561 0.123095 0.122166 0.105726 0.192625 0.256395 0.215912 0.168922 0.168896 0.155391 0.145369 0.126409 0.102947 0.184447 0.166889 0.177133 0.105744 0.202745 0.286099 0.351098
threshold=13.843998451900001 86.692020874450009 199.72613295375004 23.433599577300004 16.265380038000004 23.378903124350003 22.584947186600004 93.181958801350021 13.512826932300003 191.29995577870002 22.554947256700004 189.31157886915003 85.995710218650018 197.29115675710003 132.99388411665004 209.83475126065002 113.97180552410002 23.9417051038 202.12526968910001 89.452622090600016 190.49354742400001 23.604435110900003 14.451165964200003 192.31210988165003 188.19076296340003 148.06652356835002 22.624947093000003 8.543332867800002 16.385382841850003 16.465384711100004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 5 -3 7 13 9 10 -9 12 -11 14 15 16 19 -15 21 -1 -18 -16 26 24 -24 -26 27 28 -8 -30
right_child=1 3 -4 -5 -6 -7 22 8 -10 11 -12 -13 -14 17 18 -17 20 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.0096575966647555779 -0.088866375892760863 0.057511062294814667 0.057675597524234894 0.0023280244037018603 0.018389490644641817 -0.10554089008080286 -0.002357634883255562 0.0020377966735853834 -0.11071386816037297 0.015913076733353394 -0.1074943740865187 0.0057336575184713792 0.080536681660362291 0.053040258250319272 -0.075899115725522104 0.1004355490513778 0.017604583476176067 0.0037995904129895664 0.013049836148772169 -0.081372437962923344 0.085815951575152205 -0.0052505931601934761 -0.005713713690485925 -0.0012038167112434813 0.075333545083381082 0.015361273934957854 0.002187132100038236 0.003731404858737063 -0.018458073195531593 -0.1125919331327733
leaf_weight=0.44108781419345078 0.28517854111043917 0.05428219311224225 0.53368397757458197 32.724939063129057 0.3557167838444002 0.38725166055624527 1.6780977313092145 0.56535424862067873 0.4404173309114866 0.65878077628804044 0.20201772905420512 2.6053213238446915 0.52617501094937325 1.7704611746594312 0.53263816152320964 0.40809027236537065 1.2029732409864662 1.1487109567970035 1.2054107047099476 0.3262065782037098 0.42204898595809925 0.48285376280546188 0.87547192093916182 5.040334933444683 1.0330270914128048 0.94120438532081596 12.318094269652645 3.3773958887959452 0.86671485387705594 0.72989269082609098
leaf_count=27 58 98 22 2239 15 94 15 559 26 36 10 31 7 42 52 24 12 10 37 24 65 2 27 154 50 24 197 29 17 31
internal_value=0.00289514 0.000580763 0.00483509 0.0013417 -0.039144 -0.0854953 0.00412652 0.0112541 -0.00030539 0.0103637 -0.0267976 0.0178873 0.0446089 0.01853 0.00973195 0.0271742 0.014677 0.0336638 -0.0122615 -0.0290428 0.0353204 -0.0423066 0.000693193 0.0102927 0.0306269 0.0467421 -0.00329941 -0.0134592 -0.0311888 -0.0614916
internal_weight=74.1398 33.8074 40.3325 33.5222 0.797251 0.441534 39.7988 12.9385 4.99807 4.55765 0.767372 3.79028 1.18496 7.94048 5.02131 2.80041 2.39232 2.91917 2.2209 0.767294 1.62502 1.01549 26.8602 7.89004 2.8497 1.97423 18.9702 6.6521 3.27471 1.59661
internal_count=4034 2504 1530 2446 207 192 1508 964 669 643 569 74 43 295 243 152 128 52 91 51 77 54 544 255 101 74 289 92 63 48
is_linear=0
shrinkage=0.1


Tree=932
num_leaves=31
num_cat=0
split_feature=16 16 16 3 10 16 7 0 0 0 16 5 10 6 0 0 10 17 16 5 0 18 18 17 3 0 16 5 5 15
split_gain=0.130474 0.555752 0.227609 0.377989 0.62033 0.41587 0.609789 0.252216 0.448496 0.434692 0.288281 0.208174 0.339468 0.20719 0.19215 0.34083 0.183254 0.456514 0.286389 0.249897 0.18062 0.245717 0.16417 0.230782 0.150355 0.139388 0.132698 0.131409 0.120782 0.14027
threshold=20.404952284350003 19.974953289850003 19.644954061550003 83.538459487450012 71.096275259700022 19.199955102150003 24.081116689550004 94.047642319350018 93.692765846100016 94.625660817400004 19.064955417800004 17.089764221050004 71.397382570300024 14.935348962050002 90.297243227400017 90.767723400200012 64.407391431150018 191.37184185705004 22.454947490600002 22.246947245750004 93.953546284800012 11.862896247150001 13.603286548350003 171.92791459955001 87.162501047250018 103.33357670195001 18.124957616000003 17.826488594350003 20.305669781650003 35.965617804200001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 25 5 7 20 8 10 13 22 12 -6 -9 16 -16 18 -18 19 -2 21 -7 23 24 -5 -1 -11 -25 -20 -30
right_child=14 -3 -4 4 11 6 -8 9 -10 26 -12 -13 -14 -15 15 -17 17 -19 28 -21 -22 -23 -24 27 -26 -27 -28 -29 29 -31
leaf_value=0.00024483426416179317 0.0016551346262475846 -0.0015214767280111207 0.00081327474196594594 0.0019818214496764804 0.0019260435052103628 0.0010672293705702872 -0.0021693557365066105 -0.0021097146332020211 0.0018374888881557718 0.0014064604749853308 0.00171857456549817 -0.0020154876147860969 -0.0020034779106078687 0.00020620304908639976 0.0015249553173607151 0.00021923530639282775 0.00037019055523814686 -0.0013575614333591339 0.00054481061916336734 -0.0002587949262853026 0.00075655090294436613 -0.0019638801581243611 -0.0015243021506739451 -0.0019792097603419773 -0.0013289059563836596 -0.0010633449335712931 -0.00023354844082315959 0.0014716613859979426 -0.00021725489919000105 0.00023517821513037711
leaf_weight=23.341613590659229 0.99818877899087854 0.78427000713418138 1.8685830519825675 0.060863303020596282 0.15451737120747544 0.16248556319624163 0.73602026252774511 0.49201540185458703 0.89282031820948748 0.45010059061132779 0.33116240613162506 0.92530116006611252 0.18659420007361405 0.21273446269333363 1.2620128118433052 1.9658301579183897 1.5602748421952122 0.9435106124728917 4.4328793670865698 0.35576085000502644 0.68441561236977577 0.28002988750085933 0.33048378413388946 0.047532243959722109 0.39507709169720329 0.31740585627176088 0.32784653429553146 0.39488176903978456 2.8279105676338068 38.544130428333574
leaf_count=712 86 49 32 2 2 28 32 60 27 11 9 226 115 8 43 44 34 38 61 52 3 52 61 14 357 931 39 143 79 684
internal_value=0.000205591 0.000109599 0.000148847 0.000108438 -0.000289557 -1.80258e-05 -0.00078125 0.000343261 0.00072919 -0.000295182 9.48884e-05 -0.0015328 -0.000223476 -0.00141064 0.000266167 0.000729742 0.000236037 -0.000280885 0.000263482 0.00115223 0.000125349 -0.000850899 -0.000342682 9.20081e-05 -0.000886958 0.000227284 0.000715319 0.00110091 0.000237211 0.000204253
internal_weight=86.2673 33.3768 32.5925 30.7239 7.06488 5.79847 1.86295 3.93552 2.45282 1.4827 1.56 1.26641 0.341112 0.70475 52.8905 3.22784 49.6627 2.50379 47.1589 1.35395 1.12693 0.442515 1.22884 0.898354 0.45594 23.659 0.777947 0.442414 45.8049 41.372
internal_count=4034 2913 2864 2832 1189 846 115 731 613 118 586 343 117 68 1121 87 1034 72 962 138 83 80 577 516 359 1643 50 157 824 763
is_linear=0
shrinkage=0.00196078


Tree=933
num_leaves=31
num_cat=0
split_feature=17 7 16 8 6 9 19 13 7 5 6 18 15 16 2 10 2 7 10 9 16 17 18 4 2 0 6 7 2 16
split_gain=0.029359 0.112897 0.0608723 0.0669122 0.0341477 0.103554 0.067964 0.037226 0.0750319 0.0424285 0.0470228 0.0338018 0.0864028 0.105342 0.153941 0.0694984 0.331495 0.112718 0.0722912 0.0686624 0.137989 0.0598341 0.0601652 0.103981 0.25885 0.146371 0.152936 0.295183 0.115969 0.174277
threshold=221.27458857605004 26.637125930550003 17.684958644900004 7.2443465838000014 9.4752213870500004 52.553122989000009 12.651020723000002 105.33378955095002 22.356277907050004 9.1983704482500013 5.3251244207000008 15.788786379500001 19.763739472850002 14.184966829400002 157.39400167590003 75.634392583900009 90.745765132650021 25.987500066900001 75.408562100950022 210.65484416470002 14.504966081100003 212.37354083175003 13.946975448150001 271.38025028115004 192.44078413960003 86.756543869550015 14.935348962050002 26.459406588900006 229.44804549725004 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=4 -2 3 -3 5 6 -1 8 -8 10 -10 15 13 14 -13 18 -17 -18 21 -14 -21 22 -6 -24 -25 -26 27 -27 29 -28
right_child=1 2 -4 -5 11 -7 7 -9 9 -11 -12 12 19 -15 -16 16 17 -19 -20 20 -22 -23 23 24 25 26 28 -29 -30 -31
leaf_value=-0.10049914022074738 -0.1017912877950737 0.057668396402305006 0.054439888184279472 -0.10038968829050317 0.0045154377247493965 -0.10165709152400942 -0.10136795413457399 0.098171752204190346 -0.10110769090264365 0.09654099828395081 0.1006263033047872 -0.10167707114967611 0.012930838765509201 0.063530037302043152 0.048839199923972496 0.0023549459853145285 -0.1035115201336404 0.0059208572946981624 0.02640131257061953 0.0097249390305242291 -0.068500107655946718 0.028327029142777738 0.00053795958207871212 -0.087567497683176523 -0.10367438487376475 -0.068217689843286258 0.055895617524882868 0.081351135055309554 0.059919021700750197 -0.06043524454818118
leaf_weight=0.04772005146693814 0.12760937309576448 0.042417909889593375 0.15077908862440381 0.072668686393171811 42.896841033537328 0.12509442464900644 0.046569868195547315 0.060236394288949668 0.030227133389416849 0.072432910921634175 0.01870427280664444 0.11211390914877384 2.7050720930892571 0.59441874653566629 0.17249368739243209 2.9481457867345848 0.45363863889394895 0.11876698688138276 1.3224244342392228 0.63909306886489492 0.34845701191807166 0.90367832104675372 17.412951301882462 0.47748779276866971 0.14010858074371402 0.55549221731348541 0.23952143918722846 0.17305711565131787 0.52882281801430508 0.27853784640319645
leaf_count=541 34 74 33 117 1568 173 23 5 65 7 1 174 96 27 54 44 85 17 23 16 49 39 472 43 26 143 8 7 32 38
internal_value=0.0027682 -0.0244746 0.0126356 -0.0421336 0.00291419 -0.0261881 0.00803104 0.0307293 0.00653827 0.047944 -0.0239939 0.003074 0.0113992 0.0395762 -0.0104528 0.00251797 -0.0111661 -0.0808057 0.00325995 0.00469169 -0.0178768 0.00277882 0.00241062 -0.00214811 -0.0216934 -0.00527289 0.00249249 -0.0326896 0.0269765 -0.00665041
internal_weight=73.8156 0.393475 0.265866 0.115087 73.4221 0.400985 0.275891 0.228171 0.167934 0.121364 0.0489314 73.0211 4.57165 0.879026 0.284608 68.4495 3.52055 0.572406 64.9289 3.69262 0.98755 63.6065 62.7028 19.806 2.39303 1.91554 1.77543 0.728549 1.04688 0.518059
internal_count=4034 258 224 191 3776 815 642 101 96 73 66 2961 416 255 228 2545 146 102 2399 161 65 2376 2337 769 297 254 228 150 78 46
is_linear=0
shrinkage=0.1


Tree=934
num_leaves=31
num_cat=0
split_feature=15 7 17 13 9 3 17 19 13 17 10 6 19 9 0 8 0 2 13 6 6 18 2 6 9 3 13 12 3 5
split_gain=0.0270512 0.156788 0.092777 0.106171 0.12362 0.0551173 0.0652818 0.0471756 0.207891 0.272895 0.222754 0.175388 0.171071 0.119227 0.106094 0.361146 0.678019 0.115076 0.348925 0.179054 0.233314 0.215531 0.126822 0.122905 0.282453 0.167723 0.149986 0.11104 0.107593 0.106038
threshold=46.074827201850006 23.203497038450006 193.31651039250002 117.61735474900001 201.61239113610003 76.172084209950015 241.79519611995002 14.351157895250003 115.12515406205002 199.59317753375004 62.837331883000012 16.575387281250006 13.551093343600002 213.27127849780001 86.20003303655001 8.543332867800002 85.764502819450016 188.47750099235003 117.60122400020002 13.65531905435 13.835323260100003 17.399600107550004 176.09844955530005 14.935348962050002 198.16621393750003 82.69159517635002 109.96062599345002 135.71835115270002 93.937415536000017 20.204934414350003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 4 -4 6 -1 11 9 -9 29 14 -13 -12 15 16 27 22 19 21 -21 -19 -16 25 -25 -22 -27 -7 -29 -10
right_child=1 2 3 -5 -6 7 -8 8 10 -11 13 12 -14 -15 17 -17 -18 18 -20 20 23 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=-0.10040387188667615 -0.07212989374218437 0.020800799558506451 0.018681350799032038 0.0039933883539647512 -0.10204690972397178 -0.10194914798757611 0.022003463476083559 0.022991018738440911 0.038655627033893677 -0.079256094329846982 0.078567238249137611 0.032726470807377776 -0.073736157432782209 0.0073149903509600496 0.0032233140612228255 0.006646532452808252 -0.10898021086884131 -0.09540358426991101 0.10358609721570045 0.093842798137103445 0.043505953903739188 0.065284323830470961 -0.02617842671130818 -0.017180814063800155 0.052638837736903546 -0.10446294295798045 0.029372709238595501 0.097062586058112077 0.0053635354661922714 0.0049936419839841026
leaf_weight=0.11028832269930333 0.32818304919510355 1.2057823492214086 0.12706255379816844 0.67869001097278669 0.25508542631723685 0.079791547449757472 0.072020215074189764 0.45008520968258625 0.98156102636131137 0.6214440381154418 0.68078178667928912 0.20457567442588143 0.57559650198436429 0.35851722944062203 35.202861677973829 3.9124140964122489 0.90585865941829979 0.30738037319423428 0.44159945542924095 0.35627702208148582 0.20182905939873341 0.11459063203801634 1.5308608600416835 1.1265031062066557 1.1930726034333927 0.30295923825178761 0.11571800708770752 0.154559237184003 0.74334504018679581 20.070325316401522
leaf_count=856 83 10 19 18 52 139 69 16 33 42 47 286 123 21 1043 30 31 233 6 16 14 43 82 10 34 100 5 4 99 470
internal_value=0.00249889 -0.00752939 0.00182409 -0.0197454 -0.0619053 0.00286635 -0.0520474 0.00300809 0.00670782 -0.0363082 0.0087943 0.00120282 -0.0458197 0.053988 0.00198855 -0.0106734 -0.0466493 0.00378316 0.0195467 0.00956592 0.0174172 -0.0517671 0.00199801 0.00815604 0.0187309 -0.0313749 -0.0674722 0.0111018 0.021148 0.00656316
internal_weight=73.4096 2.5948 2.26662 1.06084 0.382148 70.8148 0.182309 70.6325 23.1627 1.07153 22.0912 47.4698 0.780172 1.0393 46.6896 5.79597 1.88355 40.8937 4.15993 3.71833 3.29636 0.421971 36.7337 2.94008 2.31958 0.620506 0.418677 0.977696 0.897904 21.0519
internal_count=4034 182 99 89 71 3852 925 2927 629 58 571 2298 409 68 1889 303 273 1586 461 455 179 276 1125 163 44 119 105 242 103 503
is_linear=0
shrinkage=0.1


Tree=935
num_leaves=31
num_cat=0
split_feature=9 9 10 4 6 9 0 6 3 5 19 5 17 6 13 0 9 16 16 17 19 16 16 10 16 9 5 18 0 15
split_gain=0.0256997 0.108139 0.0596103 0.0528445 0.0504215 0.0392664 0.0621499 0.250422 0.0586466 0.121029 0.0590139 0.0689936 0.0480643 0.0653523 0.110698 0.0597696 0.0405577 0.0379739 0.0364226 0.268671 0.0365896 0.219322 0.278477 0.281367 0.105153 0.146169 0.0970951 0.172861 0.133653 0.132203
threshold=179.18874144770004 177.77223095870002 72.378669787950017 377.6847677435 17.475408310100004 186.68586460755003 85.732241321850012 16.555386813950005 94.421337999450017 30.284449345300001 14.451165964200003 24.628131835750001 187.51563899930002 16.405383309150004 117.60122400020002 87.350693116400024 185.90443620030001 13.904967484100002 22.694946929300002 194.19264200700002 12.651020723000002 17.974957966700003 15.524963695900002 71.015621515800021 15.404963976500001 205.67007911670001 15.237417718750002 14.656441317600001 97.878695155250014 24.812359230200006
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 17 12 7 -7 -9 10 11 -10 -2 15 16 -14 -15 -1 20 -20 24 22 -22 -24 26 -26 28 -28 -8 -29
right_child=5 -3 -4 -5 -6 6 18 8 9 -11 -12 -13 13 14 -16 -17 -18 -19 19 -21 21 -23 23 -25 25 -27 27 29 -30 -31
leaf_value=-0.10035288110149582 0.00074275442793334803 -0.10207907813020958 -0.10034870116277031 -0.10036061581098508 -0.10020674417533958 -0.10219464403257933 0.09841909386209402 0.015417290109832041 -0.10158269623037255 0.040326577935893046 -0.10223350012499094 0.030233161444288243 -0.016629828682265778 0.04365216890565194 0.013066098081669761 0.0218782462636718 0.098594823488846517 0.018752892033871607 -0.041082673956191799 0.090630311920013917 -0.0053110180680390135 0.0024257111773410799 0.10273248635246007 -0.097038999581064739 0.041415499728703037 -0.0074803430840248153 0.0079820106187059297 -0.074083833309684086 0.0071379247782786068 -0.0092132548866042836
leaf_weight=0.027676032942052897 2.7474505651273935 0.12099307704147577 0.057915407505376493 0.045932353185690999 0.039891648676302793 0.28715315212661963 0.16598409903235545 0.91167770693209582 0.06360784822027199 0.17778540728613734 0.17394922519451939 0.1056773197487928 0.70735610788688086 0.275993359275162 0.90098442952148616 0.93697517771579442 0.26180099439807236 0.81610545097601062 0.30216269963420828 0.31770069996127859 1.7153846031515052 50.458545049561508 0.078292973339557537 0.70856688116327859 1.763892888906412 0.93570055489544746 1.7147110104560854 0.61288911363772036 4.7717869504482451 0.64453634862002218
leaf_count=85 49 17 744 73 161 112 7 27 33 14 58 18 16 15 22 44 26 415 12 28 52 1190 1 191 24 41 9 39 477 34
internal_value=0.0022614 -0.0128486 -0.00191589 0.00421658 0.00965239 0.00249487 0.00179904 -0.016961 0.000122246 -0.0266409 -0.0613282 -0.0192958 0.0103608 0.0189317 0.0344961 0.0053129 0.0703985 0.0148462 0.00230168 0.0264246 0.00206646 0.000992659 -0.0279053 -0.0771616 0.00742666 0.0244678 0.00161064 -0.0126699 0.0102064 -0.0408322
internal_weight=72.8491 1.10851 0.987521 0.929605 0.883673 71.7406 65.91 1.71985 1.4327 0.52102 0.343234 0.169285 5.83056 3.08311 1.43878 1.64433 0.537794 0.843781 64.1902 0.619863 63.5703 52.9608 2.50224 0.78686 10.6095 2.69959 7.90991 2.97214 4.93777 1.25743
internal_count=4034 1495 1478 734 661 2539 2367 262 150 123 109 51 172 123 63 60 41 500 2105 40 2065 1434 244 192 631 65 566 82 484 73
is_linear=0
shrinkage=0.1


Tree=936
num_leaves=31
num_cat=0
split_feature=13 16 8 13 17 15 19 3 3 10 5 9 16 10 4 17 9 9 4 5 9 18 4 12 9 6 8 6 3 17
split_gain=0.0353067 0.0528768 0.0590139 0.0563403 0.0329201 0.0284645 0.0269147 0.190843 0.138718 0.158416 0.0555395 0.0370616 0.196137 0.195916 0.0630921 0.134715 0.0617623 0.117606 0.155126 0.146895 0.115036 0.0994641 0.0977368 0.093006 0.0781336 0.127992 0.322545 0.0833358 0.0797236 0.0773742
threshold=98.050756475600011 9.719977270450002 7.1444245619500011 95.862351557400004 195.42788627465004 20.123524217100002 11.850956171350001 79.47351079420001 77.69375151185001 78.728807892050014 13.058770361550001 214.31567825310003 15.039964830000001 77.946466576100008 191.03149642590003 198.49975298390004 202.37225149245003 203.06170522940002 160.76806275915001 17.915797078650005 201.32298960505003 14.466921572300002 158.55438663830003 100.25158460885001 207.30588428080003 16.100376182700003 8.4434108459500017 16.435384010100005 85.538672336450006 199.37824381300004
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 8 9 -8 -11 12 13 -9 -13 -16 20 19 22 -18 -14 -22 -19 -20 -25 26 28 -27 -26 -28
right_child=6 2 -4 -5 5 -7 7 11 -10 10 -12 14 16 -15 15 -17 17 18 23 -21 21 -23 -24 24 25 27 29 -29 -30 -31
leaf_value=-0.10098570381373968 0.0097318193785876361 -0.10024338834299924 -0.10095852541129216 0.086186922719958883 -0.10011809068885813 0.069512327407137461 0.067639931184500734 -0.10428096443425093 -0.097401065563335651 0.0039530111294000204 -0.1012067332236349 -0.013492407647698957 0.0027698874160309917 0.023036273613683968 0.06435970040730063 0.0089426774071218861 -0.00089043949159713217 0.011959766455823747 -0.037879929446476279 -0.06338494307004465 0.044382295935724014 0.0001291761616864078 0.097080669134604752 0.0055239163375238676 -0.008349472395202397 0.029983023678692051 -0.095842637754299284 -0.010637417888915092 0.051436239002133302 -0.038582939172043813
leaf_weight=0.021926046894562456 4.4354354864358347 0.022537019513691803 0.12946010788914464 0.060334506791036802 0.012034623922147603 0.055569655484021041 0.15823505651860514 0.34102581008477173 0.32954271452035755 0.07807055857119849 0.14080006141739432 0.96269461196061357 43.46132899537929 0.18721469957381487 0.48798852813342808 4.3396869779153349 0.80866105272434541 0.28760946227703144 0.7118258400587355 0.70316879977690405 1.2676648557244328 0.84743051568511862 0.25403834794997238 7.6555420548047532 1.4363209547445879 0.93489869520999525 0.5539016828406601 1.0985013542085651 0.26404851008555841 0.41117570252390578
leaf_count=481 131 220 248 12 152 73 29 87 77 19 63 42 1520 8 54 134 11 41 18 33 35 36 15 249 102 26 26 50 20 22
internal_value=0.00204245 -0.0320861 -0.0577018 0.0362972 0.00442311 0.0393154 0.00218523 0.00169096 -0.0500052 -0.00858723 -0.0636965 0.00223608 0.00151286 -0.0591582 0.00988299 0.0145443 0.00204089 -0.00349746 -0.000557776 -0.0299573 0.0038782 0.0266519 0.0518823 -0.00273163 -0.000706484 -0.0108573 -0.0252725 0.00803869 0.000934585 -0.0714469
internal_weight=72.4587 0.301862 0.219601 0.0822606 0.0901413 0.0676043 72.1568 67.7214 0.706648 0.377106 0.218871 67.0147 61.2244 0.528241 5.79037 4.82768 60.6961 15.1197 13.6079 1.51183 45.5764 2.1151 0.541648 13.0662 12.3544 4.69885 2.66545 2.0334 1.70037 0.965077
internal_count=4034 1186 693 493 445 225 2848 2717 188 111 82 2529 2299 95 230 188 2204 613 569 44 1591 71 56 513 495 246 170 76 122 48
is_linear=0
shrinkage=0.1


Tree=937
num_leaves=31
num_cat=0
split_feature=8 8 19 3 8 16 13 0 5 16 15 9 18 0 18 7 17 17 13 6 18 18 2 9 16 4 9 9 8 19
split_gain=0.0291407 0.0686607 0.137988 0.0732382 0.0452606 0.0520782 0.0483558 0.121124 0.201889 0.355374 0.138372 0.173748 0.0786679 0.182396 0.166029 0.159081 0.16868 0.169535 0.158673 0.0751574 0.0663398 0.121891 0.211993 0.0662028 0.136109 0.333453 0.152016 0.128816 0.119724 0.0936568
threshold=8.8430989333000021 9.5425530862500008 14.451165964200003 93.023339771650015 8.7431769115000026 22.764946765650006 117.60660091645001 86.479632682150012 23.730745871350006 22.584947186600004 41.29990759910001 187.45330412110005 13.4793103924 86.256490657300006 13.431026577400003 23.203497038450006 194.73806315685002 199.20888372035003 117.55820867010002 16.565387047600002 13.531614672700002 13.552878921100001 189.95856246190002 196.26893085885004 22.624947093000003 233.83087653775002 194.45262321395003 197.02865361825005 7.6440346712000009 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=4 2 -2 -4 5 6 12 8 10 -10 11 -8 14 18 -1 16 -15 -18 -14 20 -17 22 -22 24 25 26 29 -25 -27 -23
right_child=1 -3 3 -5 -6 -7 7 -9 9 -11 -12 -13 13 15 -16 19 17 -19 -20 -21 21 23 -24 27 -26 28 -28 -29 -30 -31
leaf_value=0.0061246058649353664 -0.00038310957671677359 0.020889843533464462 -0.0057666775711753765 -0.088820390793591816 0.013184633232751359 0.023213780851862674 0.0019669786735653232 0.010851861663864962 0.002327068889451066 -0.10786816218143039 0.010431642041277899 -0.054692210008756029 -0.10945423601881286 -0.096197490145309206 0.059234167209267899 -0.027643839694513412 0.040308821750709989 -0.067192881467104143 0.0040813070731835323 0.032714455745750402 0.10170170075598789 -0.0020754049536896393 -0.0017942733475405173 0.059452141279751493 0.032675779998113323 -0.0081525559630617941 -0.038645811066530839 0.0020107992446165915 -0.10652829001473699 0.042639556776545413
leaf_weight=16.291216021923344 1.1158505467810749 0.55172338204829419 0.15263958647847164 0.34878575847687898 3.558463252389628 1.0972144622355688 1.2080496161361209 3.0133484684047289 0.60523083434782143 0.5666683780909807 2.6946949438424781 0.980511323083192 0.2830261026548716 0.34066396984230962 0.61068995883942889 0.78994718776084383 0.32709549798732951 0.26599760488880975 0.21783689630319714 0.76383661944419046 0.33018313650973041 3.441762868545879 0.49404523521661758 0.39579403374227951 0.71523851249366988 0.16661971951280197 1.0571580279283805 28.695886362095621 0.48037102961097844 0.54221218870952714
leaf_count=797 52 87 12 50 65 36 29 40 93 44 27 21 37 193 35 8 18 28 30 12 54 192 2 11 8 663 39 1296 35 20
internal_value=0.00184335 -0.00957197 -0.0199638 -0.0635379 0.0021974 0.00160836 0.0012452 -0.00553086 -0.0136837 -0.0509575 -0.00473865 -0.0234173 0.00233841 -0.000114729 0.00804353 0.000659152 -0.0401168 -0.00790485 -0.060075 0.00166448 0.00102536 0.00164892 0.0396659 0.000766132 -0.0084391 -0.013609 -0.00493502 0.00279229 -0.0811936 0.00401022
internal_weight=72.1028 2.169 1.61728 0.501425 69.9338 66.3753 65.2781 9.0685 6.05516 1.1719 4.88326 2.18856 56.2096 39.3077 16.9019 38.8068 0.933757 0.593093 0.500863 37.8731 37.1092 36.3193 0.824228 35.495 6.40336 5.68812 5.04113 29.0917 0.646991 3.98398
internal_count=4034 201 114 62 3833 3768 3732 254 214 137 77 50 3478 2646 832 2579 239 46 67 2340 2328 2320 56 2264 957 949 251 1307 698 212
is_linear=0
shrinkage=0.1


Tree=938
num_leaves=31
num_cat=0
split_feature=13 18 9 13 19 15 18 18 6 16 0 10 6 6 8 4 6 18 10 10 15 17 17 18 7 9 17 12 0 9
split_gain=0.0307501 0.0478062 0.044998 0.0363806 0.0284421 0.169172 0.219998 0.106327 0.17124 0.0700549 0.116774 0.27104 0.0760939 0.254271 0.110123 0.198376 0.0856261 0.0672552 0.102015 0.0503707 0.0542449 0.038592 0.372838 0.0755504 0.107782 0.0890243 0.0775745 0.262294 0.111119 0.0744141
threshold=98.050756475600011 17.323446153950005 29.501628670900001 95.862351557400004 12.651020723000002 23.735720730600004 14.349498564250002 15.452304577250002 13.65531905435 15.404963976500001 98.142164052000012 75.408562100950022 12.525292651450002 13.65531905435 8.2435668022500028 201.42034147860002 14.060328517350003 14.366548389000002 72.752365468100024 70.077349628250019 25.621990087700002 183.49170501290004 182.63036160245002 13.036600629150001 22.516377366000004 187.94830913940004 187.61467154115005 152.73554204000004 90.297243227400017 190.16588783940003
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 9 6 -6 -8 -9 12 11 17 -2 -14 15 -15 -17 18 19 20 -11 22 -7 24 25 -23 27 28 -25 -26
right_child=4 3 -4 -5 5 21 7 8 -10 10 -12 -13 13 14 -16 16 -18 -19 -20 -21 -22 23 -24 26 29 -27 -28 -29 -30 -31
leaf_value=0.073162874250274956 0.010573006730456344 -0.049426060668423977 -0.10086698614591627 0.049909860101102571 0.0046209449352757918 0.0023962750821290638 -0.10991159613251998 -0.10123537175684461 0.057417889373598353 -0.10029970375024118 -0.041639861369053031 0.098822952228276459 -0.10196306849949732 -0.11319132715189457 0.012163114164814118 -0.057709511878278691 0.013272171082413679 0.0041141717289731117 0.10070782956994154 -0.10180484795070824 0.099241680390143527 0.017584523876799686 -0.10564157920601772 -0.11165886811442774 0.012961502520056158 -0.018378295066191371 0.0020489974992373454 0.0026481980606990804 -0.026102377381363891 0.044660133112252413
leaf_weight=0.01720936025669928 4.3430686257470352 0.065484288143863978 0.10871770868573094 0.084370287804631516 0.71248091537654434 3.2251684152925004 0.38026639514589533 0.14775616027327487 0.12608338588324841 0.019883384586592778 0.27190961915766809 0.43649736785471294 0.27290806488599662 0.2150283314775836 2.0692433143485687 0.23259762134966877 0.63094722663845459 1.6918089198879895 0.18649338459363207 0.045252507043187506 0.043273801762552466 1.323727059627344 0.35453811638944888 0.33482315982473609 1.7771836724132302 1.4340342756622702 47.724474984908966 1.8461737450452345 0.27771733306144597 1.2696847908810012
leaf_count=89 79 571 508 18 110 382 58 74 14 111 34 35 65 41 35 22 58 18 8 17 4 39 25 15 12 32 1450 37 36 37
internal_value=0.00166242 -0.0316651 -0.0770838 0.0065015 0.00179116 0.000964237 -0.033823 -0.0756978 -0.028187 0.00660887 0.0204996 0.0274723 0.00178686 -0.00936834 -0.0013406 -0.0272475 -0.00584689 0.0117959 0.0558647 -0.0212772 0.0364213 0.00176232 -0.00830391 0.00240593 0.0132069 -0.00111612 0.00115659 -0.0161654 -0.0728687 0.0261709
internal_weight=71.6688 0.275782 0.125927 0.149855 71.393 60.9341 1.36659 0.654106 0.27384 10.4589 2.69512 2.42321 7.76379 3.42072 3.14782 1.07857 0.863545 1.98671 0.294903 0.10841 0.0631572 59.5675 3.57971 55.9878 5.80463 2.75776 50.1832 2.45871 0.61254 3.04687
internal_count=4034 1186 597 589 2848 2321 256 146 88 527 227 193 300 221 156 121 80 158 140 132 115 2065 407 1658 120 71 1538 88 51 49
is_linear=0
shrinkage=0.1


Tree=939
num_leaves=31
num_cat=0
split_feature=9 15 9 3 16 0 9 5 18 17 17 17 12 12 12 7 10 15 19 13 16 16 10 16 17 0 6 0 13 16
split_gain=0.104148 0.0984895 0.0960175 0.11141 0.205745 0.254447 0.185264 0.158043 0.101034 0.0901073 0.0964943 0.0939533 0.0889584 0.351224 0.289606 0.22249 0.159481 0.145254 0.139585 0.270174 0.674018 0.250473 0.387652 0.335968 0.442064 0.208255 0.51631 0.196255 0.232035 0.105715
threshold=181.33671263215004 43.890399822900008 186.68586460755003 94.421337999450017 22.714946882600003 85.732241321850012 187.45330412110005 28.449653740450003 12.766412759450001 187.51563899930002 188.64489188380003 192.94032447935004 149.09269374785001 153.50554934640004 145.97209859650005 22.977992916200005 62.020040611300011 38.884669609800007 12.651020723000002 109.49014582065001 18.964955651700002 18.794956049200003 71.015621515800021 15.524963695900002 204.75389752000004 93.399723909900004 15.255356438950001 90.407470010750018 114.57939706160001 18.684956306450005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 4 5 6 -4 -5 -8 -2 -11 -12 14 -14 17 16 -15 18 -7 20 21 22 -20 -24 -25 26 -21 28 -28 -17
right_child=2 -3 3 7 -6 12 8 -9 -10 10 11 -13 13 15 -16 29 -18 -19 19 25 -22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=-0.00010318990253067688 0.00021333427397149537 -0.0020519155284949579 0.0011308534119252723 -0.0015282268578446475 0.00092496115799765811 0.00040546432187064366 0.00017338791865928181 0.00034610705990498902 -0.0020077739243896664 0.0014520984971704664 1.5027088641180366e-05 0.00090798060823771146 -0.0012792658660772439 -2.3757372348302642e-05 0.0015165094840113788 -9.1666560940388621e-05 -0.001060166746094719 0.00092921148052060312 0.00099445415802974974 -0.0011640394826779455 -0.0020732623156053511 0.00037469935301140189 5.8198677670332787e-05 -0.0020441034723043586 -0.00019246935512874958 0.0008890818262067236 -0.00059191644476300437 0.0010444727937332279 0.00035377448130919834 0.00021751961415714899
leaf_weight=3.1933997372012466 2.8589815634618381 0.10292598576052103 0.11955770518397812 0.35280908190907112 1.4022412349004287 9.0858116931617641 0.10168486973270774 0.33928635204210877 0.41437408833576228 0.54742421535775099 0.81031848961720232 1.0273867251999034 0.68165105392836167 1.4136676685884588 0.68408184049621823 4.8907861401567052 0.95743801888602309 1.0932971984148014 0.73387153632938851 0.97821772494353254 0.64632705831900317 3.8172763432376087 1.7655530902557077 0.99093852061196208 0.99193140352144837 1.9579028263688076 1.1607911586761455 1.2852175554726262 7.0911077437922359 32.534659375611227
leaf_count=1520 36 6 4 93 33 312 3 30 118 19 36 50 32 13 28 591 37 23 18 36 36 29 23 160 44 23 29 39 129 484
internal_value=0.000177588 -0.000164038 0.000191537 0.000173714 0.00018096 0.000166746 -0.00106847 -0.000609371 -0.001578 0.000448094 0.000729494 0.000514241 0.000177536 0.000116309 0.000254308 0.000140213 -0.000442253 0.000226982 0.000201815 0.000115428 -0.000144605 5.58922e-06 -0.000308758 -0.000563902 -0.00111782 0.000301925 0.0001926 0.00033175 0.000220745 0.000177115
internal_weight=84.0309 3.29633 80.7346 75.4905 74.7984 73.3961 0.635617 0.692095 0.516059 5.24411 2.38513 1.83771 72.7605 40.4782 32.2823 39.7966 2.37111 31.5982 30.5049 21.4191 8.9459 8.29957 4.48229 3.74842 1.98287 12.4732 10.5153 9.53712 8.2519 37.4254
internal_count=4034 1526 2508 2367 2244 2211 125 123 121 141 105 86 2086 1157 929 1125 50 901 878 566 310 274 245 227 204 256 233 197 158 1075
is_linear=0
shrinkage=0.00196078


Tree=940
num_leaves=31
num_cat=0
split_feature=18 13 17 16 9 15 6 15 6 17 0 10 6 9 16 19 2 6 18 9 19 16 19 0 16 6 10 17 5 2
split_gain=0.0268633 0.0454489 0.0372645 0.0920646 0.0305287 0.026899 0.0247985 0.312635 0.141804 0.123547 0.0983512 0.31201 0.286009 0.191946 0.0858217 0.204191 0.0848032 0.0775393 0.0846709 0.198535 0.13776 0.0893609 0.163583 0.183063 0.115789 0.338766 0.108821 0.208594 0.184057 0.0949817
threshold=17.056741731050003 95.862351557400004 211.67127343905003 17.684958644900004 211.04147598835002 20.229639301750002 15.255356438950001 38.62622401090001 15.075352233200002 207.10399803250002 90.297243227400017 67.074341896550024 15.365359009150003 204.27826083785001 20.784951395750003 13.551093343600002 76.243484112200022 15.815369523550002 13.777522434500002 201.32298960505003 14.451165964200003 22.584947186600004 14.251149826300002 86.329079026800017 22.574947209950004 16.575387281250006 62.084563606450011 190.69924117675001 21.633008747850003 199.66651340635002
decision_type=2 2 2 2 2 2 2 2 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 4 -4 -2 7 8 -1 -9 14 13 -13 -12 15 -8 -14 -16 21 20 -20 22 -19 24 25 -24 29 28 -28 -23
right_child=1 2 3 -5 -6 -7 10 9 -10 -11 11 12 16 -15 17 -17 -18 18 19 -21 -22 26 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0015000151270201168 -0.10049008954254875 0.08064526916894961 0.025843618851455943 0.10029494401386237 -0.10046038564263378 0.029262893561450787 0.01832839495423173 -0.1057993321381024 -0.061259967733372028 -0.0012565587553352697 0.022858606042291989 0.052765182777971466 -0.024233330636081841 0.10085343300990286 0.023763761686910023 -0.091716188894477038 -0.10423833036396322 0.033768633025021026 -0.098342615773098607 -0.0014603364167990747 -0.012623519571053064 0.0059229581207645241 -0.10773530146815105 0.013615475829989128 -0.0034303969748266877 0.029006953557865412 -0.11070866533507034 -0.0021654210101124233 -0.010284322926319003 -0.010466639905405292
leaf_weight=28.150593367261671 0.0384407601796245 0.14914654032327235 0.028867557673947886 0.064510474912822247 0.056773562857415527 0.027341036673135477 0.35891588288080711 0.38984194474232836 0.36467980858128513 0.15920916065806523 0.77930087572894924 0.31088904477655877 0.24292581668123603 0.53021884267218411 1.6493386735673983 0.31802008464728715 0.29143094671599101 2.4326010634395043 0.40199403317364968 3.2942552170425188 0.35135422831808683 16.412246060239347 0.45011761159275931 5.3562627332285047 1.3008334276419191 0.3032198203727603 0.39569898508489076 2.0216465992361918 0.33873795492945646 4.5069174523447364
leaf_count=1625 590 18 14 17 43 34 408 42 39 32 21 10 14 33 55 109 27 48 18 112 34 312 27 103 17 19 17 44 25 127
internal_value=0.00164325 0.0286999 0.0452411 0.010074 -0.0578863 -0.0465606 0.00150434 -0.00074177 0.000697382 -0.0754849 0.00305693 0.0238667 -0.0234974 0.0544384 0.00193289 -0.0333698 -0.067867 0.00254229 0.00161056 -0.0120514 -0.0583641 0.00326035 0.0112682 0.00388204 -0.0214979 -0.0526963 -6.89306e-05 -0.0187472 -0.0643908 0.00239191
internal_weight=71.4763 0.36508 0.299298 0.150152 0.0856411 0.0657818 71.1112 29.0643 28.5153 0.549051 42.0469 2.15477 0.845246 1.30952 39.8922 0.676936 0.534357 39.2152 37.5659 4.0476 0.753348 33.5183 9.84303 7.41043 2.05417 0.753337 23.6752 2.75608 0.734437 20.9192
internal_count=4034 716 92 74 57 624 3318 1738 1664 74 1580 105 51 54 1475 517 41 958 903 164 52 739 214 166 63 46 525 86 42 439
is_linear=0
shrinkage=0.1


Tree=941
num_leaves=31
num_cat=0
split_feature=15 7 17 13 9 19 13 15 7 13 5 7 19 19 15 9 6 18 17 0 17 3 8 0 12 5 15 15 16 5
split_gain=0.0249961 0.137181 0.0672172 0.0939351 0.110612 0.0473288 0.223854 0.209209 0.22994 0.16961 0.187894 0.126492 0.245209 0.143925 0.0880468 0.0784882 0.0765489 0.149611 0.160636 0.136955 0.0916622 0.0553018 0.117843 0.369307 0.30604 0.114812 0.123143 0.112658 0.108128 0.169803
threshold=46.074827201850006 23.203497038450006 193.31651039250002 117.61735474900001 201.61239113610003 14.451165964200003 115.12515406205002 42.713473568600008 23.127267687200003 116.86189801435002 21.072048321250005 23.604435110900003 14.551174033150001 14.551174033150001 35.965617804200001 185.90443620030001 16.575387281250006 13.065205089100003 183.49170501290004 87.48511602295001 182.50770257345002 93.499196860750018 8.543332867800002 85.877418060900013 128.71158143185002 23.730745871350006 41.195083317300011 43.216642080150002 22.674946976100003 23.389417063900002
decision_type=2 2 2 2 2 2 2 2 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 16 -7 9 -9 10 -8 13 -13 14 -11 -16 21 18 20 -19 -18 25 23 24 -23 26 -1 -28 29 -26
right_child=1 2 3 -5 -6 6 7 8 -10 11 -12 12 -14 -15 15 -17 17 19 -20 -21 -22 22 -24 -25 28 -27 27 -29 -30 -31
leaf_value=0.0018369573947632717 -0.07094429797457813 0.016789516094914268 0.016084851062780802 0.0036842443202954609 -0.10182190241650424 -0.051594406200198339 0.10106620643014404 0.0097988848015172179 0.086547649062742371 -0.0056913830584386788 0.001711829676458056 -0.085482583649127961 0.0064296480003727856 -0.0086772771912038815 0.010553634300141395 0.044546632493084534 -0.0054063661639419652 -0.10716730572196641 0.098183164514783774 -0.005397839168534915 -0.10405917791288009 -0.10690724737024522 0.0062887139842856717 -0.089749016211444974 0.087817824086184396 -0.031386627945349965 0.036121369283677283 -0.001813955328259868 -0.026935439206464268 0.0056103821478262119
leaf_weight=44.403840039134835 0.30706334898968579 1.1683059376664462 0.1226585599933967 0.66335998611612013 0.22647338075330481 0.6015223388094445 0.37366450624540348 0.85672843070369598 0.71711727841829997 0.99280567758250837 0.38798167079221457 0.46741675539669791 0.76584556070156395 3.3746154846812715 1.2470110887661578 1.4918503759545272 1.2652924718304341 0.30810695127752286 0.14431360153866979 0.23165603376401123 0.10175710128896742 0.26207009209997512 3.2218797343666665 0.62566580896964286 0.30596522945603544 0.9778686258101591 2.0703680582737429 1.2588277442846445 0.67573917459230859 1.4052761231293969
leaf_count=2600 83 10 19 18 52 39 20 26 35 28 23 51 14 107 14 26 365 46 7 19 11 146 28 20 24 26 45 25 9 98
internal_value=0.001481 -0.00836547 0.00044583 -0.018413 -0.0603984 0.00183843 0.00776001 0.0111045 0.0447692 0.005283 0.0504552 0.00115745 -0.0284059 0.00628803 0.0198214 0.0290695 0.000672227 -0.0182971 -0.00215714 -0.0634898 -0.0127496 0.00137699 -0.00728945 -0.0206485 -0.00432804 0.00253284 0.00322772 0.0217774 0.00693429 0.0203088
internal_weight=71.023 2.48786 2.1808 1.01249 0.349132 68.5352 11.2766 10.675 1.57385 9.10119 0.761646 8.33954 1.23326 7.10628 3.73167 2.73886 57.2586 2.05113 1.51136 0.539763 1.36705 55.2075 6.4966 3.27472 2.64905 48.7109 47.733 3.3292 2.38698 1.71124
internal_count=4034 182 99 89 71 3852 383 344 61 283 43 240 65 175 68 40 3469 448 383 65 376 3021 325 297 277 2696 2670 70 131 122
is_linear=0
shrinkage=0.1


Tree=942
num_leaves=31
num_cat=0
split_feature=13 18 7 16 8 16 13 13 5 7 17 9 13 15 7 6 17 15 0 15 15 16 16 19 2 6 9 15 16 6
split_gain=0.0880326 0.0823534 0.0800415 0.101261 0.194397 0.0846787 0.244072 0.102233 0.108769 0.172194 0.134265 0.10258 0.0828574 0.0732688 0.410427 0.188342 0.370305 0.127769 0.215074 0.137497 0.115146 0.120873 0.114927 0.254888 0.167708 0.187697 0.170498 0.221713 0.199639 0.211897
threshold=98.050756475600011 17.323446153950005 22.105125139000005 22.714946882600003 8.6432548896500023 22.744946812400002 116.60649449195002 105.33378955095002 19.426367441400004 21.147833206800005 173.77968723070003 70.31345721160001 120.87576600310001 43.890399822900008 22.977992916200005 16.405383309150004 203.72643944000004 42.713473568600008 86.692020874450009 42.246988155050012 41.492094664050008 22.674946976100003 22.624947093000003 14.251149826300002 211.52504573410002 16.325381439950004 205.67007911670001 35.517387705950007 15.524963695900002 15.945372561050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 13 -5 6 7 -2 -9 10 11 -10 -8 17 -15 16 -16 19 -19 20 21 22 24 -24 -4 26 27 -26 -28 -30
right_child=2 -3 3 4 -6 -7 12 8 9 -11 -12 -13 -14 14 15 -17 -18 18 -20 -21 -22 -23 23 -25 25 -27 28 -29 29 -31
leaf_value=-0.0015806980208883648 -0.0013033295053620521 8.009046570044697e-05 0.00015285469423539051 0.0014677922878921154 8.8798255833421816e-05 0.00015409472912028503 -0.0020312659729341941 0.0017160160532683536 0.00030451337301456598 -0.0020866752408422997 0.0017435800832483379 -0.0019694818903490479 0.00092096593778327154 -0.0017905156775459886 -0.0021043569388858427 0.00024280631697278868 0.00017848964992768808 0.0014331408220629488 0.00016544789391513816 -0.00058027435066896076 0.00061336591025609104 -0.00033058845938364309 -0.00028020208551500779 0.00050749821614993269 -0.0013503183793027128 -0.0018718834945213947 0.0011270201315536832 0.0019921539023373251 -0.0018008001543228275 0.00090488539183912638
leaf_weight=0.21780823708070229 0.19104701711512395 0.24270712090901725 52.223619520009379 0.66307617118582018 0.96504227457626257 1.6847844165749846 0.38286659365621734 0.16480946727097034 0.32674853328899189 0.13088225295155098 0.19338918620451295 0.099490607246480067 0.04040774772875011 0.47624780602381989 0.41747094854167677 5.629502581730776 0.79046849432052113 0.82379362825304214 1.3706479168249641 0.94944793824106355 2.1903625535778692 1.9030465106479812 1.9437272399663914 8.4257067685248312 0.10997161666409627 0.31020313419867296 0.18693627016909886 0.24917867366457358 0.48540981705082231 0.14438466122373939
leaf_count=597 94 589 1234 32 55 57 198 9 70 18 41 246 14 58 44 104 34 22 29 20 28 43 12 116 65 45 15 7 129 9
internal_value=0.000149532 -0.000705406 0.000154249 0.0001664 0.000650415 -0.000149146 -0.000483143 1.31385e-06 0.000273621 -4.31238e-05 0.000388529 -0.000226271 -0.00174943 0.000156378 -3.05274e-05 9.20609e-05 -0.000610476 0.000175545 0.00064134 0.000160758 0.000171078 0.000156396 0.000170859 0.000359846 0.000134372 -0.000515147 -0.000157234 0.000968691 -0.000652349 -0.0011805
internal_weight=83.9332 0.460515 83.4727 80.2582 1.62812 3.21443 1.52964 1.10637 0.91532 0.750511 0.619628 0.426239 0.423274 78.6301 7.31369 6.83744 1.20794 71.3164 2.19444 69.122 68.1725 65.9822 64.0791 10.3694 53.7097 1.48608 1.17588 0.35915 0.816731 0.629794
internal_count=4034 1186 2848 2101 87 747 690 478 384 375 357 316 212 2014 240 182 78 1774 51 1723 1703 1675 1632 128 1504 270 225 72 153 138
is_linear=0
shrinkage=0.00196078


Tree=943
num_leaves=31
num_cat=0
split_feature=16 16 0 0 16 3 10 16 7 0 0 0 0 18 5 10 17 6 17 10 2 19 5 3 4 5 6 12 6 9
split_gain=0.0930878 0.626815 0.266231 0.359778 0.24643 0.406292 0.692608 0.396575 0.694629 0.282196 0.478417 0.452171 0.273196 0.291233 0.245369 0.386798 0.226988 0.221179 0.214999 0.197497 0.190419 0.23084 0.155242 0.140812 0.258609 0.174464 0.212359 0.429317 0.228275 0.209925
threshold=20.404952284350003 19.974953289850003 90.297243227400017 90.767723400200012 19.644954061550003 83.538459487450012 71.096275259700022 19.199955102150003 24.081116689550004 94.047642319350018 92.313586825200005 94.625660817400004 93.953546284800012 11.862896247150001 17.089764221050004 71.397382570300024 171.92791459955001 14.935348962050002 188.64489188380003 65.536543845950021 128.12657635055004 13.251069136700002 20.204934414350003 81.715684874950014 169.88079978325004 14.582249945350002 13.65531905435 93.660658182900008 13.78532209185 216.65333892300001
decision_type=2 2 2 2 2 2 2 2 2 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 19 -4 5 23 7 9 12 10 16 17 13 -9 15 -8 -7 -11 -18 22 -12 -22 -2 24 -1 -26 27 -27 -28 -30
right_child=2 -3 3 -5 -6 6 14 8 -10 11 20 -13 -14 -15 -16 -17 18 -19 -20 -21 21 -23 -24 -25 25 26 28 -29 29 -31
leaf_value=-0.0020168553388335928 0.00051398875329255523 -0.0015831273254342732 0.0015222468365343321 0.00021213006539534199 0.00078007611508576144 -0.0013631107793116997 0.0019799431015322887 0.0011147169604432381 -0.0021787091863681605 -0.0021214114752530658 0.0018839514457986211 0.00070234430292676476 0.00094055837727109195 -0.0019886373990548349 -0.0020285659796005972 -0.0020277819875442432 0.001112475771510485 0.00013871049418189645 -0.0020678876350061701 -0.00057474460708397833 -0.00085673345940987509 0.0018005696793200899 0.00015106933413129038 0.00031687818023092484 0.00020288114026366396 0.0020463868857717193 0.0012931762329817236 -0.0020027512069876836 -0.0020453211521429229 0.00055039570821440299
leaf_weight=0.238710285326312 5.0455070157768196 0.85769677613279682 1.3468661494553082 2.0064099201699719 2.0099265268654554 0.4537929590237576 0.17184734996408213 0.17705467320047341 0.79148714500479389 0.52746012459465397 1.0380499386228619 0.79082448100507463 0.73130691051483154 0.33860636295503355 1.0625558643128554 0.20073946469392467 0.43814740862467261 0.24324099346995354 0.10046022284211631 1.3403424266725767 0.26268965994040616 0.24099021579604596 44.489035539419092 14.634863997200226 6.1953770388625458 0.12120533734559991 0.36884792835917324 0.59428572679371428 0.24170096045418177 0.23748376042931341
leaf_count=54 81 49 43 44 32 363 2 28 32 60 30 50 3 52 226 115 156 8 22 39 33 9 914 188 1188 1 10 162 24 16
internal_value=0.000153211 7.12183e-05 0.000203212 0.000738347 0.000115268 7.10254e-05 -0.000322228 -3.53358e-05 -0.000742024 0.000316391 0.000720412 -0.000339276 0.000169882 -0.000923086 -0.00154847 -0.000179308 -0.000341477 -0.00140809 0.00051928 0.00016794 0.00140394 0.000414677 0.000188036 0.000202546 -6.67113e-06 5.51742e-05 -0.000530107 -0.00131682 0.00013365 -0.000758885
internal_weight=87.2975 33.0694 54.2282 3.35328 32.2117 30.2017 7.56925 6.13411 2.03846 4.09566 2.53413 1.56153 1.24697 0.515661 1.43514 0.372587 0.992401 0.770701 0.538608 50.8749 1.54173 0.50368 49.5345 22.6325 7.99761 7.7589 1.56352 0.715491 0.848033 0.479185
internal_count=4034 2913 1121 87 2864 2832 1189 846 115 731 613 118 83 80 343 117 541 68 178 1034 72 42 995 1643 1455 1401 213 163 50 40
is_linear=0
shrinkage=0.00196078


Tree=944
num_leaves=31
num_cat=0
split_feature=9 9 16 16 0 19 8 18 9 4 5 15 15 2 15 18 9 9 18 17 13 5 15 17 9 10 10 18 3 3
split_gain=0.0968408 0.141251 0.0852815 0.198849 0.262167 0.286891 0.327419 0.242772 0.22972 0.76561 0.227084 0.645244 0.339376 0.205535 0.373524 0.226553 0.19041 0.182234 0.352757 0.173302 0.252777 0.651193 0.220119 0.162807 0.165674 0.14728 0.139159 0.149923 0.13138 0.130093
threshold=179.18874144770004 177.77223095870002 22.624947093000003 22.614947116400003 86.756543869550015 14.151141757350002 8.4434108459500017 13.4793103924 196.26893085885004 232.62504358260003 20.204934414350003 31.385732506450001 37.606388722050006 154.94328103605002 37.491361913600009 13.24088655595 197.55459634620004 193.67618212375001 14.030930991100002 199.03437346465003 117.50981642375002 20.971847224900007 38.213426205600008 199.20888372035003 193.67618212375001 61.977025281250008 61.950140699950005 13.565177112500001 93.337889372900023 83.538459487450012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 3 7 5 -5 -7 13 9 10 11 17 -12 14 -2 -15 -10 -9 -19 20 21 -4 -21 -11 -25 26 27 -22 -27 -18
right_child=2 -3 19 4 -6 6 -8 8 16 23 12 -13 -14 15 -16 -17 29 18 -20 22 25 -23 -24 24 -26 28 -28 -29 -30 -31
leaf_value=-8.3141986658066212e-05 0.00038913909039193796 -0.0020202574431526748 0.00038184158655856567 0.00034261415759565173 0.00025916677161351177 -0.00012193973670988561 -0.002198315710174324 0.00030867417123898972 0.00090008057423570211 -0.0021537135098136954 0.0019864237720052429 -0.0020703548568251537 -0.0001244056189351275 -0.00042186044062632739 0.0014180872425557703 0.00040515412872863844 0.00027131120595795603 0.00051826183588304789 -0.0021206187501939238 0.0019836691983083844 0.00016603363107748644 -0.0016702824647561753 0.00048319006611085359 -0.001521179282221498 0.0010880167456327008 0.0010581522316113624 -0.00050775236794237903 0.00099111813562312431 0.00041838257763154001 2.9585083649657976e-05
leaf_weight=1.5199282287424001 5.0787093482067558 0.15995386106419562 1.7837014896795218 0.56319296360015814 1.7335427962243555 0.49298398617247563 0.71610546864394564 4.1161029405984655 1.4105709272553202 0.77597743276498909 0.55119640519842483 0.56429464439861465 0.62477939575910568 1.7627246730698969 1.8506894793827084 4.5886911926927496 19.50000597971075 0.41370270587503899 0.36800233384929015 0.50545666390098531 7.2169666626359703 0.89173212488094566 1.4663506825454531 0.2753899244034983 0.14170650917185412 1.5356754180975247 1.0125952397720528 0.95924218298750918 6.2837347340100678 15.257269614412506
leaf_count=1478 114 17 26 2 11 29 32 131 31 56 58 41 4 35 43 46 760 10 32 19 166 34 61 49 14 32 21 11 82 589
internal_value=0.000198468 -0.000267589 0.000207965 0.000170323 -0.000282988 -0.000813292 -0.00135171 0.000198068 0.000127936 -0.000176542 8.33738e-05 -8.49017e-05 0.00086497 0.000430415 0.000663948 0.000175631 0.000193862 0.00014385 -0.000724041 0.000313623 0.000258106 -0.000302139 0.000867826 -0.00162268 -0.000634717 0.000346234 0.000177916 0.000262833 0.000544029 0.000165202
internal_weight=84.121 1.67988 82.4411 60.7856 3.50583 1.77228 1.20909 57.2798 43.999 7.83115 6.63808 5.4621 1.17598 13.2808 6.9294 6.35142 36.1678 4.89781 0.781705 21.6555 19.6836 2.67543 1.97181 1.19307 0.417096 17.0082 9.1888 8.17621 7.81941 34.7573
internal_count=4034 1495 2539 2087 74 63 61 2013 1775 395 276 214 62 238 157 81 1380 173 42 452 372 60 80 119 63 312 198 177 114 1349
is_linear=0
shrinkage=0.00196078


Tree=945
num_leaves=31
num_cat=0
split_feature=13 18 19 18 8 18 15 6 7 9 13 9 0 4 13 9 9 9 18 5 17 18 15 18 15 4 2 17 17 2
split_gain=0.0301502 0.0451648 0.042928 0.0320567 0.0352135 0.0284903 0.108263 0.166002 0.233161 0.0513935 0.0507382 0.300285 0.0585877 0.0550377 0.0453888 0.0320836 0.171486 0.105138 0.185644 0.323989 0.0821749 0.130337 0.214201 0.360554 0.0963457 0.0945142 0.0746218 0.0628435 0.0574651 0.0541399
threshold=98.050756475600011 17.323446153950005 12.651020723000002 17.705383164500002 7.1444245619500011 15.788786379500001 20.520114807950005 12.525292651450002 25.748884604400001 217.30761232770001 103.23410375110002 193.42660545270004 101.10215645365001 224.82737758030004 99.604685275000008 201.61239113610003 201.32298960505003 203.06170522940002 14.466921572300002 21.788492303450003 196.31479727660005 14.85568425095 28.504445985850001 14.053554955550002 24.812359230200006 180.08554717660002 62.922191810850009 189.19102531915004 193.96328872865004 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=1 2 -1 -3 -5 10 7 -7 -9 -10 11 12 13 -2 -15 16 -12 18 19 -17 21 22 25 28 -23 26 -19 -25 -24 -20
right_child=5 3 -4 4 -6 6 -8 8 9 -11 15 -13 -14 14 -16 17 -18 20 29 -21 -22 24 23 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.10081288123169362 -0.10144464330847225 0.08629042275087781 0.071179640061401858 0.057046819072471458 -0.063528332838016496 0.084250467590549924 0.0013796453734700625 0.074219275335448198 -0.10312383720132862 -0.018419607283691453 0.0024724137578741559 -0.10201269595128351 0.0087744115299964939 -0.10107313622229559 0.037991630425233541 0.03048095007078639 0.045812487746904738 0.026787668432719819 -0.10703963828103624 -0.064429797691032506 0.0060449773044660851 -0.10419248372706698 0.0011729861083201727 -0.040597172640339338 -0.0048023602963953539 0.044392412769551137 -0.021477228545981785 -0.11054909359294161 -0.028886763036429772 -0.042486651808851042
leaf_weight=0.10433459163470971 0.099298925533730098 0.036933090473937114 0.016856359889231953 0.037055989396066025 0.069929171913145183 0.44337570850620878 3.4689082940021763 0.23845901246022549 0.13942472729831934 0.14731419028248638 42.7598930698434 0.32688091287855048 1.592192604460706 0.032398089499110938 0.085168621212346807 0.95294157171156546 0.93287348002195258 0.6478717067366262 0.25785026210360218 0.57771016644073825 11.802017208618961 0.23515051626600314 2.8149994661835085 0.18532912514638145 0.16665345852379687 0.96233422611112462 0.63362245660027838 0.41829974424035754 0.82157510025717773 0.26187110127648339
leaf_count=559 57 103 38 334 152 31 208 10 26 14 1488 73 14 22 73 22 12 7 31 32 394 16 103 14 35 17 38 77 19 15
internal_value=0.00174923 -0.0319115 -0.0768906 0.0059646 -0.0217652 0.00187491 0.00963322 0.0391931 0.00115532 -0.0596064 0.00135773 -0.0138055 0.00213278 -0.046629 -0.000330721 0.0018604 0.00339776 -0.00137862 -0.0228746 -0.00534098 0.000979853 -0.00770155 -0.00427671 -0.0174985 -0.0629691 0.0207087 0.00292355 -0.0890721 -0.00561811 -0.0745134
internal_weight=71.2695 0.265109 0.121191 0.143918 0.106985 71.0044 4.43748 0.968574 0.525198 0.286739 66.5669 2.13594 1.80906 0.216866 0.117567 64.431 43.6928 20.7382 2.05037 1.53065 18.6879 6.88584 6.48403 4.2402 0.401804 2.24383 1.28149 0.603629 3.63657 0.519721
internal_count=4034 1186 597 589 486 2848 289 81 50 40 2559 239 166 152 95 2320 1500 820 100 54 720 326 275 213 51 62 45 91 122 46
is_linear=0
shrinkage=0.1


Tree=946
num_leaves=31
num_cat=0
split_feature=9 18 3 6 17 5 12 4 3 0 18 0 18 15 2 0 16 16 17 0 3 2 5 17 2 17 7 9 7 0
split_gain=0.128165 0.101983 0.264415 0.827376 0.379111 0.275721 0.450727 0.356056 0.341311 0.594451 0.222201 0.69075 0.388213 0.246579 0.637573 0.232713 0.249164 0.285644 0.196365 0.198406 0.121887 0.178496 0.954821 0.214703 0.358439 0.317861 0.506034 0.263878 0.193993 0.172609
threshold=181.33671263215004 13.946975448150001 83.538459487450012 14.745344522600002 205.32027903760002 18.160071980500003 103.54784004735002 165.86037890555002 84.974096129100005 94.047642319350018 14.366548389000002 90.767723400200012 14.493864790000002 34.694997775350011 258.06114663960005 88.17067284620002 22.544947280100004 22.604947139800004 205.83789591070004 92.805574663100018 93.281431752200021 101.23478163165002 22.387336278850004 192.77618096940003 197.87172150825003 190.11254901275001 23.514778597300005 196.26893085885004 23.822419043000004 85.705356740550016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 20 -3 4 -4 7 -7 -5 -8 10 11 15 -12 -14 -15 16 -10 -18 -6 -20 -2 29 -23 25 -25 -24 -27 -26 -29 -22
right_child=1 2 3 5 18 6 8 -9 9 -11 12 -13 13 14 -16 -17 17 -19 19 -21 21 22 23 24 27 26 -28 28 -30 -31
leaf_value=-0.00020506777475074147 0.0003544555506790218 0.00025378859363338357 -0.0018103199870242077 -0.00023486855001766656 0.001200662951486714 -0.0017686526151151126 0.0015885012513426355 0.0012588168743612915 0.00030742424202892418 -0.0021133745259495386 0.0014372005778184053 -0.0018818253070397423 0.00072897274987297051 -0.0021455615402072655 0.0016108522629244269 0.00091830853386747958 -0.0021420477267371642 0.00036865010225373845 0.00065762543567546902 -0.0020465875820273212 -0.00011800519641618244 -0.0016907393412770976 0.00018700549891259458 0.00163506631219551 0.00059623045255659409 -0.0019255599354171392 0.00048769377832217443 -0.0020979204668189876 0.00029286324973032765 0.00060327465277642254
leaf_weight=3.003405186526634 26.707500049145892 23.36824143965373 1.4004328522496501 0.99973936751484815 0.28672162629663933 0.54882678471039792 0.53027307811134949 1.5884060512471476 1.3981860710773624 0.49565049913508108 1.1102334593888374 0.7440333105623721 0.72431797833996803 0.5089587943512015 0.26373494771542028 1.1568971378728745 0.42474613870581368 0.29537252720911056 0.18140346230939031 0.2454536827863194 1.728899262783673 1.1463985966402095 7.6371407894894201 0.9476605381651092 1.4795283328603548 0.74594080194447066 0.6050257361785043 0.2892980516044189 0.2377000036649406 4.8652738179080188
leaf_count=1526 376 963 230 7 11 22 14 43 13 35 38 19 32 30 24 39 33 17 16 28 97 37 144 35 18 44 6 30 38 69
internal_value=0.000192818 0.000207274 0.000129386 -9.5908e-05 -0.0012176 0.00012387 -5.22142e-05 0.000681842 7.08879e-05 -4.21049e-05 0.000112823 -0.000176365 0.000558625 -9.29561e-05 -0.000863427 0.000211067 -0.000175188 -0.00111223 -5.43611e-05 -0.000897366 0.000268173 0.000151098 1.85623e-05 0.000182646 0.000641231 3.19201e-05 -0.000844793 0.000171854 -0.00101957 0.000414165
internal_weight=85.6654 82.662 36.2716 12.9034 2.11401 10.7894 8.20123 2.58815 7.6524 7.12213 6.62648 4.01924 2.60725 1.49701 0.772694 3.2752 2.1183 0.720119 0.713579 0.426857 46.3904 19.6829 13.0887 11.9423 2.95419 8.98811 1.35097 2.00653 0.526998 6.59417
internal_count=4034 2508 1614 651 285 366 316 50 294 280 245 121 124 86 54 102 63 50 55 44 894 518 352 315 121 194 50 86 68 166
is_linear=0
shrinkage=0.00196078


Tree=947
num_leaves=31
num_cat=0
split_feature=7 7 7 16 0 16 15 8 13 10 0 5 0 5 5 3 10 15 18 16 10 5 14 13 2 15 16 16 9 3
split_gain=0.101779 0.154862 0.0996164 0.226113 0.136709 0.104576 0.0952192 0.0932127 0.115384 0.100832 0.588276 0.436603 0.430463 0.263866 0.251788 0.178581 0.945869 0.368615 0.60733 0.316489 0.557548 0.354406 0.277663 0.175976 0.228949 0.171826 0.10285 0.292028 0.341583 0.307857
threshold=22.105125139000005 22.181995028450004 21.147833206800005 22.744946812400002 89.582113364650013 19.144955230800004 32.866677124050007 8.8430989333000021 113.62230596715001 66.590419433100024 91.937202686950016 20.769304081650002 90.407470010750018 20.444185446200006 20.374719724350005 83.538459487450012 70.206395618550019 29.329759478700002 14.395252042950002 18.094957686100003 71.015621515800021 17.089764221050004 161.40546423680004 114.05514772615001 128.12657635055004 34.139075990150012 18.344957101500004 15.584963555600002 191.72037998490001 77.69375151185001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 -6 -1 9 -9 12 13 14 23 -11 15 26 17 22 -19 20 -18 -21 -17 24 -3 -14 27 -12 -29 -30
right_child=1 7 3 -5 5 -7 -8 8 -10 10 11 -13 25 -15 -16 16 19 18 -20 21 -22 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=-5.7974492311285974e-05 0.0012520968161158243 -0.0013829405456494172 -0.0020769320112781369 -2.9961515489461616e-05 -0.0019849107477748476 0.0018883758021177527 0.0011579012774670606 0.00063581933563967245 -0.00047901043506736292 -0.0021182941064365707 0.00025598941093120007 -0.0020414997527879336 0.0019906912502906144 0.00032548626685923381 0.0018711157810808055 0.00013889007182367284 0.0015301732981943088 -0.001379495070812978 0.00060808573625823208 0.00013950997879686467 -0.002078758675163171 -0.0020376782924549424 0.0013690033413213658 0.00024142022725288147 0.00036469642417709587 0.00055605745901499701 0.00042017095689770537 0.00043706357078083987 0.00060203659959419246 -0.0017567177471019251
leaf_weight=1.0139491484763987 0.52464422657430887 0.59368649125099071 0.41132097403442447 1.3156881902832536 0.04419077008867589 0.06809994182549417 0.32765235254191782 0.46004434095811975 1.5925289095357582 0.64482570529071281 13.067426534900489 0.34423421994824721 0.73469633723834593 0.2306260755576659 0.33441413165200984 1.2418537614867085 0.39138125751924269 0.9935283008962873 1.4591092662885783 0.36554037462337863 0.28401703708095738 1.3456449029472421 1.6334024147945454 42.939002143707512 0.56009545796223392 0.56998151540756226 8.3631240229879023 0.80893193520751028 0.27660345477488568 0.92136164427211042
leaf_count=658 31 20 50 31 68 4 27 27 87 72 1237 71 21 12 35 13 10 22 30 35 76 191 39 779 22 28 55 59 64 160
internal_value=0.000176707 0.00019027 -0.000167316 -0.000463667 -0.00155345 0.000364087 0.000238973 0.00018332 -0.000229143 0.00019416 0.000111156 0.000154768 0.000253959 -0.00147451 0.000178779 0.000160612 -9.81539e-05 0.000361364 -0.000197055 -0.001124 1.2553e-05 -0.00157259 0.000837704 0.000221115 -0.000534562 0.00136394 0.000245785 0.000149037 -0.000547359 -0.00121209
internal_weight=83.8616 80.6807 3.1809 1.8393 0.523612 0.112291 1.3416 80.1561 2.05257 78.1035 32.706 31.8306 45.3975 0.875452 31.4863 31.1519 7.71448 5.32789 2.45264 2.38658 0.675398 1.71119 2.87526 44.0928 1.15378 1.30468 23.4374 15.0743 2.0069 1.19797
internal_count=4034 3196 838 153 122 72 685 3165 114 3051 2181 2097 870 84 2026 1991 416 104 52 312 86 226 52 821 42 49 1575 1520 283 224
is_linear=0
shrinkage=0.00196078


Tree=948
num_leaves=31
num_cat=0
split_feature=8 17 7 9 9 17 7 16 8 2 8 5 5 12 7 0 12 5 16 0 12 17 17 18 17 2 12 17 18 7
split_gain=0.0224305 0.0613243 0.11196 0.0981697 0.0698251 0.0888143 0.0694988 0.0420106 0.131931 0.0468578 0.0646853 0.0751102 0.0625896 0.0479963 0.0898893 0.356496 0.219992 0.090321 0.543818 0.168652 0.0862208 0.152619 0.200088 0.148324 0.275143 0.144278 0.100215 0.086056 0.0719295 0.18502
threshold=8.8430989333000021 182.50770257345002 21.725272673150005 207.69346988305003 212.96061447425004 200.68028944555002 20.983556584300004 22.764946765650006 8.6432548896500023 60.327272492300004 8.7431769115000026 21.991679690250006 16.569990495050003 107.96682590455002 22.407814303000006 86.20003303655001 96.335870009550021 17.679107616400003 20.404952284350003 93.692765846100016 114.64361763410001 183.35201426355002 182.50770257345002 15.205124517800002 186.81084395895002 93.57193670880001 124.10890780100002 166.55038043095001 13.043896815850003 22.747724408400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 6 -3 -5 -6 -2 9 -9 12 13 -12 -1 14 16 -16 -11 19 -19 -17 23 22 26 24 -15 -23 -22 -28 -27 -30
right_child=1 3 -4 4 5 -7 -8 8 -10 10 11 -13 -14 20 15 17 -18 18 -20 -21 21 25 -24 -25 -26 28 27 -29 29 -31
leaf_value=0.012108201798023951 0.026625936867883823 -0.075962834840424764 0.098630834804696074 0.01623651801975156 -0.062721943378990827 0.0080453065431744016 -0.060957542486072075 0.060116087137379239 -0.0093122843475094558 0.0092235127627606859 0.031198080077683422 0.0014209428387872919 -0.021826849774638002 0.0042787061329955132 0.088486369007893348 0.064878126047816773 -0.088478074009369301 -0.089161691303410812 0.019607500941367737 0.0071779325218770647 -0.11120647811473711 0.05441030458081661 -0.10326537361511384 0.00085236703696322375 -0.089464629312174387 0.023455643820070329 -0.072001921571487743 -0.0038985219717205082 -0.036616534197914365 0.00272628180757159
leaf_weight=0.784125964564509 0.24195709147897959 0.24659880671424605 0.13841803300601896 0.65206400136958087 0.37295394011016469 0.33813055659993552 0.1448342662624782 0.49201043823268154 0.61683896376052871 0.79757126866103678 1.6421129945665591 1.7496840067542505 1.7711700926447518 0.62950432757725072 0.55783606972545285 0.55204623842291578 0.32412245226987579 0.64101491321343962 1.6247777761891482 6.1489309440485158 0.098684645797675219 0.53908856804628058 0.26254846181628 2.1753842501406098 0.62291493357042782 1.5598958185242953 0.19959882861025624 2.6347207811541296 1.2307586069410366 41.525871304067138
leaf_count=50 45 28 15 24 38 28 23 30 19 37 28 21 43 46 31 8 75 48 26 195 106 24 35 76 55 55 264 455 149 1957
internal_value=0.00187454 -0.00822089 0.0214503 -0.0179016 -0.00739815 -0.0290711 -0.00616975 0.00218609 0.021494 0.00187158 0.00238972 0.0158373 -0.0114134 0.00165553 0.00776756 0.0109209 -0.0190081 0.00609542 -0.0111644 0.0119314 0.000391514 0.00148458 -0.0196303 -0.0149312 -0.0423464 0.00298882 -0.0121437 -0.00869451 0.00236331 0.00159379
internal_weight=71.3162 2.13496 0.525209 1.60975 1.36315 0.711084 0.386791 69.1812 1.10885 68.0724 65.5171 3.3918 2.5553 62.1253 10.6463 9.52461 1.12169 8.96677 2.26579 6.70098 51.479 48.0512 3.19555 3.4278 1.25242 44.8556 2.933 2.83432 44.3165 42.7566
internal_count=4034 201 83 118 90 66 68 3833 49 3784 3691 49 93 3642 420 308 112 277 74 203 3222 3045 860 177 101 2185 825 719 2161 2106
is_linear=0
shrinkage=0.1


Tree=949
num_leaves=31
num_cat=0
split_feature=18 3 6 17 17 7 16 0 15 17 9 9 7 16 15 5 13 10 2 2 17 6 17 3 0 16 14 3 13 5
split_gain=0.102839 0.247021 0.745791 0.329895 0.281101 0.274985 0.354075 0.431251 0.3063 0.372105 0.25704 0.748361 0.287122 0.225015 0.191687 0.214696 0.181964 0.181801 0.14962 0.157406 0.133066 0.12084 0.164294 0.118287 0.174051 0.149559 0.127513 0.256894 0.66009 0.26423
threshold=13.946975448150001 83.538459487450012 14.745344522600002 205.32027903760002 205.83789591070004 23.822419043000004 18.344957101500004 94.114853772600014 30.404760455250003 197.91512403570002 205.22231928645002 197.29115675710003 24.081116689550004 22.544947280100004 34.500740167500005 21.876867948900003 113.0174028878 65.687097501250022 77.604108716450014 114.12323913765002 201.53484968420003 10.715250360100002 239.21206428850002 93.281431752200021 86.256490657300006 22.664946999500003 242.75016290975003 93.663192806700025 117.64961624655002 23.928204628200003
decision_type=2 2 2 2 2 2 2 2 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 21 3 -3 -5 16 -7 8 18 -10 11 -11 -13 -14 -12 -16 -4 -6 -8 -20 -9 22 -2 25 26 -1 -25 28 29 -28
right_child=1 2 5 4 17 6 7 20 9 10 14 12 13 -15 15 -17 -18 -19 19 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00034834400032241603 -0.0017500742951531839 -0.0017224091747865152 -0.0012440690682691223 0.0013175875967454812 0.00058743375929996725 0.0017500393469058236 0.00024566405538329218 -0.0020934611111056291 -0.0011422753340478429 0.0018064306131787349 0.0015048413581946612 -0.0024397033426916785 0.00059020688047576274 -0.0013685932785854377 -0.00029863524826060267 0.00091079070302078045 0.0001336667747241446 -0.00205477702172794 0.0019259546789922163 0.00049389611412016304 -0.00037934845027810305 0.00022262535851723947 0.00060483953888334824 0.0002788345664628148 -0.00087135156529530831 -0.00024459089840657937 -0.002099773067619869 0.00017420094336984535 0.00057814438480306468 -0.00041619776278625759
leaf_weight=25.065929056345798 0.27686790382415694 1.4475417200889631 0.91071179353764253 0.30810311995446671 0.15443155216053128 0.54146737542759993 0.79957208409905289 0.40105654874423624 0.89850613684393454 0.45907817511397286 0.67877650819718871 0.41935670375823952 0.41324105998501182 0.49621177531662397 1.1094997460022571 1.1484513866016639 0.61912181983643677 0.28468456315204094 0.7177331489510832 0.5011339457705617 0.30771614157129079 23.088459138738131 0.19351126678452601 12.332490423060568 0.66482335701584716 1.7496923804283131 0.87325795297510767 6.9589234431871319 1.1357430762145666 0.60790700116194785
leaf_count=469 885 347 40 11 15 17 5 33 31 13 20 8 15 40 32 42 26 42 19 23 12 631 105 713 11 29 31 332 15 22
internal_value=0.000163437 8.40094e-05 -0.000137402 -0.00117623 -0.000118161 8.13721e-05 0.000213485 0.000113849 0.000249556 1.43595e-05 0.000234323 -0.000351827 -0.00109746 -0.000478545 0.000591173 0.00031651 -0.000686501 -0.00112555 0.000904786 0.00133717 -0.00134927 0.000202581 -0.000781276 0.000221614 0.000117026 0.000309656 0.000147019 -2.27425e-05 -0.000546458 -0.00140879
internal_weight=85.564 36.1752 12.6164 2.19476 0.747219 10.4216 8.8918 8.35033 7.64156 5.62312 4.72462 1.78789 1.32881 0.909453 2.93673 2.25795 1.52983 0.439116 2.01844 1.21887 0.708773 23.5588 0.470379 49.3888 22.5731 26.8156 21.9083 9.57583 2.61691 1.48116
internal_count=4034 2412 791 415 68 376 310 293 248 201 170 76 63 55 94 74 66 57 47 42 45 1621 990 1622 1124 498 1113 400 68 53
is_linear=0
shrinkage=0.00196078


Tree=950
num_leaves=31
num_cat=0
split_feature=19 17 17 17 9 17 18 4 2 17 16 17 13 0 10 4 18 16 12 15 15 18 0 5 5 5 3 10 9 9
split_gain=0.0236693 0.0722195 0.085126 0.0306016 0.193585 0.0738413 0.0967896 0.0704825 0.153094 0.0890542 0.070071 0.072913 0.112059 0.0683331 0.0682504 0.0928432 0.0625073 0.0570198 0.101534 0.0551724 0.050403 0.0388086 0.150885 0.130793 0.109956 0.182237 0.188729 0.139901 0.0564278 0.124876
threshold=14.651182102100002 198.49975298390004 194.19264200700002 205.83789591070004 202.16842692300003 205.10400128480003 15.343833331950004 393.0596793342001 209.01099100540003 212.37354083175003 19.254954973500002 209.55094140555002 104.19119484555002 92.805574663100018 67.300172379550006 393.99831167250005 17.957852018100002 18.094957686100003 209.59843599465003 37.274314847650004 18.946678378300003 15.788786379500001 97.878695155250014 15.363313533450002 15.120347274900002 14.582249945350002 77.801289837050021 80.468240302450013 201.61239113610003 201.32298960505003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 16 21 -7 8 10 -10 11 12 -6 -11 -9 -16 19 18 20 -5 -13 28 -23 24 25 26 27 -24 29 -1
right_child=1 -3 -4 4 7 6 -8 14 9 13 -12 17 -14 -15 15 -17 -18 -19 -20 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0023423709702217106 0.0032335986325341287 0.0011544972769537778 0.081797376262334714 -0.10344928352878269 0.017088344008903227 -0.0026792016292807256 0.094503634318858415 0.078203815162895984 -0.10706938103098414 0.079905320515427106 0.039784392417913941 0.0071695333589065118 -0.10625876916279001 -0.059313144939165112 0.10098660229550301 -0.10066115593113223 0.05480517192200729 0.0082220607885467901 0.058974112345521114 0.012273142329653722 -0.10161626910093823 0.098832283557649128 -0.10385019463618864 -0.10197572458596556 0.092660182114464973 -0.10233504319533776 0.08494079493350834 0.0081958950284233296 -0.0037098243816750319 0.041076391920669322
leaf_weight=43.279649008700567 0.27016472787363399 1.5331324667640727 0.28174558002501726 0.29851867586239578 0.13583297037803443 0.21184878113694949 0.19851420656920027 0.20893965137656767 0.21316367262261326 0.056850431021302938 0.44527292530983675 0.057683863625243581 0.16089306669891812 0.092818944692226069 0.03700570829823846 0.059618375590389405 0.033898313811391745 2.1963140983134508 0.079005021362718253 0.04779532179236412 0.16277128664660268 0.19001883734381353 0.11714774225129287 0.1062843071933911 0.15596293663838867 0.14616328741794848 0.31598808243506926 2.2855916070521189 16.887764688291099 0.84864587709307571
leaf_count=1836 28 36 13 129 24 22 20 39 23 6 25 32 17 39 2 68 110 32 38 11 56 12 15 28 7 22 24 628 683 9
internal_value=0.00182372 0.0123209 0.0433397 0.00150665 -0.00667623 0.0020484 0.0443333 -4.60096e-05 -0.00395917 -0.0655564 0.00294357 -0.00293082 -0.0497939 -0.00643239 0.0460647 -0.0234328 -0.0747928 0.0026408 -0.0382936 -0.0874783 -0.0731516 0.00177868 0.0123125 0.00705515 0.0108912 0.00643979 0.0122877 0.00273299 0.001206 0.00308728
internal_weight=71.115 2.08504 0.55191 69.03 4.28638 64.7436 0.410363 3.90617 3.60061 0.362833 3.23777 2.7925 0.296726 0.149669 0.305564 0.0966241 0.380212 2.49577 0.29946 0.346314 0.220455 64.3332 3.31716 3.12714 3.02085 2.86489 2.71873 2.40274 61.0161 44.1283
internal_count=4034 77 41 3957 651 3306 42 401 292 68 224 199 41 45 109 70 250 158 126 140 88 3264 736 724 696 689 667 643 2528 1845
is_linear=0
shrinkage=0.1


Tree=951
num_leaves=31
num_cat=0
split_feature=13 16 8 13 19 15 7 17 13 9 7 19 13 15 7 13 7 19 19 9 15 8 6 15 6 6 6 18 6 9
split_gain=0.0297144 0.0409834 0.0507733 0.0435862 0.0259408 0.0232842 0.120039 0.0601691 0.0922111 0.0986037 0.0408212 0.0368757 0.193653 0.176142 0.211986 0.156179 0.111414 0.219044 0.119435 0.100391 0.0766468 0.0966773 0.0717349 0.202401 0.125574 0.119054 0.279164 0.403684 0.123339 0.108877
threshold=98.050756475600011 9.719977270450002 7.1444245619500011 95.862351557400004 12.551012654050002 46.074827201850006 23.203497038450006 193.31651039250002 117.61735474900001 201.61239113610003 22.575645983950004 14.451165964200003 115.12515406205002 42.713473568600008 23.127267687200003 116.86189801435002 23.604435110900003 14.551174033150001 14.551174033150001 209.38433325880001 35.965617804200001 8.2435668022500028 16.465384711100004 44.190294328500009 16.505385645700006 15.255356438950001 14.980350013450002 14.395252042950002 14.935348962050002 200.52256857420005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 -3 11 10 -8 9 -9 -7 22 -13 15 -15 19 18 -18 20 -14 -17 -22 23 25 29 26 28 -28 -2 -24
right_child=5 2 -4 -5 -6 6 7 8 -10 -11 -12 12 13 14 -16 16 17 -19 -20 -21 21 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10071862666096838 0.00096634112374916002 -0.10007950962093662 -0.10078121829924472 0.083644977076490476 0.037056770239510504 -0.028804426644428595 0.015945106968250248 0.0110461812986919 0.0039564396469976308 -0.10166796001492975 -0.10247654934126993 -0.047708972522462541 0.086744603041686505 0.008794208365817029 0.083484339926735388 -0.005129057071488495 -0.081994479323013847 0.0058434725445155652 -0.0074297684201452725 0.01269843637282691 0.007081511312424473 0.044983271250640861 -0.04979587727926961 -0.058474555534405559 -0.0010905280217427019 0.011429405734459424 -0.10664643420412455 0.030730691314250876 0.047210413852903185 -0.0048391490784221169
leaf_weight=0.017414906537239427 27.028918084668028 0.01796312260019306 0.10856574641002226 0.048635523657594604 0.059426529182474042 0.14535697863539043 1.1616581244161355 0.12249542780136813 0.66833809341915185 0.21182770780797 0.15585119020113325 0.60421541845425863 0.36356306960806151 0.86129013425670453 0.68001750360417645 1.00134545896435 0.45065651358163428 0.76724304771050811 3.4105981832908583 0.36887911602389067 1.2641628151759507 1.4391017330926841 1.0793185736474691 0.52731495707121112 11.714547962865451 13.961921867252725 0.56253023904355259 0.34513922594487667 0.58932463827659276 1.0754790967330334
leaf_count=481 1157 385 248 12 60 27 10 19 18 52 56 39 24 26 35 28 51 14 107 19 12 28 34 24 618 358 38 20 26 8
internal_value=0.00164743 -0.0326296 -0.056664 0.0350355 0.0052257 0.00176985 -0.00777683 0.000454655 -0.0174922 -0.0603697 -0.0669239 0.00211551 0.00735735 0.0104942 0.0417471 0.00518061 0.00128929 -0.026659 0.00607316 0.0494528 0.0185044 0.0272588 0.00108242 0.00309886 -0.00517148 0.00386304 0.000159712 -0.0544091 0.00195311 -0.0273576
internal_weight=70.8131 0.252006 0.185955 0.0660504 0.0773897 70.5611 2.46553 2.16432 1.00266 0.334323 0.301208 68.0956 11.2111 10.6069 1.54131 9.06555 8.33311 1.2179 7.11521 0.732442 3.70461 2.70326 56.8845 43.0151 13.8693 42.4878 28.5259 0.907669 27.6182 2.1548
internal_count=4034 1186 693 493 445 2848 182 99 89 71 83 2666 383 344 61 283 240 65 175 43 68 40 2283 1623 660 1599 1241 58 1183 42
is_linear=0
shrinkage=0.1


Tree=952
num_leaves=31
num_cat=0
split_feature=8 7 19 0 6 8 7 0 16 8 2 12 8 5 13 0 5 16 15 5 7 9 3 19 0 9 15 17 13 3
split_gain=0.020844 0.0608718 0.0812869 0.103111 0.0545386 0.0679459 0.103421 0.0389629 0.0355801 0.107573 0.0383129 0.0625259 0.053844 0.0623987 0.0457164 0.109139 0.158056 0.316166 0.117182 0.143894 0.0677509 0.170525 0.135677 0.185042 0.129125 0.137009 0.111969 0.117107 0.106089 0.143014
threshold=8.8430989333000021 22.620600126450004 14.351157895250003 87.009258933850006 17.755414852450006 9.5425530862500008 21.725272673150005 77.693751511800016 22.764946765650006 8.6432548896500023 60.327272492300004 69.826413229550027 8.7431769115000026 21.991679690250006 117.60660091645001 86.479632682150012 23.730745871350006 22.584947186600004 41.29990759910001 21.089169479000002 22.721067571950005 194.45262321395003 93.281431752200021 14.351157895250003 86.256490657300006 186.68586460755003 43.890399822900008 189.50863627480001 113.97180552410002 88.315849585200013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 4 -3 -4 -2 -6 7 -7 10 -10 11 -1 14 -14 20 16 18 -18 19 -16 21 22 23 28 25 26 27 -24 29 -12
right_child=1 2 3 -5 5 6 -8 -9 9 -11 12 -13 13 -15 15 -17 17 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.012027595704646982 0.073507408148905759 -0.0018084347415883162 -0.094338537123367969 -0.004103349754344468 -0.043314934469308328 0.022771072878803714 0.10027039916205037 -0.056442985555800865 0.055779591788570726 -0.0075576254608463768 0.033532584418521076 -0.021381966761322917 0.028538183889459324 0.001221620361247499 0.0055324269478653669 0.010198601380114709 0.0014516506647171295 -0.10670569969760627 0.0085851471633043071 -0.047024491232511519 0.0013465770811550977 0.068456956201885286 0.0043227427968342063 0.10076648733294809 -0.11188193133118163 -0.075328373069416185 -0.10276597821742416 0.10060023477745608 0.033645963358764748 -0.094190988197554351
leaf_weight=0.83004742207708604 0.13032633738657695 0.83551235227423581 0.27309067950227472 0.23612989811226726 0.21233736003341619 0.15234155859798193 0.128771012663492 0.10481623062878498 0.47042927751317509 0.62364514166256413 0.16876841408143339 1.7228696555393979 1.6059816237539046 1.7446577065493327 0.95748181774979313 2.9804496039287187 0.59527214634726966 0.49503642039780971 2.6419220056850463 1.1425695104990152 48.265801630731367 0.5148935792967676 1.7681851009992904 0.30329406633973111 0.11320618167519558 0.23087682879486227 0.090292565146228188 0.13605946348397413 0.75987064326182008 0.18243193349360354
leaf_count=22 11 35 43 17 27 11 12 45 30 19 158 71 28 21 18 40 85 44 27 30 2580 10 504 17 2 19 12 25 15 56
internal_value=0.00148781 -0.00839016 -0.0210026 -0.0524957 0.0148881 0.00211842 0.0271158 -0.00951618 0.00178747 0.0196761 0.00149645 -0.0105193 0.00197058 0.0143146 0.00129637 -0.0053687 -0.013324 -0.0476554 -0.00543028 -0.0230621 0.00241446 0.0144913 0.00708742 0.0315366 -0.00769911 -0.00239935 0.00604251 0.0112018 0.0126386 -0.0328138
internal_weight=70.4174 2.07333 1.34473 0.509221 0.728592 0.598266 0.385929 0.257158 68.344 1.09407 67.25 2.55292 64.6971 3.35064 61.3464 8.81273 5.83228 1.09031 4.74197 2.10005 52.5337 4.26788 3.75299 1.41437 2.33862 2.22541 1.99454 1.90424 1.11107 0.3512
internal_count=4034 201 95 60 106 95 68 56 3833 49 3784 93 3691 49 3642 244 204 129 75 48 3398 818 808 246 562 560 541 529 229 214
is_linear=0
shrinkage=0.1


Tree=953
num_leaves=31
num_cat=0
split_feature=9 9 7 18 16 13 3 19 2 6 9 17 2 0 18 3 10 16 16 17 4 2 5 16 5 6 16 13 18 13
split_gain=0.0712271 0.112224 0.141459 0.29339 0.355261 0.247632 0.276805 0.32509 0.416249 0.192971 0.452673 0.146317 0.142638 0.144575 0.130666 0.237989 0.85755 0.366982 0.334804 0.337579 0.202421 0.516956 0.201845 0.195335 0.239796 0.15944 0.267049 0.565352 0.150507 0.332537
threshold=181.33671263215004 186.68586460755003 23.109894804950002 13.314799198000001 22.554947256700004 114.02557468670001 93.620177476600006 14.351157895250003 79.265746973750012 16.525386113000007 194.04304600165003 190.25644477395002 143.46490108225001 86.420486603250012 13.946975448150001 83.538459487450012 70.206395618550019 18.094957686100003 19.199955102150003 194.73806315685002 199.39562187565002 137.73157856955004 17.089764221050004 22.454947490600002 19.925387549600003 16.525386113000007 22.604947139800004 117.69263157665002 14.118140587000001 112.36141910395001
decision_type=2 2 2 2 2 2 2 2 2 2 2 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 12 8 -8 10 -9 -11 13 -7 23 -16 18 -18 -17 -20 -21 -22 -19 24 -4 -25 -27 -28 -23 -30
right_child=1 2 14 4 -6 6 7 9 -10 11 -12 -13 -14 -15 15 16 17 22 19 20 21 28 -24 25 -26 26 27 -29 29 -31
leaf_value=-0.00012269642090985628 0.00045586080375493169 -0.00097510887160520178 0.00034509938904803914 -0.0001829200273394902 -0.0018855575024799385 0.0011404486110414404 0.0012243804108905509 -0.0020779009100248538 -0.001861328724102531 0.00063912664319791925 0.00027815378430860608 -0.00031790597593261711 7.4782376323366732e-05 0.00032419646739902677 0.00023902715146773573 0.00097189812882665682 0.0001856761728068113 -0.00016347552567693796 -0.0014092778876192947 0.00060015153203063899 -0.0017140462143405988 -0.00028044679575626606 -0.002030890811988921 0.00031413130135841217 0.0016435555108373066 0.00018963851110784442 -0.0022264702034034533 0.00091621542234922217 -0.0012119129411728039 0.00077164111779735834
leaf_weight=3.1502733398349383 5.2170827069971883 0.75549189327284594 1.4159403541125386 1.7242999898389819 0.64829567734159343 1.753082020208238 0.21751375816529606 0.4680403676084095 0.7394709393629455 2.2241941152315126 0.94970318062405568 0.84848653129301954 1.8609809811459852 1.5917566735297439 21.306500383626371 1.5600892913062105 0.51947571701020878 0.26799701759591688 0.62169216480106104 2.151103668147698 0.67581347189843644 1.9197373827828412 1.3118057885731103 21.048024678606456 0.89086972596123803 2.5565365648290022 0.58049191987083748 0.35446363929077052 0.38673585711512748 2.0338243162259459
leaf_count=1526 141 19 33 54 32 28 17 33 60 67 23 16 28 21 929 52 36 28 13 45 24 46 241 208 83 16 18 38 26 133
internal_value=0.000166401 0.000177989 0.000158233 -2.07991e-05 -0.000648154 0.000109668 0.000186597 -0.00012238 -0.00115998 9.8749e-05 -0.000499652 0.000374853 0.000509912 0.000752007 0.00019963 0.000116513 -0.000111498 -0.00124399 0.000142799 -2.32659e-05 9.69583e-05 -0.000118831 -0.0017141 0.00030104 0.000846552 0.00024976 -0.000138298 -0.001035 0.000129555 0.000454726
internal_weight=81.7498 78.5995 73.3824 13.7813 2.3726 11.4087 10.6532 5.44741 0.956985 4.49042 1.41774 3.07268 5.20582 3.34484 59.6011 32.7548 11.4483 2.09928 9.349 7.78891 7.16721 5.01611 1.5798 26.8463 2.30681 24.5395 3.49149 0.934956 4.3403 2.42056
internal_count=4034 2508 2367 398 86 312 293 216 77 139 56 83 77 49 1969 1573 644 305 339 287 274 229 269 396 116 280 72 56 205 159
is_linear=0
shrinkage=0.00196078


Tree=954
num_leaves=31
num_cat=0
split_feature=7 7 7 7 7 16 16 16 8 0 7 17 9 4 19 5 0 18 13 5 12 2 18 10 13 13 17 12 12 18
split_gain=0.106451 0.180579 0.100906 0.108024 0.116768 0.0967456 0.109171 0.0958244 0.210752 0.106333 0.269425 0.326367 0.099063 0.232055 0.249135 0.160881 0.411663 0.118471 0.084168 0.183693 0.109823 0.0822461 0.127865 0.129958 0.112297 0.111871 0.11801 0.0578983 0.0769663 0.20416
threshold=22.105125139000005 22.181995028450004 21.946499523750003 21.844899366700002 21.623105384250003 23.344945409400005 23.314945479550005 22.724946859200003 8.6432548896500023 85.683849075550015 22.444423115000003 189.31157886915003 187.11236276785004 278.29044475435006 14.451165964200003 21.876867948900003 86.20003303655001 12.909082926650003 105.33378955095002 21.850554661550003 69.826413229550027 319.18044405035005 11.928667296000002 55.513971935650012 120.87576600310001 117.99105042915001 171.92791459955001 69.826413229550027 81.514192512750014 13.192618516750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 3 4 5 6 18 9 -9 10 -3 -12 13 14 15 16 -11 -14 -1 -20 -21 22 23 24 -22 26 -24 -19 29 -29
right_child=1 7 -4 -5 -6 -7 -8 8 -10 12 11 -13 17 -15 -16 -17 -18 27 19 20 21 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0013618132997281723 0.0012809610796284529 -0.0016621055401139187 -0.0011332186754799824 0.0010958693422074386 -0.0014084632786237291 -0.0020141887324963844 0.0019827478350424384 0.0016815961282372507 0.0001261893972581831 -0.0020569940203969406 0.00067986131566115718 -0.0019993565945912208 -0.00067806229685972745 -0.001964069571277185 0.0010486501817777133 0.0012505189218842104 0.00025982562106311222 0.00067079992133332563 0.001615442456810915 -0.0020381399963038185 -0.0019757690149853238 -0.0019725781003381133 -0.0019697595315120143 0.0015806113175225391 0.001987359882735918 -0.0020799341038595341 0.00012018067922179937 0.00038239892663608193 0.000157073957251829 -0.001372526986017556
leaf_weight=0.17651518918796849 0.56326894941594119 0.43394420353433716 0.37694061198999396 0.28305620368701045 0.26704760311520193 0.0925673865713178 0.10512689687311638 0.50994066125713178 0.97584116311918478 0.32789975032210339 0.89870968603281631 0.21701365762555724 0.66235782275907595 0.15365001763163366 1.9362680362537501 0.47272951978084155 2.926393771009657 0.8271763026714315 0.25345462285622522 0.11269176847417828 0.088384033912916382 0.081207728391745948 0.11527098895567167 0.33196679043612676 0.039896920323371887 0.1193051867376197 1.0506515268316432 0.58572503551840671 67.398320402797026 0.45119684035944374
leaf_count=150 31 24 32 15 30 8 4 24 51 16 33 76 18 525 36 13 285 7 16 15 142 41 192 27 1 58 107 3 2010 44
internal_value=0.000159948 0.000174699 -0.000175001 -5.91289e-05 -0.000174485 -4.6115e-05 2.75085e-05 0.000166789 0.000660026 0.000157308 -0.00035114 0.00015874 0.000167711 0.00041357 0.000478077 0.000181652 2.63849e-05 0.000147258 -5.92447e-05 4.56076e-05 -0.000159552 -4.36584e-05 4.6084e-05 0.000932918 -0.000743188 -0.000271497 -8.6445e-05 0.00015515 0.000148918 -0.000381224
internal_weight=82.8345 79.3404 3.49408 3.11714 2.83409 2.56704 2.47447 78.7772 1.48578 77.2914 1.54967 1.11572 75.7417 5.81694 5.66329 3.72702 3.25429 69.9248 2.36934 2.19283 1.93937 1.82668 1.74548 0.460248 0.128281 1.28523 1.16592 69.2624 68.4352 1.03692
internal_count=4034 3196 838 806 791 761 753 3165 75 3090 133 109 2957 875 350 314 301 2082 749 599 583 568 527 170 143 357 299 2064 2057 47
is_linear=0
shrinkage=0.00196078


Tree=955
num_leaves=31
num_cat=0
split_feature=5 13 7 9 10 17 6 15 5 10 7 19 7 16 7 5 13 16 17 7 4 8 3 19 13 6 16 9 9 16
split_gain=0.0209078 0.063548 0.0691781 0.0958679 0.0542379 0.0840349 0.0652994 0.0424901 0.0360239 0.0429685 0.0346659 0.0877662 0.059956 0.18988 0.15292 0.0896838 0.0717319 0.0555956 0.0472722 0.0553328 0.0367753 0.0390557 0.0349548 0.175362 0.186694 0.258063 0.111267 0.187452 0.208779 0.103804
threshold=29.996566321350006 121.87049551135001 21.725272673150005 66.346857137250012 60.613977009100005 168.81379805985003 23.145540791850003 19.388404648600005 28.449653740450003 57.041016153700006 21.147833206800005 14.051133688400002 22.105125139000005 22.744946812400002 22.181995028450004 19.092410691950004 105.94944646285002 22.714946882600003 168.59667799010003 20.873561687950005 195.50296729855003 2.6479335789000005 93.281431752200021 14.551174033150001 117.59584708395001 16.445384243750002 22.644947046300004 191.72037998490001 187.11236276785004 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 5 6 8 -5 9 -1 11 18 13 15 -14 16 -12 22 -6 20 21 -20 -16 26 25 -25 27 28 -24 -29
right_child=1 -3 -4 7 10 -7 -8 -9 -10 -11 12 -13 14 -15 17 -17 -18 -19 19 -21 -22 -23 23 24 -26 -27 -28 29 -30 -31
leaf_value=-0.10069100882340154 0.041974692872625882 0.097237073044885214 0.099573484011808044 0.059173671518631427 -0.10020511758873163 -0.10078993498340792 -0.10211915608030227 -0.10192376103277381 0.070223286209322583 0.049414467153851366 -0.10089986955418627 0.10059912038878623 0.066615834902820081 0.0025714651776054817 0.0024725354800892024 -0.1040602498055707 0.10050230642292973 0.024064404967033822 0.10049122838117697 -0.10121484451419588 0.079904214391503942 -0.10056275656134353 -0.010655210741918841 -0.10665489552673578 -0.1054933208597208 0.03620427682792917 0.010635572928817659 0.0079361677962641163 -0.10645260134329966 -0.015827634138545637
leaf_weight=0.036362158661176092 0.13009287438126094 0.092140159744303674 0.060446308023529127 0.019121492710041821 0.042099192504678196 0.13191457825502084 0.048652153462171555 0.11387634713128136 0.095101948983483453 0.04010195133741945 0.029662508844750302 0.1238719467073679 0.36374266154780244 1.0941666215658186 51.502351192152616 0.30128572175598833 0.043791996315121651 1.0842515165568318 0.014709951356053352 0.031617296989850274 0.095619806792740292 0.028154035950137768 0.56046800886178427 0.18906446529808896 0.33114994698553346 0.38178929985588184 5.6142329866761438 4.2898483159889338 0.38293476902890689 3.2162893388995144
leaf_count=68 31 11 9 7 172 162 4 109 40 12 50 9 28 12 2705 61 3 35 1 22 41 65 29 18 29 37 90 80 25 69
internal_value=0.00160875 0.0239698 0.00310395 -0.0190604 0.00147611 -0.0376714 0.000137721 -0.0787623 0.0291354 -0.0219675 0.00167383 0.0337133 0.00151864 -0.0184695 0.00195095 -0.079905 0.0191718 0.00160275 -0.00533126 0.0181496 0.0454017 -0.0315656 0.00123635 -0.00301778 -0.0457607 -0.0111101 -0.000276385 -0.00752675 -0.0495401 -0.00224633
internal_weight=70.4889 0.415677 0.323537 0.263091 70.0732 0.352133 0.220218 0.132998 0.171566 0.0764641 69.7211 0.336072 69.385 1.46891 67.9161 0.37474 0.0734545 67.5524 0.2122 0.170101 0.138484 0.042864 66.4681 14.9658 0.902004 0.570854 14.0638 8.44954 0.943403 7.50614
internal_count=4034 167 156 147 3867 286 124 116 120 80 3581 310 3271 126 3145 114 53 3117 301 129 107 66 3082 377 84 55 293 203 54 149
is_linear=0
shrinkage=0.1


Tree=956
num_leaves=31
num_cat=0
split_feature=16 16 16 16 8 0 0 10 3 6 8 2 10 5 12 18 17 3 13 10 7 9 2 16 9 15 9 8 8 6
split_gain=0.114941 0.550774 0.247324 0.332877 0.267334 0.198978 0.368485 0.257098 0.161357 0.748187 0.343867 0.248626 0.188658 0.176019 0.228074 0.183549 0.232805 0.273538 0.155343 0.142382 0.130414 0.118687 0.122743 0.115826 0.18646 0.241705 0.126053 0.102185 0.097163 0.0953239
threshold=20.404952284350003 19.974953289850003 19.644954061550003 19.284954903400003 7.8438787148500007 90.297243227400017 90.767723400200012 65.536543845950021 83.538459487450012 14.745344522600002 7.943800736700001 73.245799595050016 70.389210771400016 18.613387752550004 107.96682590455002 14.566453504450001 173.37301781405003 85.923121849150007 109.49014582065001 70.332753150650021 24.738571785850002 197.63955579655001 178.70687671690004 22.494947397000004 196.26893085885004 33.423812040500003 201.32298960505003 8.543332867800002 3.5472317755000007 16.265380038000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 8 28 7 29 23 -1 10 11 -10 -13 14 -11 16 21 -18 -17 -12 -16 22 -15 24 25 -2 -26 -8 -5 -7
right_child=5 -3 -4 4 -6 6 27 -9 9 13 19 12 -14 15 20 18 17 -19 -20 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0001827258865939244 0.00031207981534982362 -0.0015416859594223503 0.00081232306836060049 -0.0010324698136675097 -0.0020710235283747319 0.00089518611595153501 -0.00028365044615912205 -0.00073311164633862481 0.0019406274367437858 -7.7353073325090374e-07 0.00014847313787948215 0.00040784570281558209 -0.0019936205024237122 -0.0021253399630630412 0.0017291725242953415 -0.00016503621683571453 -0.0021327249399343711 0.0017565332914347455 -0.0020756556050676354 -0.002025829026575113 0.00050551461600536779 0.0011843831703970634 3.792701111632145e-05 0.00018131687030933016 -0.00021288068318635616 0.0017883579080860258 0.00060322887098738327 0.00062716817845154802 0.0013165692445476546 0.0019537179400675288
leaf_weight=22.1970497748013 0.88644397188909241 0.79241961626394086 1.8334339528519183 0.11638246569782396 0.49186095746699721 0.58540862798690729 1.0171538466820491 1.1309991721063841 0.17576107317290635 1.2536089478235228 0.12915397062897671 0.25682048508190292 0.24647668273365753 0.22064912238874945 0.72173322550952412 0.36686428885150224 0.081586476415395737 0.47030238522256695 0.295298229564537 1.1191219693137098 0.62469986034557223 0.10700343292046455 0.18571550838896655 43.491493737910332 1.4169665053486826 0.82158885849639773 1.4957078613806514 0.88613209687173355 0.16183888088562526 0.74120806669816375
leaf_count=1641 45 49 32 14 24 23 24 39 4 20 2 141 164 226 17 41 2 122 24 225 27 33 56 815 14 76 45 20 49 20
internal_value=0.000165477 7.25529e-05 0.000113742 6.99123e-05 -0.00120214 0.000221876 0.000693333 0.000190953 0.000104342 -0.000173828 -0.00119 -6.70798e-05 -0.00076821 0.000278747 0.000601077 -0.000206412 0.000297508 0.00118158 -0.0010171 -0.00180086 0.00116144 -0.000652899 -0.00113669 0.000212676 0.000507833 0.00102219 0.000206205 0.000140409 0.000333945 0.00148661
internal_weight=84.3209 31.8478 31.0554 29.2219 0.770082 52.4731 3.2299 49.2432 28.4518 6.2548 1.92733 0.679058 0.503297 4.32746 2.60004 1.72742 1.06526 0.551889 0.662163 1.24828 1.34643 0.513368 0.406365 48.1122 4.62071 1.70803 2.91267 1.90329 0.278221 1.32662
internal_count=4034 2913 2864 2832 87 1121 87 1034 2745 1104 536 309 305 568 64 504 439 124 65 227 44 315 282 995 180 121 59 44 63 43
is_linear=0
shrinkage=0.00196078


Tree=957
num_leaves=31
num_cat=0
split_feature=7 7 7 16 0 16 4 16 3 16 16 8 17 18 10 5 15 18 9 12 5 15 15 10 9 18 8 9 17 19
split_gain=0.0729653 0.142048 0.0947504 0.201976 0.125152 0.0953006 0.0817556 0.0859186 0.0944186 0.0786519 0.212687 0.261322 0.436267 0.212112 0.262648 0.288183 0.192381 0.184727 0.249776 0.697115 0.247578 0.584722 0.358388 0.232249 0.216553 0.347898 0.188083 0.147767 0.14182 0.187348
threshold=22.105125139000005 22.181995028450004 21.147833206800005 22.744946812400002 89.582113364650013 19.144955230800004 377.6847677435 18.704956259700005 108.56262776565002 22.624947093000003 22.614947116400003 8.3434888241000014 186.57794620975002 13.793345552600002 62.084563606450011 20.748863230450002 38.213426205600008 13.4793103924 196.26893085885004 171.67945071775003 20.204934414350003 31.385732506450001 37.606388722050006 61.923256118600001 193.67618212375001 14.030930991100002 7.6440346712000009 197.55459634620004 193.58923865885004 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 6 4 -4 -6 7 -1 -9 10 17 -12 -13 14 -11 -16 -15 28 19 20 21 24 -22 -21 -19 -26 -25 -20 29 -3
right_child=1 9 3 -5 5 -7 -8 8 -10 13 11 12 -14 16 15 -17 -18 18 27 23 22 -23 -24 26 25 -27 -28 -29 -30 -31
leaf_value=-0.0005075174664589191 0.0012195790141820658 0.00074532047833444611 -0.0020632000522737845 -4.6348124670494533e-05 -0.0019832200974136253 0.0018983564388282302 -0.0019709668940182867 0.00097412562615753918 -0.00096018204558873208 0.00028956702621501444 0.00025110602728764726 -2.9799801625754485e-05 -0.001936372064254403 0.0019827468875024926 0.00033673758994547315 -0.00098500678791911436 0.00051702563786871103 0.000232214490667539 0.00076881329533462711 0.0020049825788698858 0.0019862144781941215 -0.0020636268859085274 -0.00018997171400178913 -4.6222080902850512e-05 0.00038090590903838868 -0.0021646617024093356 -0.002153682178883118 0.00012176835501100156 0.00095247831245220884 0.00013728716787665522
leaf_weight=0.30512768127130063 0.47472021902285533 2.5219931928559154 0.3761873883854604 1.2747652985854072 0.039881397338149327 0.06231924204621464 0.05981460968604313 0.71173823504068423 0.11233402223297162 14.363862657601208 1.4566306771885131 1.0656110881827769 0.81383563988856611 0.46347771643195201 1.1506957593373948 1.4129759710704091 1.3387648388161322 4.1807626851564228 1.41338197904406 0.065191999077796825 0.5483377259224651 0.55887849023565639 0.61984552815556526 0.19582965681087194 0.4212394980713724 0.40475257981961477 0.96570799780420202 33.996583752894139 1.333198493484814 8.5647576373955854
leaf_count=472 31 60 50 31 68 4 56 77 80 246 22 8 43 19 22 35 57 335 31 1 58 41 4 603 10 35 48 1342 30 115
internal_value=0.000138872 0.000150259 -0.00016427 -0.000454052 -0.00154046 0.000383662 0.000263 0.000381335 0.000710449 0.000143739 0.000108662 -0.000372256 -0.000855381 0.000254468 0.000186382 -0.000391746 0.000893961 0.00013742 7.70418e-05 -0.000236792 1.08676e-05 -0.00016138 0.000831516 -0.00159625 5.09579e-05 -0.000866473 -0.00179837 0.000147595 0.00034826 0.000275601
internal_weight=81.2732 78.331 2.94217 1.75315 0.478388 0.102201 1.18901 1.1292 0.824072 77.8563 59.1265 3.33608 1.87945 18.7298 16.9275 2.56367 1.80224 55.7905 43.3705 7.96055 6.73382 5.56563 1.16818 1.22673 5.00675 0.825992 1.16154 35.41 12.4199 11.0868
internal_count=4034 3196 838 153 122 72 685 629 157 3165 2786 73 51 379 303 57 76 2713 2508 1135 483 421 62 652 380 45 651 1373 205 175
is_linear=0
shrinkage=0.00196078


Tree=958
num_leaves=31
num_cat=0
split_feature=16 16 16 16 8 3 10 16 2 13 15 16 16 7 13 9 7 8 2 7 5 17 3 4 3 2 5 17 2 9
split_gain=0.0990287 0.551711 0.240193 0.356047 0.269697 0.207445 0.791548 0.198265 0.287382 0.243274 0.181452 0.338366 0.322394 0.315807 0.220943 0.204431 0.170883 0.153571 0.317463 0.145203 0.137197 0.15682 0.133743 0.127844 0.12396 0.153976 0.753447 0.150797 0.38408 0.303349
threshold=20.404952284350003 19.974953289850003 19.644954061550003 19.284954903400003 7.8438787148500007 83.538459487450012 71.096275259700022 20.844951255400005 133.20345888755003 114.02557468670001 28.626568391100005 19.199955102150003 18.684956306450005 24.545313225450005 109.46594969745001 213.27127849780001 24.437987282900004 7.943800736700001 73.245799595050016 23.051546669900002 17.505247228350004 171.92791459955001 87.162501047250018 178.59129095495004 93.281431752200021 108.24034454255001 22.468249633400003 192.77618096940003 197.87172150825003 196.26893085885004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 -1 10 8 19 -9 13 12 15 20 -14 16 -12 18 -8 -2 -7 22 -22 -23 -11 -26 -27 -28 -29 -30
right_child=7 -3 -4 4 -6 6 17 9 -10 24 11 -13 14 -15 -16 -17 -18 -19 -20 -21 21 23 -24 -25 25 26 27 28 29 -31
leaf_value=0.00023026381101336888 0.00059470252513184178 -0.0014967245240040316 0.00084903237791517018 0.00046228756612814271 -0.0020699406736333337 -0.0011519789021853574 0.0020426587582128581 -0.00086056279649357437 0.00020661295954056043 0.0003237511108799955 -0.00011843824577547504 -0.0021227367511097938 -0.0002350218831949322 0.001745031126047865 0.0016232910186694037 0.00080366626379994226 -0.0020778806625089499 -0.0020130565087595875 -0.0019940753496143463 0.0018855880424415291 0.0019718760949440114 0.00029321810310644746 -0.0011677772400124652 0.0016060019038981516 0.00032572632202115549 -0.0015857685566206263 2.1473368513891415e-06 0.0016113051190191337 0.00052203458865864635 -0.0011863634326805966
leaf_weight=22.335370541538353 0.54880188005336028 0.8026520958810569 1.780381676449905 0.24042726995321473 0.4938899680855684 0.27139192693357461 0.1227316594449801 0.7940766285173585 1.8448134070349622 26.257085307850502 0.2872358298627663 0.31659780355403189 0.42709247814491369 0.61468863143818442 0.58006732453213772 0.24113291882531485 0.4232840061376919 0.89444036761415191 0.19219813358876081 0.85997489758301526 0.060987640732491744 1.0650711711496113 0.36052464743761448 0.38950437916668068 8.5157654787180963 1.0747325146803621 8.6844276601004804 0.86628435179227326 1.4379928380549243 0.55337305875582377
leaf_count=1641 32 49 32 63 24 24 2 33 40 431 22 15 26 19 20 23 71 193 148 27 7 15 348 171 191 37 199 34 20 77
internal_value=0.000194154 0.000108324 0.000149753 0.000107286 -0.00124085 0.000141921 -0.000173939 0.000247383 0.000715854 0.000215749 0.000168043 -0.000241967 6.20167e-05 0.0005058 0.000835262 -0.000756329 -0.00128575 -0.00159845 -0.000420915 0.00138271 0.000151085 0.000339585 -0.000713508 0.000644754 0.000233785 0.000122002 -1.55031e-05 0.000130711 0.000521418 4.72944e-05
internal_weight=83.337 31.8997 31.097 29.3166 0.734317 28.5823 6.24695 51.4373 3.25359 48.1837 5.03758 2.27541 1.95881 2.76217 1.00716 0.951653 0.71052 1.20937 0.31493 1.40878 2.14748 1.87609 0.421512 1.45458 47.3897 21.1326 12.6168 11.5421 2.85765 1.99137
internal_count=4034 2913 2864 2832 87 2745 1104 1121 99 1022 761 177 162 584 46 116 93 343 150 59 565 541 355 186 989 558 367 330 131 97
is_linear=0
shrinkage=0.00196078


Tree=959
num_leaves=31
num_cat=0
split_feature=16 16 16 16 7 0 0 10 7 18 0 0 0 2 6 0 17 17 13 10 8 16 3 6 0 3 12 16 19 19
split_gain=0.0824222 0.569664 0.248296 0.379841 0.41972 0.234228 0.401698 0.20592 0.203226 0.270262 0.19845 0.694961 0.507339 0.385967 0.211306 0.192465 0.192449 0.200848 0.164279 0.557959 0.413645 0.385391 0.190414 0.1499 0.126456 0.305819 0.276599 0.181432 0.224917 0.288992
threshold=20.404952284350003 19.974953289850003 19.644954061550003 19.199955102150003 24.081116689550004 90.297243227400017 90.767723400200012 65.536543845950021 23.851446749400001 11.862896247150001 94.047642319350018 94.625660817400004 92.313586825200005 130.66814494305004 14.935348962050002 93.692765846100016 171.92791459955001 188.64489188380003 108.08408221840001 71.015621515800021 7.943800736700001 18.124957616000003 83.538459487450012 11.125259939900001 96.959242474650011 82.59481068365001 81.514192512750014 15.584963555600002 13.351077205700003 12.551012654050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 10 8 7 -7 -2 9 -5 12 14 16 -14 -12 -15 -1 -18 22 21 -21 -20 24 -24 -13 26 -26 -28 29 -29
right_child=5 -3 -4 4 -6 6 -8 -9 -10 -11 11 18 13 15 -16 -17 17 -19 19 20 -22 -23 23 -25 25 -27 27 28 -30 -31
leaf_value=-0.0013829583717598379 0.00018063088751655128 -0.0015687599521817508 0.00080466947168808013 0.0010046631470721544 -0.0017761378823564682 0.0015241699303652708 0.00012430773382407769 -0.00063446241430206859 0.0007177195807818701 -0.0019933577452258574 -0.0020989762099194857 0.00039305287331770213 0.0018302194782213032 -0.0013507032302909866 5.3513002866325206e-05 0.0013096434224866386 0.00094434333145732225 -0.002037343588388976 0.0020273166087572893 0.0012776324680223124 -0.0020553440947215116 -0.00052463992744208421 0.0012989842969497202 -0.002003905382631079 -0.0021783571215409849 -0.0024733932369309271 0.00027102701557764829 0.0005070433753869844 0.00020409979752854834 -0.0016007226224468924
leaf_weight=0.47365336470648889 47.569843391680706 0.79711466713342716 1.8597639555955527 0.17946135671809249 0.87514726363588113 1.3451176034286612 1.9032307847519403 1.2222537789493788 0.67673453688621521 0.32489316682767821 0.71790297440020623 8.4689841564741162 1.2673908368742557 0.265879135821251 0.23201050888746977 0.17231102556706901 0.42445014821760196 0.10920303584998692 0.43105636537074932 0.17458546534180641 0.79534605058142915 0.48183907096972689 0.066703677455733579 0.25398217526122835 0.19806944276205918 0.1769038138190816 10.575904899102481 0.36274114103434774 1.4837915272510143 0.80532533522000449
leaf_count=369 995 49 32 28 34 43 44 39 3 54 122 71 39 37 9 14 181 41 5 3 138 42 14 75 36 7 1224 34 88 164
internal_value=0.000145703 6.84784e-05 0.000109449 6.63422e-05 -0.000746999 0.000194154 0.000703981 0.000160213 1.55581e-05 -0.00092659 0.000126204 7.20094e-05 0.00063012 0.00128176 -0.00157324 -0.000304566 -0.000473243 0.000334192 0.00013639 -0.000419878 -0.00145542 0.000680358 0.000183163 -0.00131689 0.000204957 8.78501e-05 0.000121598 0.000156037 -0.000302556 -0.000946159
internal_weight=84.6916 32.6511 31.854 29.9943 2.05624 52.0404 3.24835 48.7921 1.18109 0.504355 27.938 25.2251 2.71289 1.70558 0.949913 0.43819 1.00731 0.533653 24.2752 1.88283 0.969932 0.912895 22.3924 0.320686 22.0717 13.6027 13.4258 13.2278 2.65186 1.16807
internal_count=4034 2913 2864 2832 119 1121 87 1034 85 82 2713 2032 681 90 131 51 591 222 1901 188 141 47 1713 89 1624 1553 1546 1510 286 198
is_linear=0
shrinkage=0.00196078


Tree=960
num_leaves=31
num_cat=0
split_feature=13 18 9 6 15 15 18 15 18 10 16 16 0 3 5 0 8 17 13 9 9 6 18 0 3 18 8 18 4 0
split_gain=0.0294221 0.0391277 0.0408376 0.031593 0.0266929 0.0234765 0.0924276 0.0852724 0.0814434 0.0782705 0.0321386 0.231903 0.217342 0.29711 0.601205 0.352472 0.188272 0.175803 0.127197 0.0646912 0.293106 0.125078 0.201147 0.184662 0.129303 0.348751 0.107105 0.144718 0.0844873 0.0762284
threshold=98.050756475600011 17.323446153950005 29.501628670900001 8.2451926476000015 11.939171177750003 19.763739472850002 15.788786379500001 18.019770707250004 16.408483343700002 68.910558799650019 19.644954061550003 19.284954903400003 93.399723909900004 88.315849585200013 19.925387549600003 90.407470010750018 7.8438787148500007 203.48482458890001 113.97180552410002 196.26893085885004 192.39832633775004 14.955349429350003 14.266702464150002 93.953546284800012 84.812788641250009 14.420596409350003 8.6432548896500023 14.297806230850002 142.34057910165004 94.047642319350018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 -3 -5 6 7 -2 -8 -9 11 19 13 14 -12 18 -13 -17 -15 20 28 22 -21 -24 -25 -26 -23 -28 -7 -27
right_child=5 3 -4 4 -6 10 8 9 -10 -11 12 16 -14 15 -16 17 -18 -19 -20 21 -22 26 23 24 25 29 27 -29 -30 -31
leaf_value=0.070969995446377401 0.0078828320441709631 -0.10029016665848078 -0.10071655601265239 -0.1008384199644872 0.045635836812505409 0.078125402515213785 0.07683890895710048 0.047527936740888038 0.0058460574744555972 -0.10252954199803276 -0.088776503555756392 0.022138290684875571 0.036015247946823752 -0.035173936812324377 0.058436368451524716 0.10131956689078059 -0.10435434108164066 0.018500937442804836 0.0026753226086612546 -0.060196495449977849 -0.085960201636608738 0.086915323944753584 0.063306217336512705 0.0036832854203395246 0.019037223958080423 -0.024688260811014689 0.072092779427217896 -0.10288429766197403 -0.0042882313278977324 -0.10538283229836738
leaf_weight=0.016181933872004062 1.1588344169150548 0.023878933572092365 0.096321163038837199 0.014299730055654436 0.095741235928471724 0.13062380795600592 0.34665376210250531 0.046308325684094487 0.3026994060492143 0.13939017414486443 0.9289590575499449 0.17010568844489071 1.9418667530408118 0.90759082976728578 0.39553465484641492 0.52877568174153455 0.38170361757511273 0.49743421259336174 40.910913577242468 0.51943061652128264 0.46840687915391743 0.31821697828126971 0.49261843709973874 16.058304240679721 0.70210110716288798 0.15820072661153972 0.10339906997978687 0.087069792571128346 2.607436787088119 0.45021482101310539
leaf_count=89 75 427 508 86 76 9 21 50 27 27 56 62 25 35 15 18 24 29 1022 38 46 21 28 477 57 7 35 15 541 88
internal_value=0.00194711 -0.0325467 -0.0760219 0.00397586 0.0266016 0.00206724 0.0127642 -0.00219837 0.0437452 -0.0651092 0.00175705 -0.00132783 0.00327222 0.00183269 -0.0448142 0.00327473 -0.0653606 0.0611749 0.00185388 0.00027128 -0.0128617 0.00250058 0.00114688 0.00293081 0.00121843 -0.0289844 0.0514151 -0.00789519 -0.00035655 -0.0844006
internal_weight=70.9992 0.246423 0.112503 0.13392 0.110041 70.7528 1.99389 1.34453 0.649353 0.185698 68.7589 22.6478 46.1111 44.1692 1.32449 42.8447 0.551809 1.02621 41.8185 22.096 3.20647 18.8896 18.3809 17.8614 17.3688 1.31052 0.508686 0.190469 2.73806 0.608416
internal_count=4034 1186 597 589 162 2848 200 152 48 77 2648 1448 1200 1175 71 1104 86 47 1057 1362 596 766 695 657 629 152 71 50 550 95
is_linear=0
shrinkage=0.1


Tree=961
num_leaves=31
num_cat=0
split_feature=12 12 7 12 2 17 13 16 0 6 0 13 13 0 6 8 2 15 12 15 16 15 16 19 5 9 18 18 3 17
split_gain=0.0238156 0.205688 0.241241 0.174845 0.225874 0.117719 0.07398 0.475309 0.218542 0.331875 0.221909 0.256567 0.192953 0.16654 0.321885 0.264538 0.146019 0.108242 0.16479 0.0960744 0.0696969 0.180569 0.104165 0.0883439 0.158734 0.0909827 0.0743967 0.188374 0.0684874 0.0612418
threshold=149.09269374785001 152.73554204000004 22.721067571950005 145.97209859650005 121.84632764400003 188.83172615260003 109.49014582065001 19.029955499700005 93.399723909900004 15.255356438950001 90.407470010750018 113.97180552410002 112.64908412395 96.163458868000006 14.745344522600002 7.943800736700001 73.245799595050016 29.329759478700002 107.96682590455002 34.694997775350011 22.604947139800004 37.491361913600009 22.624947093000003 14.251149826300002 23.626838821450004 190.16588783940003 12.971888692100002 13.065205089100003 112.77544165605001 183.35201426355002
decision_type=2 2 2 2 2 2 2 2 2 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 7 13 9 -8 11 19 -12 14 15 16 -1 18 -16 -11 21 23 -22 24 -13 -25 -24 -28 -26 -3
right_child=1 29 -4 4 5 -7 8 -9 -10 10 12 20 -14 -15 17 -17 -18 -19 -20 -21 22 -23 26 25 28 -27 27 -29 -30 -31
leaf_value=0.097345407356108887 0.025434690555061479 -0.019692220424375378 -0.10603732407981158 0.10289855478928547 -0.10461495164187136 0.044139291985260162 -0.058464936813417238 -0.098356682750130278 0.041573201090574073 -0.098277285648705859 0.01009194010911553 0.10143686451447381 0.099943973936788374 0.0044412387703288521 -0.051806696894364762 -0.10289825341592784 -0.072969114093210052 -0.042775532773335331 0.082586372632700258 -0.0022801148944663909 -0.021989227087602453 0.072451167528958305 -0.00037325724591268897 -0.027861813223945237 -0.10152140101022489 0.01172305890498921 0.074404652596401805 -0.0002858925810863039 0.094375197881589851 0.0017846987214259064
leaf_weight=0.12178462997689077 0.220054955323575 1.3787102361478307 0.38158327544147141 0.38603002298623224 0.099690606725289399 0.11407605235763185 0.81509676715359347 0.49718792294152159 1.6849761265330006 0.32906260244135133 0.49290031753480512 0.24225783348083307 0.46397061599418521 13.79944756476513 0.12359346147297856 0.6426262452150695 0.085807091241804301 0.18535610288381577 0.34852493894322834 0.15260029770433903 1.6407122530508784 0.50047365715727199 3.9911287980503403 0.69034326449036587 0.070089877769532904 3.6535209859721363 0.51941032730974235 0.96503260778263211 0.023943215783219784 35.894542481409175
leaf_count=4 21 495 39 16 22 23 41 40 27 77 22 7 19 491 24 149 113 10 58 7 27 21 93 9 199 113 19 44 4 1800
internal_value=0.00176006 5.4021e-05 -0.0579502 0.00373974 0.0572328 -0.0252326 0.00273833 -0.00213198 0.0074793 0.00353117 0.00721018 0.003732 0.0536597 0.000993469 -0.0305629 -0.0711949 0.0269467 0.0219807 0.0474043 -0.0678635 0.00653635 0.0153599 0.000112831 0.00925485 0.0586335 0.00543208 0.00673554 0.0258485 -0.0516411 0.000990283
internal_weight=70.5145 37.8749 0.601638 32.6396 0.599797 0.213767 32.0398 15.8043 16.2355 14.5505 13.7354 12.7786 0.956871 15.3071 1.50769 0.850218 0.207592 0.657475 0.472118 0.481663 12.2969 5.18063 7.11628 4.68016 0.336291 4.34386 5.47557 1.48444 0.0940331 37.2733
internal_count=4034 2355 60 1679 61 45 1618 889 729 702 661 620 41 849 358 266 117 92 82 84 536 353 183 332 210 122 156 63 203 2295
is_linear=0
shrinkage=0.1


Tree=962
num_leaves=31
num_cat=0
split_feature=5 3 2 12 18 10 0 10 2 13 5 12 16 19 13 9 15 7 5 5 9 5 6 3 19 0 2 16 15 3
split_gain=0.0215144 0.140098 0.0954546 0.0661904 0.0677755 0.074262 0.0626917 0.0756772 0.0655947 0.0591246 0.0428163 0.153233 0.0467854 0.0365011 0.135345 0.132268 0.118889 0.177478 0.14861 0.105886 0.123055 0.105252 0.104418 0.164936 0.0867701 0.125147 0.105303 0.0858959 0.0515153 0.0386885
threshold=25.767562150000003 92.913112988300014 315.94243452415003 69.826413229550027 11.928667296000002 55.513971935650012 78.626646483100004 61.778079379550007 258.06114663960005 120.87576600310001 24.453399453300005 283.37952236595009 22.824946625350005 14.451165964200003 115.12515406205002 196.64273721640004 42.713473568600008 23.127267687200003 20.305669781650003 20.849573174100005 202.37225149245003 20.204934414350003 16.575387281250006 93.72771580185001 14.551174033150001 86.329079026800017 116.68694986600001 22.514947350300002 44.891409666300007 93.394346993650018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=10 -2 3 -3 5 9 8 -8 -6 -5 13 12 -12 22 15 -15 18 -18 21 -20 24 -16 29 -24 26 -26 -21 -22 -19 -1
right_child=1 2 -4 4 6 -7 7 -9 -10 -11 11 -13 -14 14 16 -17 17 28 19 20 27 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0026762217734561063 0.099389574561835281 -0.10185276294562623 -0.10055621943836904 -0.10039708517141953 -0.087730114766816525 0.079428242302272536 0.072713451076239263 -0.055105472398800995 0.10011168202946752 0.10070840384962737 -0.10307115711011437 -0.0018076317000822032 3.9131340837844549e-05 0.0098348756106241674 0.076500758933354632 -0.082400248512633167 0.0037859362065574644 0.096739810643532112 -0.028207698380940477 0.045501844098272626 -0.005865860818931804 0.011845608972074977 -0.073278528217191996 -0.0034437242811734582 -0.024636523338413575 0.018683010523438081 0.0072850723203166327 -0.066268268319974399 0.042078122077487942 -0.004625640664391065
leaf_weight=45.945570596747288 0.16805894267842703 0.048417568468721583 0.086074409026679177 0.047486119777659042 0.12674411123953178 0.2411641284761572 0.12583887373330072 0.073303240483824084 0.021785618042486021 0.021121608093380928 0.21989038653009529 1.6530693199156301 0.055015287856804207 0.29870444070547719 0.46372045233147019 0.32424567569978535 0.80481966976822039 0.39123709453269839 1.0892971582943571 1.2260521426796915 0.71460612257942535 0.55089922994375229 0.48192347551230241 1.1340055632399524 1.2643853782210501 1.4112336956895886 1.7502407184219917 0.35110437815092155 0.30825903671575361 8.6172409097310361
leaf_count=2659 17 10 65 144 181 27 30 34 4 1 119 32 7 17 42 23 22 19 31 32 17 3 31 50 38 20 27 49 35 248
internal_value=0.00159521 0.0164625 -0.00113569 0.0109879 0.0192981 0.0533131 -0.011009 0.0256639 -0.0601784 -0.0384847 0.00138853 -0.0133043 -0.0824363 0.00181052 0.0070926 -0.0381735 0.00982347 0.0358077 0.00539243 0.000713325 0.00540302 0.0413955 0.000781086 -0.0242708 0.0112801 -0.00178798 0.0230281 -0.0257658 0.0726511 0.00152302
internal_weight=70.0155 0.959995 0.791936 0.705861 0.657444 0.309772 0.347672 0.199142 0.14853 0.0686077 69.0555 1.92797 0.274906 67.1275 10.9488 0.62295 10.3259 1.50432 8.82154 7.80692 6.71762 1.01462 56.1787 1.61593 5.65191 2.67562 2.97629 1.06571 0.699496 54.5628
internal_count=4034 513 496 431 421 172 249 64 185 145 3521 158 126 3363 375 40 335 76 259 214 183 45 2988 81 117 58 59 66 54 2907
is_linear=0
shrinkage=0.1


Tree=963
num_leaves=31
num_cat=0
split_feature=18 10 7 7 0 13 7 7 9 17 12 17 7 7 16 8 5 15 18 6 9 4 19 0 15 17 18 0 15 5
split_gain=0.0825761 0.230934 0.240122 0.396991 0.200972 0.264001 0.219174 0.173229 0.237906 0.656241 0.336782 0.32532 0.344957 0.293387 0.212166 0.256822 0.227122 0.205347 0.279726 0.27276 0.270041 0.198053 0.194164 0.282197 0.183891 0.181876 0.311687 0.163584 0.13269 0.254371
threshold=13.946975448150001 61.950140699950005 23.822419043000004 23.699538637550003 93.399723909900004 113.0174028878 23.445318439400001 23.109894804950002 195.30595290385003 190.94474013770002 225.59153217100001 188.19076296340003 22.695144739300002 22.589037079550003 22.454947490600002 8.2435668022500028 19.749058312400006 40.974857724300008 13.327513832500001 16.525386113000007 184.85936449530001 169.14490639835003 14.251149826300002 85.963448721100022 25.186533201700005 184.94410812320004 12.920478434700001 85.877418060900013 35.215351613950006 22.783584484750005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 -2 3 4 5 -3 -6 8 10 22 11 12 13 28 15 -9 -17 18 20 -19 -13 -11 25 -24 -12 26 -10 -22 -1 -30
right_child=1 2 -4 -5 6 -7 -8 14 9 21 24 17 -14 -15 -16 16 -18 19 -20 -21 27 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00033362084239958717 -0.0019524935098720131 -0.0022458822768839874 0.00012821285142939945 -0.001901013720853949 -0.0016326773286983441 0.00011096585145209144 0.00079904886087513107 -0.00047750880396565292 -0.0021944973088991277 -0.00044905282046453515 0.00067547499407512735 3.0357586738697248e-05 -0.00089867273796582516 0.0017147219282151675 0.00024356348162975024 0.0004766534066181543 0.0017844387528260703 -0.0006208742565812648 9.8082332990995536e-05 0.00063150726110069283 0.0007327478624551332 -0.0021009688296497416 0.00039058400256816614 -0.00095216482600169025 -0.0020602424994966657 0.0019438496592482305 0.0019355628726699611 0.0019426834646872162 -0.0008454803362169948 0.00016859309059473986
leaf_weight=3.5835884331365921 0.21577592233370424 0.30905302294115644 31.923383273583113 0.59484109789991624 0.16653192750629819 0.44703378365375102 0.98754564301663095 0.46216271428875488 0.14052119896223247 0.42048583226278402 0.12483668093250244 0.56939924997277547 1.434150045912246 0.43280863645486523 24.701397907061619 1.0049282237887385 1.0378402997739611 1.0851576978566302 1.278481217709668 1.7417525674682108 0.62711915234103788 0.82950977209111443 1.5905690420404428 0.96796946955146257 0.38830677536361691 0.38606994785368443 0.14049119958872325 1.3640782190486787 1.4480756409466264 2.770588867359038
leaf_count=598 22 71 2117 39 117 17 29 18 33 14 52 25 29 13 280 21 84 34 35 18 18 42 78 14 79 8 8 51 39 31
internal_value=0.000142791 6.96683e-05 8.23419e-05 -0.00050223 -6.66366e-05 -0.000852404 0.000448154 0.000194991 6.26685e-05 -0.000339169 0.000169413 0.000218547 -1.12049e-05 0.000143349 0.000298704 0.00084245 0.00114108 0.00055181 0.000847124 0.000150759 0.00122111 -0.00154528 0.000128224 -0.000117417 -0.0013947 0.00107036 -0.000129688 0.00156162 5.61815e-05 -0.000179492
internal_weight=83.1745 34.6442 34.4284 2.50501 1.91016 0.756087 1.15408 48.5303 21.324 4.47562 16.8483 16.3352 9.66921 8.23506 27.2063 2.50493 2.04277 6.66599 3.83908 2.82691 2.5606 1.25 3.22562 2.55854 0.513143 0.667082 0.281012 1.9912 7.80225 4.21866
internal_count=4034 2412 2390 273 234 88 146 1622 1219 197 1022 891 710 681 403 123 105 181 129 52 94 56 141 92 131 49 41 69 668 70
is_linear=0
shrinkage=0.00196078


Tree=964
num_leaves=31
num_cat=0
split_feature=18 16 19 13 9 17 0 7 7 9 15 7 10 10 18 18 0 6 3 6 5 16 15 3 15 6 16 15 18 2
split_gain=0.0211827 0.094457 0.119515 0.396141 0.298113 0.340007 0.272157 0.11459 0.120864 0.106287 0.0949323 0.188389 0.104601 0.339172 0.224734 0.257259 0.221222 0.336618 0.135131 0.355951 0.17799 0.101145 0.094929 0.0757188 0.144944 0.12957 0.256805 0.23483 0.0820913 0.0793913
threshold=13.946975448150001 22.644947046300004 14.251149826300002 112.64908412395 205.22231928645002 204.75389752000004 91.937202686950016 23.445318439400001 23.549545123900007 209.54955617820002 36.207782793200003 24.054467534550003 69.999384342500022 69.563854125350005 14.266702464150002 14.104086706500002 93.953546284800012 14.905348261050003 83.538459487450012 14.745344522600002 17.089764221050004 18.964955651700002 36.742238227650013 92.598563387050021 40.42701969085001 16.355382140900002 22.614947116400003 42.246988155050012 13.142272494650003 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=23 2 3 6 5 -4 -2 -8 -9 -6 12 -12 13 -10 15 -14 -16 18 21 20 -20 -18 -7 24 29 26 27 28 -25 -1
right_child=1 -3 4 -5 9 22 7 8 10 -11 11 -13 14 -15 16 -17 17 -19 19 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0.020886134228745371 -0.10393386809500937 0.060899371511774915 -0.11373890734078745 0.090578187228558038 0.028254579177421704 -0.041433212689349783 -0.087113562995447286 0.095115336039784837 -0.022193921088899865 -0.015302216940299387 0.10198486927405244 -0.10172576101531561 0.016415993439939661 0.077032146670038118 0.06346059640473202 -0.1134039807042542 0.0028828538744149991 -0.10463137972437538 0.012582379843731829 0.012320774740159718 -0.10276838493960123 0.065208147887372392 0.056098432926892594 -0.014289147730302335 0.054167945522324394 0.0016492846618970437 -0.10491226258201847 -0.10856302552048824 0.091173225803808822 0.00084472240390849802
leaf_weight=2.9129735225360385 0.25145511946327204 0.24822632584255089 0.58353698507380558 0.48774078456335601 0.86693465284770388 0.20518683365662582 0.14791811115601916 0.13617793073126705 0.68030906434069638 1.5835565642919389 0.057708453387021019 0.21279748673805443 0.2616884555900495 0.69784800132947566 0.559030674477074 0.3663346249377355 18.872864588474588 0.30462854553479601 0.17272902133117796 1.0833931704401036 0.59306402099173283 0.2640276894235275 0.19428954618342686 0.11301585024893057 0.71125288354232985 30.543838211037041 0.34018352670318563 0.12099090352273834 0.2127480786147089 6.1489025201934737
leaf_count=145 80 34 27 28 43 27 123 8 23 52 1 92 31 19 34 17 1510 23 34 24 163 5 14 105 35 1117 37 17 24 142
internal_value=0.0015566 -0.000521423 -0.00105482 0.00133441 -0.0185554 -0.0650785 -0.000430572 0.000635626 0.00117059 0.000107304 0.000640336 -0.0582671 0.0013083 0.0280505 -0.000331323 -0.0593098 0.00136389 -0.00026659 0.00124834 -0.0245658 -0.0767504 0.00374274 0.00600233 0.00301419 0.0106989 0.000617059 -0.0394472 0.0104014 0.0545856 0.00728711
internal_weight=69.9354 28.8314 28.5832 25.1497 3.4335 0.983013 24.662 24.4105 24.2626 2.45049 24.1264 0.270506 23.8559 1.37816 22.4778 0.628023 21.8497 21.2907 20.9861 1.84919 0.765793 19.1369 0.399476 41.1039 9.77313 31.3308 0.786938 0.446755 0.325764 9.06188
internal_count=4034 2412 2378 2215 163 68 2187 2107 1984 95 1976 93 1883 42 1841 48 1793 1759 1736 221 197 1515 41 1622 322 1300 183 146 129 287
is_linear=0
shrinkage=0.1


Tree=965
num_leaves=31
num_cat=0
split_feature=3 6 7 15 5 6 3 2 18 16 2 12 7 10 13 15 9 15 5 12 7 14 9 2 19 12 0 0 5 3
split_gain=0.0211149 0.202204 0.168114 0.230764 0.143201 0.140055 0.0950132 0.0742115 0.0815481 0.0671983 0.0571314 0.0852756 0.0550101 0.0449223 0.0607865 0.412384 0.0454452 0.042813 0.0377507 0.0608953 0.0669121 0.412961 0.0670366 0.0589954 0.211957 0.054631 0.0478218 0.473554 0.282839 0.132776
threshold=81.105404879350019 12.350288562550002 25.987500066900001 23.292710050100002 16.078966488550005 12.165284239900002 84.092281862300013 171.97230602530001 17.551307094650003 17.684958644900004 137.73157856955004 199.78749241660003 20.873561687950005 75.634392583900009 104.08096806215002 24.545953118950006 66.687144445250013 17.155819993400005 16.569990495050003 93.660658182900008 23.9417051038 162.62753922915002 197.29115675710003 56.478612905150008 14.251149826300002 85.453317281250008 94.047642319350018 94.625660817400004 18.128874633450007 86.589859465500012
decision_type=2 2 2 2 2 2 2 2 2 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 17 6 7 10 -1 -9 -10 -2 -12 -8 14 15 16 -6 -4 -16 20 22 -22 23 -20 -25 -24 28 -28 -21 -30
right_child=4 2 3 -5 13 -7 12 8 9 -11 11 -13 -14 -15 18 -17 -18 -19 19 26 21 -23 25 24 -26 -27 27 -29 29 -31
leaf_value=0.0022848474831784235 0.070206713009138305 -0.098851104370865139 -0.012880548232004053 0.073184172192297975 0.034724033835127711 0.084637146356308313 0.032007095588190537 -0.10155725552278783 -0.054008580799548594 0.10029812039789841 -0.029639112842024487 0.062861346760907849 -0.10097833441842413 -0.022049850607878414 0.014748052641230303 0.10361372665516005 -0.10912437150827542 -0.10156738582943672 -0.005873593916926015 0.057948239380692004 -0.112206608719739 0.017629916855067651 -0.006428409814157595 -0.11152369175141541 0.014765586263064179 0.028801083959473631 -0.089477485286465652 0.0012633611045653013 -0.037046488586529362 0.002867382095851299
leaf_weight=5.2381150268433379 0.54404897967469767 0.38244971537488925 0.081029318374930881 0.19451791008759756 0.02580069864951795 0.20114658314560063 0.055027610622346401 0.1471651247050757 0.067431570311910605 0.048535658745095134 0.18395777940168045 0.21749923376455627 0.071550238074451045 0.81066916298044489 2.0355201333295545 0.32139177434146404 0.14762388877227295 0.16583144868491217 1.4599110800772899 0.92563637867715343 0.39871232537552692 0.63530926255043596 0.91633378071855964 0.25129181052102456 0.282072723377496 0.84708976243564393 0.61430899410970496 9.017062314642315 0.85019486967939784 42.272172011681363
leaf_count=581 28 93 15 21 64 16 8 274 353 15 27 27 108 29 31 5 66 47 33 38 53 7 41 33 14 14 90 249 56 1598
internal_value=0.001402 -0.00401204 -0.050322 -0.00827212 0.00196389 0.00267839 0.0381986 -0.000318335 -0.0521393 0.0105733 0.049091 0.0204753 -0.0431651 0.00133542 0.0016462 0.0365532 -0.0877238 -0.0724569 0.00136073 0.000894673 -0.00990793 -0.0324342 -0.00370762 -0.0162722 -0.0447349 0.0104947 0.00185877 -0.00452428 0.00325447 0.00208045
internal_weight=69.4094 6.52622 0.823828 0.441379 62.8832 5.70239 1.07208 5.50125 0.263132 0.115967 0.945506 0.401457 0.126578 61.8111 61.0004 0.494816 0.173425 0.246861 60.5056 58.4701 4.79072 1.03402 3.7567 1.99328 0.533365 1.76342 53.6794 9.63137 44.048 43.1224
internal_count=4034 1415 176 83 2619 1239 198 1223 642 368 82 54 116 2421 2392 135 130 62 2257 2226 195 60 135 80 47 55 2031 339 1692 1654
is_linear=0
shrinkage=0.1


Tree=966
num_leaves=31
num_cat=0
split_feature=4 7 16 7 17 19 7 18 16 9 6 9 16 5 6 15 9 17 6 17 9 17 17 16 19 16 12 9 15 15
split_gain=0.0216846 0.0912311 0.139554 0.12231 0.074909 0.0854748 0.0733085 0.194013 0.144422 0.1162 0.0924947 0.193718 0.108373 0.135892 0.193981 0.0816676 0.0686855 0.0903035 0.175714 0.266299 0.0651032 0.124053 0.244518 0.128616 0.110062 0.11565 0.18892 0.262663 0.0937682 0.11553
threshold=240.69197607740003 22.545611589100002 22.724946859200003 19.078733418100004 181.44667750215004 10.550851274900003 23.109894804950002 13.314799198000001 22.564947233300003 193.67618212375001 16.525386113000007 205.22231928645002 22.654947022900004 23.545618314050007 15.575363915900002 41.800301886400014 205.88909726980003 198.89195247110004 13.78532209185 187.88259729165003 204.68881850780005 200.11066131620001 203.92158861145001 22.544947280100004 14.451165964200003 22.534947303500005 188.01948335870003 197.02865361825005 35.215351613950006 20.729785921300003
decision_type=2 2 2 2 2 2 2 2 2 2 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 -2 5 -3 7 9 -9 -6 12 -12 16 14 -14 -11 20 18 -18 -20 21 24 -23 28 25 26 -8 -28 29 -24
right_child=1 2 -4 -5 6 -7 10 8 -10 15 11 -13 13 -15 -16 -17 17 -19 19 -21 -22 22 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0028025871676013578 0.016210750333429849 0.08564095845681198 0.063128915039129749 -0.090482666606212334 0.015695982903010094 -0.078034173590416478 -0.015435662276457294 0.00058146914697141197 -0.10654308611018151 -0.0015469942126258942 -0.049965408439570279 0.0085691115773412988 0.0050794933167263275 -0.0040304268314970918 0.080328465210527569 -0.047371479669143603 0.0018964066743724515 0.0013256084400715415 -0.0031956110507144093 -0.10312581217229395 0.030359035645478444 -0.080583322491206894 0.052430867400611869 -0.082319088257808523 0.038648599728935133 -0.0016310090894672326 0.00037558614108696472 0.088768391764006097 0.031685561247457181 -0.10248842116101618
leaf_weight=39.33395967228023 0.18460618111662341 0.037281426892539993 0.34498675298891512 0.25706240113767365 1.5292552648998059 0.22128627987524396 0.74938732659234686 0.19541192908764049 0.35354308033845427 0.8273826055228708 1.0226408133239595 1.2644845748436635 0.65942488459404491 1.0192261448828501 0.71297125541605055 0.73387801373064576 1.2942021515991649 4.448593927671368 0.5359124159440396 0.5307955457992648 0.9596348617942575 0.50012028403568898 0.07721821611994506 0.15284587396308769 1.0103812499983167 7.7696807949687354 0.63485519274212243 0.71455280164650503 0.79663055238779634 0.1278194239066579
leaf_count=1904 95 144 48 206 37 50 96 28 28 10 25 22 21 15 27 33 56 386 7 78 40 89 179 32 17 71 184 31 18 57
internal_value=0.00126303 -0.000778263 -9.65259e-05 -0.0458875 -0.000851802 -0.0544348 -0.000367721 -0.0136272 -0.0684099 -0.00389633 0.00156401 -0.0176034 0.0034957 0.0236298 0.044172 -0.023087 0.00112393 -0.00706364 -0.0228712 -0.052921 0.00525591 0.00333387 -0.022176 0.00312526 0.00721383 0.00399539 0.0248242 0.0471823 0.0161633 -0.044145
internal_weight=69 29.6661 29.2244 0.441669 28.8794 0.258568 28.6208 3.63947 0.548955 3.09052 24.9814 2.28713 22.6943 2.39162 1.3724 1.56126 20.3026 6.8095 2.36091 1.06671 13.4931 12.5335 1.65463 1.15451 10.8789 9.86848 2.0988 1.34941 1.00167 0.205038
internal_count=4034 2130 1829 301 1781 194 1587 136 56 80 1451 47 1404 63 48 43 1341 527 141 85 814 774 375 286 399 382 311 215 254 236
is_linear=0
shrinkage=0.1


Tree=967
num_leaves=31
num_cat=0
split_feature=5 13 7 6 10 17 6 5 10 19 9 17 9 12 4 13 6 10 10 4 18 15 6 18 16 9 4 16 15 16
split_gain=0.0206429 0.054807 0.0565689 0.0808134 0.0517156 0.077353 0.0542606 0.0279664 0.039381 0.0264678 0.0303905 0.0298887 0.148169 0.0790216 0.061974 0.136714 0.190254 0.0596993 0.056028 0.086235 0.0491103 0.0466562 0.0458802 0.109162 0.0568403 0.0410645 0.0295434 0.0735835 0.32311 0.207153
threshold=29.996566321350006 121.87049551135001 21.725272673150005 16.585387514950003 60.613977009100005 168.81379805985003 23.145540791850003 28.449653740450003 57.041016153700006 14.651182102100002 201.32298960505003 205.83789591070004 202.16842692300003 107.96682590455002 393.0596793342001 108.65403534205002 15.945372561050002 71.504920895500007 67.300172379550006 393.99831167250005 17.957852018100002 37.274314847650004 13.565316951450002 17.551307094650003 17.684958644900004 211.36251378275003 240.69197607740003 22.614947116400003 38.992510055900006 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=4 2 3 -2 5 6 7 8 -1 11 -11 26 20 -14 15 17 -17 -15 -16 -20 21 -13 23 -19 25 -25 27 28 -6 -29
right_child=1 -3 -4 -5 9 -7 -8 -9 -10 10 -12 12 13 14 18 16 -18 22 19 -21 -22 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=-0.10061535738661927 0.024312555707527946 0.09681356838401721 0.099403914734621693 -0.10127120993358517 0.0036584053897900427 -0.10081250791426088 -0.1017823251422873 0.066279993759904551 0.050106119623889236 0.00051726683077819543 0.025765844349617456 -0.10270419497222079 -0.10159698607082797 0.063169812602170861 0.075272065076829861 -0.10699740594527501 0.0049482468200391996 -0.10161170044635964 0.10092921147247269 -0.10059239122456576 0.047766450193403753 0.008305046348733745 0.0066383910463050271 0.062164447152299296 0.10026906750815895 -0.10038814377925738 -0.0011714424155545226 -0.04571130719434411 0.059370784949542149 0.00098493183535969665
leaf_weight=0.032157348626468685 0.1560418394845432 0.082056418294087052 0.050972249271580949 0.076294296557989583 25.788080525140128 0.124231679331956 0.0411958247423172 0.084073776120476396 0.03761099255643785 0.97885445972496998 0.9293170542223379 0.24450171853734914 0.077762457483914083 0.17135473847156513 0.19435805594548572 0.27981924745836284 0.33187838434241712 0.13118774706526926 0.035201459933887236 0.053517630730993915 0.030567360358588758 0.044797878756071441 2.3193934671726311 0.025894785116179264 0.059039560263045132 0.038867970151841291 25.844766559923208 1.0743735330179323 1.084778997756074 8.2070752442359645
leaf_count=68 47 11 9 100 1290 162 4 40 12 30 28 129 17 8 39 17 37 63 2 68 110 11 43 13 17 77 1373 21 36 152
internal_value=0.00114117 0.0248474 0.00400342 -0.0169265 0.00101429 -0.0391384 0.000145717 0.02744 -0.0193638 0.00120296 0.0128138 0.000867464 -0.0074686 -0.00185034 0.000280283 -0.00350826 -0.046261 0.00601622 0.0452143 -0.0206338 -0.0727778 -0.0855145 0.002212 -0.0380506 0.0293023 -0.035393 0.00141041 0.00325604 0.00590735 -0.00442039
internal_weight=68.63 0.365365 0.283308 0.232336 68.2647 0.31927 0.195038 0.153842 0.0697683 67.9454 1.90817 66.0372 4.03814 3.71828 3.64051 3.35744 0.611698 2.74574 0.283077 0.0887191 0.319867 0.2893 2.57438 0.25499 0.123802 0.0647628 61.9991 36.1543 26.8729 9.28145
internal_count=4034 167 156 147 3867 286 124 120 80 3581 58 3523 651 401 384 275 54 221 109 70 250 140 213 170 107 90 2872 1499 1326 173
is_linear=0
shrinkage=0.1


Tree=968
num_leaves=31
num_cat=0
split_feature=3 17 9 9 4 16 3 7 4 9 16 16 3 17 6 8 10 18 18 7 18 2 16 12 18 17 3 15 6 6
split_gain=0.0767866 0.0831454 0.0734069 0.126249 0.0826039 0.0936691 0.0735951 0.0738112 0.0712826 0.0745559 0.0707915 0.0702802 0.257077 0.185567 0.121789 0.128407 0.181256 0.0742462 0.429051 0.285573 0.176325 0.270944 0.129911 0.135243 0.187808 0.177646 0.333121 0.160598 0.12219 0.147255
threshold=76.172084209950015 241.79519611995002 179.18874144770004 177.77223095870002 375.65892766775005 18.474956797500003 108.56262776565002 20.873561687950005 224.82737758030004 68.722917647950013 21.094950670800003 22.744946812400002 93.980430866100008 184.67080164680002 16.635388683200002 8.543332867800002 58.167480110400007 13.4793103924 13.531614672700002 23.051546669900002 13.552878921100001 188.47750099235003 22.674946976100003 105.35624869990001 12.971888692100002 184.37225457675004 92.598563387050021 39.15620581320001 16.565387047600002 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 -1 3 4 5 8 7 -7 -2 -10 -8 12 17 -14 -13 -16 -17 22 -19 -20 21 -21 23 24 -4 -25 27 -27 29 -22
right_child=2 -3 11 -5 -6 6 10 -9 9 -11 -12 14 13 -15 15 16 -18 18 19 20 28 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.0019689590008200876 -0.0016097757749317218 0.00038788340371466505 0.00038418862956132488 -0.0020111792670612738 -0.0019733676196310949 0.0013017768658090366 -0.001972441870458887 -1.1303155213742085e-05 0.00033619975925262374 -0.0019746367324263328 0.0012680499120141652 0.0010065144638760192 -9.2514914782474355e-05 -0.0017315212143053276 0.00054943220954081285 0.00033658109935449134 -0.0018861533723450355 -0.0010277835034157264 -0.00096270684569766405 0.0019975556215529036 0.00017005504045664477 3.2022452586044934e-05 -0.0002941871830386494 -0.00038250479042152872 0.0014026356663460937 0.00058623874498948969 0.00020267179362079863 0.0016979940918463816 0.00078242241363173971 -0.00047022757647373071
leaf_weight=0.13356005995899423 0.1763331062581972 0.10111963415329228 2.6956578269600935 0.14256267179734994 0.082905315476239028 0.37618329892211477 0.081580346937698778 0.29261317547934595 0.2929732097603619 0.065720137497237374 0.037988376338034868 1.0613619997166091 0.63525758217292494 0.45638205647014729 1.1124170548282561 0.3390327445231377 0.24154225329402834 1.1901046083148674 0.84903233495424402 0.51447863457724341 42.803389242555568 0.56657635513693094 1.5133972264593456 1.6375712216831768 0.93850328773260105 1.2461579032242327 17.816228052874067 0.83380097383633245 1.2042582706781093 1.4270209843525652
leaf_count=856 334 69 38 12 134 82 80 27 177 101 3 19 47 84 13 31 60 20 35 55 1339 5 30 23 47 26 216 20 31 20
internal_value=0.000166529 -0.000953434 0.000169789 -0.000252958 -7.47192e-05 4.42237e-05 0.000473966 0.000727275 -0.000589004 -8.71939e-05 -0.0009429 0.000178069 0.000166965 -0.000777735 0.000485776 0.000159318 -0.000588165 0.000180672 0.000135011 0.000164228 0.000184797 0.000967428 0.000263765 0.000297316 0.000647197 0.000238268 0.000289361 0.00103191 0.000166176 0.000149397
internal_weight=80.8657 0.23468 80.631 1.54886 1.4063 1.32339 0.788365 0.668796 0.535026 0.358693 0.119569 79.0822 76.3278 1.09164 2.75435 1.69299 0.580575 75.2362 48.5549 47.3648 46.5157 1.08105 26.6813 25.1679 3.63416 21.5338 19.8962 2.07996 45.4347 44.2304
internal_count=4034 925 3109 950 938 804 192 109 612 278 83 2159 2036 131 123 104 91 1905 1505 1485 1450 60 400 370 85 285 262 46 1390 1359
is_linear=0
shrinkage=0.00196078


Tree=969
num_leaves=31
num_cat=0
split_feature=18 16 0 7 10 16 13 15 5 3 16 16 16 8 15 17 17 17 9 7 3 13 18 7 18 6 12 14 14 8
split_gain=0.104241 0.265226 0.281298 0.145427 0.173238 0.151488 0.256194 0.159538 0.110787 0.189479 0.107654 0.232994 0.16265 0.237529 0.218696 0.260067 0.15347 0.140841 0.129699 0.122121 0.131161 0.130902 0.524563 0.359205 0.12089 0.116931 0.0979588 0.112406 0.261388 0.287463
threshold=13.843998451900001 22.654947022900004 86.692020874450009 23.433599577300004 64.94239459915002 20.664951676350004 113.0174028878 23.378903124350003 17.915797078650005 87.447477609050011 20.784951395750003 20.704951582800003 22.514947350300002 8.543332867800002 33.423812040500003 195.16372169425003 171.32005222830003 199.03437346465003 197.90890142995002 23.864758692950002 92.598563387050021 117.46680109370001 13.327513832500001 22.835261448650005 11.928667296000002 16.375382608200002 368.00406080990007 300.28003674255007 319.46956167260004 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=8 2 -2 4 -4 6 7 -6 -1 -10 11 16 13 14 -12 -16 24 19 -15 20 -14 22 23 -22 -11 -23 27 -5 29 -29
right_child=1 -3 3 26 5 -7 -8 -9 9 10 12 -13 17 18 15 -17 -18 -19 -20 -21 21 25 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00063880507304331488 -0.0020251730809895509 0.0016767041901435532 0.0019742354921035137 0.00011695076411114512 0.001342105067061006 -0.002126510150251336 0.0019930965182114475 -0.0020309798463042325 0.0014210848216890239 2.5499687617872886e-06 8.1010686867039508e-05 -0.0021919954873895315 0.00053393547860322783 -0.00048238191884427978 0.0020049717027961242 0.00055561657015283444 0.00065585599498066774 0.00074120680174058744 0.00057981435987448991 -0.00031663730592694939 -0.00092410090575906689 -0.00037433986289184485 -0.0021658559276879165 0.0018178626275356876 -0.002088498066905219 0.00020451766120092778 0.0011430679035413971 0.0005528520539735066 0.00010042183557208886 -0.0020267397859488356
leaf_weight=0.56921812015934747 0.24656952648518782 0.39537549251690407 0.081392593681811287 32.179499072168085 0.069358164390564525 0.29564783815294504 0.13049347698688507 0.24204407933990524 0.50909917064018273 0.25954142875025243 0.77891756937606205 0.2172648189953178 3.8654950726777306 0.91373501904308774 0.99833220196887829 0.90972801530733705 0.62978038789015045 1.7199796957902425 0.85600728169083595 1.9022578345975478 0.34708080210475845 1.4101604892755428 0.44656373695761431 0.39018695033155382 0.18002935058893854 27.62435356930655 0.33977766719698266 0.23776185810015649 1.8368276047749246 0.5509628484287532
leaf_count=47 50 43 4 1411 99 11 3 90 51 174 26 8 31 13 31 57 218 35 34 26 38 34 14 11 219 463 116 74 486 117
internal_value=0.000156962 7.94469e-05 6.20067e-05 7.63165e-05 -0.000740503 -0.00104009 -0.000313229 -0.0012797 0.000220687 0.000231817 0.000217882 -0.000340838 0.000234931 0.000589165 0.000956535 0.00131395 3.52701e-05 0.000193062 3.13922e-05 0.000166863 0.000193848 0.000150345 -0.000488772 0.000527039 -0.000853854 0.000176403 9.53498e-05 8.51217e-05 -0.000304985 -0.00124912
internal_weight=81.1334 36.6057 36.2103 35.9638 0.818936 0.737544 0.441896 0.311402 44.5277 43.9585 43.4494 1.28662 42.1628 4.45672 2.68698 1.90806 1.06935 37.7061 1.76974 35.9861 34.0838 30.2183 1.18383 0.737268 0.439571 29.0345 35.1448 34.8051 2.62555 0.788725
internal_count=4034 2504 2461 2411 207 203 192 189 1530 1483 1432 619 813 161 114 88 611 652 47 617 591 560 63 49 393 497 2204 2088 677 191
is_linear=0
shrinkage=0.00196078


Tree=970
num_leaves=31
num_cat=0
split_feature=9 9 4 13 15 6 2 15 16 17 4 13 8 12 17 17 17 16 15 10 16 16 19 15 5 0 18 3 5 2
split_gain=0.0956369 0.150775 0.0907387 0.10652 0.0932594 0.0922235 0.080701 0.145632 0.289609 0.167153 0.334719 0.100468 0.150507 0.0905565 0.199272 0.316652 0.136275 0.126433 0.53491 0.380114 0.365915 0.291761 0.37823 0.273271 0.190957 0.207581 0.174731 0.153518 0.230833 0.782572
threshold=179.18874144770004 177.77223095870002 375.65892766775005 104.99773228470001 43.030193406950012 17.475408310100004 67.858768990950011 27.806359898650005 18.594956516900002 183.19621122360005 157.07313959035005 110.06278740240002 8.543332867800002 107.96682590455002 199.59317753375004 193.50449793755004 189.72181505755 18.684956306450005 29.037712645600003 71.365121072750014 15.584963555600002 15.454963859600001 12.350996516100002 28.343014915050002 15.237417718750002 98.674478761850011 17.323446153950005 93.281431752200021 22.387336278850004 101.78954948125002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -5 7 8 9 -2 -11 -9 -13 14 15 16 -8 18 19 -15 21 22 -21 26 25 -24 -22 -19 29 -29
right_child=6 -3 -4 4 -6 -7 13 11 -10 10 -12 12 -14 17 -16 -17 -18 27 -20 20 23 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.00086804315571636578 0.0002250591361738918 -0.0020306956427092776 -0.0019734625717797846 0.00064614575097874077 -0.002173422612551421 -0.0019665592523900434 0.00049773759229486945 -0.00085414016829975649 0.0012028393355970938 0.00016780509478941071 -0.0021737708373797179 0.00037845136867918139 -0.00084296310617914128 0.0013890602118906113 -0.00020155081099554713 0.0015364854550086533 -0.00023078018547842722 0.00029486163677665191 -0.0013261110820015196 0.00023750270569878709 -0.0017727564980494521 0.001369118918744525 0.0019872747880042021 0.00079501127166149775 -0.0020669737428325777 -0.0013765261222006397 0.00091055359221934033 0.00026549540087578957 0.00019183211800616098 -0.0016268602159561427
leaf_weight=0.36546537793483835 2.5699887052360277 0.16995837140780157 0.091489523310769871 0.92738711720494371 0.052874438464641571 0.055024071709340205 5.7088346945047288 1.0101387570612135 0.90474201273173083 0.6184011218138038 0.37827444501817808 1.0549748349003492 0.61339293827768404 0.84824472945183327 1.7871609179128425 1.0315360354506991 1.1935738297179339 36.889136586920358 1.0719936669684091 4.9976896464420406 0.84098173715028657 0.71815900239744213 0.11737243458628643 0.2598958695307374 0.44868063373723999 0.17673868824840611 0.10494434506108519 2.5616981671191783 13.367551570715476 1.2502532075159249
leaf_count=600 28 17 357 362 1 158 159 32 22 6 60 25 39 21 48 46 29 662 247 408 138 20 3 6 30 50 44 31 345 40
internal_value=0.000184701 -0.000280847 -8.15487e-05 4.2021e-05 0.000363282 0.00049981 0.000194311 -4.54039e-06 0.000212047 -3.92837e-05 -0.000720908 -0.000366104 -7.06145e-05 0.000213687 0.000389954 0.000523194 0.000371761 0.000186768 -2.07866e-05 0.000143591 5.75206e-06 0.000190871 4.34667e-05 -0.000985783 -0.00126206 -3.41168e-05 -0.00147506 0.000223561 7.04594e-05 -0.000355164
internal_weight=82.1866 1.6622 1.49224 1.40075 1.03529 0.982411 80.5244 7.14991 4.47141 3.56666 0.996676 2.67851 1.66837 73.3744 9.72111 7.93394 6.90241 63.6533 9.5847 8.51271 7.66446 6.45864 5.74048 1.20582 0.742792 0.294111 0.945926 54.0686 17.1795 3.81195
internal_count=4034 1495 1478 1121 521 520 2539 212 116 94 66 96 64 2327 282 234 188 2045 967 720 699 511 491 188 83 53 182 1078 416 71
is_linear=0
shrinkage=0.00196078


Tree=971
num_leaves=31
num_cat=0
split_feature=6 15 3 5 6 9 2 3 10 6 17 2 8 2 5 9 7 18 2 3 10 8 2 12 12 3 10 9 10 19
split_gain=0.0204437 0.189081 0.148301 0.268297 0.241319 0.145791 0.0835082 0.0730008 0.239918 0.140029 0.15645 0.0868445 0.245052 0.142417 0.272759 0.144233 0.12561 0.104024 0.076232 0.0691723 0.3382 0.169949 0.221166 0.137524 0.144367 0.135134 0.176895 0.195762 0.165899 0.0660381
threshold=14.845346859150002 38.62622401090001 86.272621406050021 18.280220412300004 15.155354102400002 197.02865361825005 334.1138616452501 92.324340657750014 62.116825104000007 16.355382140900002 192.20712075930001 200.74412770730004 8.4434108459500017 131.42729508740004 20.204934414350003 203.72699028675004 23.127267687200003 13.86460725495 68.946226135900005 83.538459487450012 71.015621515800021 7.943800736700001 73.245799595050016 105.35624869990001 108.57174425965 84.452535251750007 70.077349628250019 216.0493559571 69.563854125350005 13.351077205700003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 3 -2 5 -4 -3 8 -6 10 -9 13 -13 14 17 -15 -16 18 -10 -1 23 22 -22 -21 -25 -26 28 -28 -27 -5
right_child=2 6 4 29 7 -7 -8 9 11 -11 -12 12 -14 15 16 -17 -18 -19 -20 20 21 -23 -24 24 25 26 27 -29 -30 -31
leaf_value=0.0028724773953226778 0.077198837949950319 -0.1042323194984115 -0.10419486606030447 0.023614253748322003 0.076267140733072822 -0.019485817190710825 -0.0015516621041288333 -0.087170207730608032 -0.0082719944807493461 0.0016706168720543144 0.0061614886036812202 0.092305581098383549 -0.027289817207399078 -0.024518428802499423 0.022651810774103071 0.017382376591542428 0.095202676694774932 -0.039012477981181785 0.039259291511658932 -0.033122909686865154 0.10283143543150786 -0.10230942977801312 -0.10104301150332021 0.095099507059576871 0.093532561496910693 0.00011687337582504825 -0.10412961591659381 0.058957707697926881 0.07673810309869121 -0.030642735996387338
leaf_weight=20.270466004371109 0.73415148397907504 0.25212707730224693 0.31882171396637105 0.43603059995803051 0.53237700543831934 0.5601256403606385 0.11548361607128754 0.37871657034514683 0.76906910911202453 32.338432729917116 0.3416145830883579 0.39364693453535426 0.30336243379861116 2.3794035280807297 0.4289379569236188 1.2547408558893947 0.53788776509463787 0.54666955378343107 0.60119979176670313 0.94582222501594415 0.10899920838710375 0.5353812606917927 0.10396005066697001 0.1883420413360003 0.16351690349097259 2.3053132461429877 0.29017180997470848 0.098615521419560537 0.32206007820786897 0.4620343010610668
leaf_count=1636 39 41 34 20 38 21 23 73 15 1185 37 28 19 32 21 41 28 35 28 23 3 168 147 4 10 154 78 7 18 28
internal_value=0.00146229 -0.000772116 0.00278797 0.0323573 0.00163015 -0.0502124 -0.0719755 0.00274682 0.011484 0.000699275 -0.042908 0.00670373 0.0402536 0.00311599 0.0197099 -0.0100516 0.0630151 -0.00213152 0.0125822 0.000261141 -0.0101954 -0.0722538 0.00330631 0.000570114 0.0100319 0.00499313 0.000193085 -0.0627627 0.00950901 -0.00429975
internal_weight=69.0175 25.7003 43.3172 1.63222 41.685 0.878947 0.367611 40.8061 7.74729 33.0588 0.720331 7.21492 0.697009 6.51791 2.88376 3.63414 0.966826 1.91694 1.37027 25.3326 5.06218 0.748341 0.212959 4.31384 3.36802 3.17968 3.01616 0.388787 2.62737 0.898065
internal_count=4034 2312 1722 87 1635 55 64 1580 285 1295 110 247 47 200 127 73 49 78 43 2248 612 318 150 294 271 267 257 85 172 48
is_linear=0
shrinkage=0.1


Tree=972
num_leaves=31
num_cat=0
split_feature=16 15 15 19 18 5 5 6 16 7 6 12 13 18 15 7 8 19 5 17 19 17 18 17 16 8 7 7 9 0
split_gain=0.0211121 0.249246 0.189601 0.19166 0.137113 0.109949 0.249264 0.108465 0.0831916 0.0719563 0.0674923 0.0739803 0.132345 0.0987897 0.0530397 0.051888 0.109965 0.080416 0.0506019 0.0391745 0.0391603 0.039117 0.0372845 0.158317 0.0842553 0.137575 0.129495 0.0787302 0.114444 0.174624
threshold=18.684956306450005 29.037712645600003 27.980927088250002 12.851036860900001 14.053554955550002 13.716117217950002 17.438757606550002 14.935348962050002 18.734956189500004 22.775216856700002 11.075258771650001 208.68539434980002 102.94912718925001 17.399600107550004 23.292710050100002 23.667467222350002 8.1436447804000007 12.651020723000002 16.351273197450002 171.92791459955001 12.551012654050002 184.16216363550004 13.946975448150001 195.53954078470002 20.664951676350004 8.3434888241000014 22.870118039000001 23.822419043000004 197.55459634620004 93.692765846100016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 10 -3 14 -7 -6 -2 -8 20 15 13 -13 21 16 19 -17 -10 -12 -1 -5 24 -24 25 26 -20 -25 29 -29
right_child=8 4 -4 5 7 6 9 -9 18 -11 11 12 -14 -15 -16 17 -18 -19 22 -21 -22 -23 23 27 -26 -27 -28 28 -30 -31
leaf_value=-0.10065754757355826 0.034136919440218259 0.018227105659755327 0.049745924903297413 0.064868008229005888 -0.097585350219497935 -0.10271906174470896 -0.090061774965431551 0.0056107067011584022 0.025796119894938699 -0.00015567536957107793 -0.063419596074901191 -0.10107837374716332 0.084396499026895361 0.068944058322694984 0.012880485035834437 0.0030196866609281526 0.10118209679154355 -0.034242874859582127 0.02543028385605757 0.017007195654931424 0.0031558721958581237 -0.083551317229083821 -0.045775449797378701 -0.032741217853171994 0.0021916212339218475 0.06711151221849701 -0.1078219269901543 0.073996375185132315 -0.0013796302247073308 -0.01452545855226341
leaf_weight=0.097593642176955764 0.80602403529337507 0.19634129464975636 0.75973078538936611 0.02138545033812933 0.51663662223177198 0.50194889816702903 0.1027239248527394 0.1268605395744089 0.86200472645577875 0.66732585104182363 0.067286314991176321 0.086023946177179123 0.28554113200348752 0.056698579108342528 0.60984614781364144 9.3164000756275946 0.16006827984529082 0.61754795332672152 0.24287899990576889 0.60602853884302021 0.057889774869977373 0.10467773633172328 0.82296106312423845 0.70753853532369149 38.534502359463318 0.50760131562128663 0.10422613704577088 0.51488852382317318 10.127746800499152 0.3928864432964474
leaf_count=887 29 27 39 3 237 128 150 8 36 18 250 80 39 15 75 290 10 39 124 69 61 91 39 47 876 27 5 19 285 31
internal_value=0.00132593 -0.00199602 0.00115224 -0.00161131 -0.0549221 -0.0300904 -0.0478893 -0.077241 0.00225261 -0.0121491 0.0034264 0.00433511 0.045095 -0.0335345 0.000674517 0.00271391 0.0266811 0.000703244 0.00176604 0.00896991 -0.0620056 -0.0583734 0.00136735 -0.0033755 0.00288042 0.0339351 -0.0145817 -0.000404085 0.0016692 0.035684
internal_weight=68.5818 14.9586 14.1187 13.359 0.839838 2.00791 1.272 0.643497 53.6233 0.77005 11.3511 11.1956 0.428264 0.142723 0.735909 10.7673 0.833383 9.93395 52.8172 0.673315 0.155483 0.126063 51.9552 12.566 39.3892 0.854706 0.347105 11.7431 11.0355 0.907775
internal_count=4034 2516 2244 2205 272 465 296 245 1518 168 1740 792 134 95 169 658 329 329 1489 319 948 94 1453 421 1032 156 129 382 335 50
is_linear=0
shrinkage=0.1


Tree=973
num_leaves=31
num_cat=0
split_feature=17 15 5 3 2 10 2 9 0 16 4 15 5 0 18 5 0 0 6 7 7 13 7 3 16 9 12 2 5 2
split_gain=0.0428866 0.0871146 0.0213027 0.118437 0.0923214 0.0671893 0.0799953 0.115864 0.056086 0.0560065 0.0484356 0.0394942 0.0432325 0.0523312 0.0615902 0.0404652 0.0393047 0.0346574 0.179478 0.0486452 0.153136 0.0791801 0.0738563 0.0659169 0.0631335 0.044244 0.143502 0.13132 0.0876021 0.204656
threshold=160.21442126885003 35.098844929350008 25.767562150000003 92.913112988300014 315.94243452415003 61.622148808000013 122.61368745920002 187.45330412110005 85.334349518600007 22.764946765650006 327.38578912530005 48.232800434950008 32.00428233840001 81.446839061900008 11.862896247150001 29.026000224750003 78.626646483100004 85.667718326750006 16.545386580300001 22.105125139000005 21.147833206800005 105.33378955095002 22.233191240750003 90.041839705000015 19.144955230800004 186.68586460755003 209.59843599465003 158.13149931390004 21.876867948900003 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 -1 5 -4 8 6 7 -2 10 17 11 12 13 14 15 -5 -16 18 -7 20 21 -19 -21 24 -22 26 27 28 29 -24
right_child=2 -3 3 4 -6 9 -8 -9 -10 -11 -12 -13 -14 -15 16 -17 -18 19 -20 22 23 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10152590747432191 0.079271920244200433 0.10091540384572582 0.09908819057658956 -0.050009500793834816 -0.10051209441965864 -0.089467736673060294 -0.079370928522720777 -0.10111115613114621 -0.10121766082659829 0.027840530553235578 0.092672670746833719 -0.10180933855488267 0.088842210238289684 0.086508400343953504 -0.10108110533629543 0.056053482615586542 0.038521576762426443 -0.048169350843573419 -0.00015883169793139476 0.030452158569670752 -0.10110247307059533 0.090546286447530919 0.013242070077883018 -0.1043391013878316 0.096790788893347482 0.00063513995630232851 -0.10787296938516344 0.087078850882717801 0.037214620445170467 -0.070655584250412365
leaf_weight=0.097513122640861094 0.098847995028790048 0.027181807905435562 0.14561537961303272 0.051900839246172836 0.081085230216046966 0.25992602230189632 0.22250746652105136 0.055659108678810298 0.039639126125848634 0.78855632781050999 0.082179233406350249 0.029929980810265988 0.069955778224539245 0.061390734626911581 0.092362780927032873 0.11719811238071998 0.025801625262829475 0.063972078027744739 1.6756181635864775 0.87879633234797339 0.028629772297989575 0.11534314817254199 1.7588938372416016 0.2133477545930873 0.036898485210258514 59.565503596790677 0.096127534173902407 0.24123632531154715 0.86202254681847978 0.34833571827772392
leaf_count=277 33 1 17 45 65 110 60 20 20 15 15 5 25 10 176 42 19 54 77 29 62 17 87 21 4 2006 380 153 14 175
internal_value=0.00119569 -0.0573964 0.00130297 0.0175553 -0.000669519 0.00111052 -0.0409865 0.0142913 0.0135246 0.00134764 0.0220947 0.00916374 0.0170982 0.00270305 -0.0152069 0.0235 -0.0705984 0.00103179 -0.0121522 0.00142922 -0.0310377 0.0410584 0.00166257 -0.077395 0.0103298 0.00126016 0.0125193 0.016124 0.0103593 -0.000626637
internal_weight=68.232 0.124695 68.1073 0.797059 0.651443 67.3102 0.377015 0.154507 0.570358 66.9332 0.530719 0.44854 0.41861 0.348654 0.287263 0.169099 0.118164 66.1447 1.93554 64.2091 0.458191 0.179315 63.7509 0.278876 0.0655283 62.8721 3.30662 3.21049 2.96925 2.10723
internal_count=4034 278 3756 439 422 3317 113 53 357 3204 337 322 317 292 282 87 195 3189 187 3002 158 71 2844 87 66 2815 809 429 276 262
is_linear=0
shrinkage=0.1


Tree=974
num_leaves=31
num_cat=0
split_feature=16 15 15 16 9 19 18 13 17 6 9 19 16 12 16 5 0 13 16 2 15 6 9 3 17 0 17 18 6 9
split_gain=0.0636606 0.373951 0.221224 0.309633 0.191594 0.239318 0.186708 0.180804 0.179173 0.136174 0.134021 0.205347 0.115998 0.14436 0.0911877 0.109033 0.085828 0.238969 0.360953 0.316637 0.382019 0.100281 0.354357 0.318008 0.249946 0.189277 0.223583 0.216745 0.162302 0.49687
threshold=18.684956306450005 29.037712645600003 27.980927088250002 15.584963555600002 195.41812862360004 12.551012654050002 14.053554955550002 109.46594969745001 236.15709471040003 11.075258771650001 213.27127849780001 13.251069136700002 18.594956516900002 103.54784004735002 15.484963789400002 13.154029769200003 96.531777631850005 109.46594969745001 19.199955102150003 110.52061241095002 27.063546193350003 15.255356438950001 202.86075815500001 86.272621406050021 201.96256717700001 90.407470010750018 201.96256717700001 14.444150028100003 14.785345457250001 197.02865361825005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 9 12 -6 -3 8 -7 -1 -8 -12 13 -5 15 -11 17 19 -19 20 -2 22 23 -20 -24 -23 -27 -28 -25 -30
right_child=16 6 -4 4 5 7 10 -9 -10 14 11 -13 -14 -15 -16 -17 -18 18 21 -21 -22 25 24 28 -26 26 27 -29 29 -31
leaf_value=-0.0014624621590860177 0.00065579795046623117 0.00037835792676978207 0.0010186396171778507 -0.0020856157417829956 0.00081030565289667649 -0.0020175654688816325 -0.002030113541725065 0.00019805517382465651 0.00088433075089779719 0.0013266011158964144 -0.0020129058716871766 0.0014408138091395592 0.0017652377457819681 9.6242794236989847e-05 0.00075675532859286398 0.00013020918970632275 0.00038825090651940694 0.0016061243038537818 0.00090997147183380128 0.00010682069650871001 -0.0020354756415807761 0.00017312080385760328 -0.0021830873694292955 0.0001250898630410977 -0.00018939532978337156 0.0019028971256921823 -0.00078436765220265062 0.0011949399492296147 -0.0021379560825348495 0.0004484917974169681
leaf_weight=0.19002057241476933 0.28124581254087322 0.26642641081707441 0.99140925225037868 0.13394053116417237 0.22696801996789862 0.88720685207226757 0.58183982624905184 0.22542400119709782 0.090111403231276199 0.30042131132813565 0.13730504904378904 0.12778578122379258 0.1320380238466895 0.89989319819369484 1.0740192045923311 11.647359618706984 6.7751893356908104 0.67703817535948374 1.4368648922536511 1.6708567767782367 0.72685057180933654 43.716326388389916 0.47181556618306775 2.1073598538641822 0.49583340261597186 0.53453302383422741 0.39302127389237285 0.46362793724983931 0.5488409507088361 0.59527771268039942
leaf_count=904 12 27 39 56 11 184 196 21 28 33 39 10 8 396 18 546 41 52 20 63 69 1083 15 11 43 18 15 33 29 14
internal_value=0.000149974 4.72203e-05 0.000120156 6.38051e-05 -0.000555333 -0.0010364 -0.00105327 -0.00138489 -0.00175 0.00018544 -0.00150363 -0.000348057 3.45992e-05 -0.000186433 0.000209487 0.000160292 0.000180199 0.000154154 0.000183888 -0.000416791 -0.00128465 0.000164919 -8.11932e-05 0.000141776 -0.0011615 0.000195779 0.000907786 0.000286855 -0.000197698 -0.000792244
internal_weight=78.8069 17.9122 16.7988 15.8074 2.59558 1.42971 1.11336 1.20274 0.977318 13.2118 0.846931 0.265091 1.16587 1.03383 13.0218 11.9478 60.8947 54.1195 51.4405 2.67895 1.0081 50.7635 5.65599 4.68834 0.967649 45.1075 1.39118 0.856649 3.25148 1.14412
internal_count=4034 2516 2244 2205 704 244 272 233 212 1501 245 49 460 452 597 579 1518 1477 1333 144 81 1281 132 74 58 1149 66 48 54 43
is_linear=0
shrinkage=0.00196078


Tree=975
num_leaves=31
num_cat=0
split_feature=9 15 9 19 2 17 15 0 16 15 8 17 17 18 17 15 7 18 18 2 6 19 9 7 9 7 7 16 9 5
split_gain=0.0221447 0.0639715 0.0495813 0.1014 0.120029 0.115744 0.0883061 0.0560165 0.239777 0.0476435 0.0631427 0.045951 0.0524511 0.0571226 0.0441766 0.0316512 0.031562 0.146123 0.168163 0.227908 0.13868 0.116694 0.100428 0.0548519 0.0509122 0.187811 0.0671428 0.139326 0.171916 0.0761489
threshold=181.33671263215004 43.890399822900008 186.68586460755003 14.451165964200003 121.36426933400001 184.94410812320004 37.274314847650004 85.732241321850012 22.664946999500003 43.216642080150002 8.1436447804000007 195.53954078470002 193.46017548480003 13.712081531300003 190.94474013770002 41.492094664050008 23.109894804950002 13.314799198000001 13.24088655595 108.63443756215001 16.455384477450004 14.351157895250003 191.98656730705002 23.150522195450005 192.39832633775004 23.445318439400001 23.445318439400001 22.564947233300003 192.98754432855 19.749058312400006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 4 -2 -6 -5 8 -4 10 11 12 13 15 -10 -1 17 18 19 22 -19 -21 -9 -18 25 -25 27 28 -26 -30
right_child=2 -3 7 6 5 -7 -8 16 14 -11 -12 -13 -14 -15 -16 -17 23 20 -20 21 -22 -23 -24 24 26 -27 -28 -29 29 -31
leaf_value=-0.0026596972902987654 -0.0052872529202039218 -0.1033026113908973 -0.10235857315343133 0.10095185847740602 0.0082050492897088653 0.082088381520096565 0.022366520264040721 -0.0024972327360292617 0.0084868130795954823 0.10139036029371828 -0.06510241603277693 -0.10081193600636912 0.088049003948189819 -0.10061167367320843 -0.043516384766355422 0.067123740968503848 0.023626029583289663 -0.0073395754830217546 0.035223594793576181 -0.042652950130424777 -0.063324382122753362 -0.0063193625798040947 0.03366632307209947 -0.07563200902929057 -0.0018387655962436536 -0.0012715338807240595 0.00088192861077194097 0.005065148402078337 0.022218052908071231 0.09091192681950111
leaf_weight=1.7488184646904019 2.6349012984101132 0.069021691917441674 0.27650136964007188 0.21474878396838892 0.54026643727763701 0.34900360158644617 0.42792437883326784 1.5209332071244701 1.0636335963090457 0.040898982435464748 0.17521989392116655 0.04641299228606488 0.065193059175783108 0.058318692775273351 0.19299569068243716 0.067504680715501197 1.1800724016502488 1.1386128049125535 1.2802000351948661 1.4962083122227343 0.7236744059700867 2.1602297865319997 1.5510262632742522 0.38844008883461301 0.56079958379268446 2.7044072882100636 37.949907370081746 6.7329343277961016 0.22828788519836962 0.5505298346397467
leaf_count=660 39 6 134 26 5 42 29 21 87 1 16 329 56 456 41 2 21 25 28 36 38 29 38 16 4 153 1546 50 20 80
internal_value=0.0012034 -0.00850453 0.00153818 0.0120958 0.00543409 0.0372014 0.0486258 0.000825173 -0.0180506 -0.00553358 -0.00755678 -0.00248031 -0.000127598 -0.00319405 0.000500056 -6.61562e-05 0.00130616 -0.00386386 0.00200328 -0.00431748 -0.029095 -0.021187 0.0157617 0.00232081 0.00180892 -0.0106107 0.00264356 0.0109252 0.0403777 0.0707763
internal_weight=68.1376 2.27139 65.8662 4.16684 3.52417 0.88927 0.642673 61.6994 1.53313 2.20237 2.16147 1.98625 1.93983 1.87464 1.25663 1.81632 60.1663 9.87088 8.0086 6.7284 1.86229 3.65644 3.07196 50.2954 49.1153 3.09285 46.0225 8.07255 1.33962 0.778818
internal_count=4034 1526 2508 141 86 47 55 2367 262 1520 1519 1503 1174 1118 128 662 2105 215 152 124 63 65 59 1890 1869 169 1700 154 104 100
is_linear=0
shrinkage=0.1


Tree=976
num_leaves=31
num_cat=0
split_feature=9 9 4 10 3 18 17 9 0 6 3 5 2 12 9 7 17 16 18 12 18 7 16 15 17 7 16 7 8 6
split_gain=0.0681134 0.157779 0.0938595 0.0861398 0.0898078 0.0955568 0.0971691 0.0729125 0.114047 0.368331 0.0957816 0.159153 0.0716953 0.0972018 0.165368 0.0730986 0.181432 0.0707527 0.0705052 0.0850504 0.0884314 0.321367 0.322907 0.301665 0.138124 0.186991 0.175375 0.222075 0.336919 0.200725
threshold=179.18874144770004 177.77223095870002 375.65892766775005 72.378669787950017 108.56262776565002 11.982665292400002 171.92791459955001 186.68586460755003 85.732241321850012 16.555386813950005 94.421337999450017 30.284449345300001 111.23922738415001 145.30161263220003 66.687144445250013 20.873561687950005 193.46017548480003 21.094950670800003 12.909082926650003 69.826413229550027 13.843998451900001 23.864758692950002 22.654947022900004 30.501457990950005 199.03437346465003 23.864758692950002 22.514947350300002 23.032902590750002 8.2435668022500028 16.545386580300001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 -1 -7 -2 9 -9 -11 -12 -8 -14 15 -15 -17 -6 -10 -20 24 23 -23 -22 25 26 27 -21 -29 -28
right_child=7 -3 -4 -5 17 6 12 8 18 10 11 -13 13 14 -16 16 -18 -19 19 20 21 22 -24 -25 -26 -27 29 28 -30 -31
leaf_value=0.0014732131262839621 0.00034065079931155289 -0.0020232755023936741 -0.0019728634251785812 -0.0019694145579734861 -0.0019752515491400827 -0.0014668593928117014 -0.00081121245542601847 -0.0020169098329141356 -0.00039736971175281327 0.00043987345334755835 -0.0012406644348143779 0.00090171668036920444 0.0017517434898631338 0.0019721575250375746 -0.0020587543915241246 -0.0019918832949722288 0.0017727248742372519 0.0012368945839360849 0.00076875976747480727 0.00021596865734546414 1.8197698001986358e-05 0.0001019372578044197 0.00181655758189226 -0.0013217573137724471 0.00071595589390004795 -0.00032613148235161108 0.00023185967439911623 -0.00034398852587694332 0.0016394478531734091 -0.00027244274776753362
leaf_weight=0.24221004916398559 6.779487270796948 0.17374836023782325 0.091447511809377491 0.07478504396323149 0.11499648600965873 0.13214711554314817 0.16290186292462749 0.39959636246498975 0.9225112620042627 1.0470681453989525 0.40750485711760109 0.19813530007377267 0.20645929592137691 0.12529790476764902 0.10244123537290761 0.090333192665639217 0.10814148388453759 0.034206120762974024 0.83910904824733634 2.4419797160662737 1.420288794950465 32.176666239850874 0.42789659765548904 1.1848251004703341 1.9639973093289871 2.5794655135832718 22.598542075102163 0.44196110777556885 1.2913213754072783 3.5050863719079635
leaf_count=50 172 17 357 460 169 191 26 112 26 27 109 14 76 8 79 45 14 3 7 47 40 1489 37 59 29 29 208 8 87 39
internal_value=0.000137951 -0.000255314 -4.85096e-05 7.77368e-05 0.000193795 0.0003765 9.01695e-05 0.000146043 0.000128177 -0.000327577 8.08749e-05 -0.000539784 0.000348796 0.000647477 0.000112567 0.000799571 5.9312e-05 -0.00123884 0.000141205 0.000148216 0.000140781 7.14887e-05 0.00012444 -0.000591224 0.000210843 0.000180652 0.000223825 0.000596948 0.0011337 0.000164144
internal_weight=82.2846 1.65912 1.48537 1.39392 1.31913 1.16993 0.927722 80.6254 73.846 2.0523 1.65271 0.60564 0.795575 0.632673 0.426214 0.323773 0.198475 0.149203 71.7937 70.8711 70.032 35.2097 32.6046 2.60511 34.8224 32.8584 30.2789 4.17526 1.73328 26.1036
internal_count=4034 1495 1478 1121 661 489 439 2539 2367 262 150 123 248 222 146 67 59 172 2105 2079 2072 1625 1526 99 447 418 389 142 95 247
is_linear=0
shrinkage=0.00196078


Tree=977
num_leaves=31
num_cat=0
split_feature=16 8 3 19 4 6 7 0 0 15 16 7 18 16 18 18 18 2 3 3 6 18 17 9 7 7 7 13 13 8
split_gain=0.020097 0.111599 0.0506884 0.156153 0.0435488 0.0439727 0.0404153 0.0507449 0.0373849 0.0668539 0.0348505 0.0785025 0.209983 0.0766075 0.0880653 0.0589055 0.0591577 0.082241 0.0800375 0.149309 0.324483 0.083395 0.207987 0.0823206 0.116935 0.0469246 0.0859419 0.18017 0.0813863 0.0812588
threshold=22.724946859200003 8.4434108459500017 93.980430866100008 14.351157895250003 376.36865522600004 17.475408310100004 19.078733418100004 81.446839061900008 71.131225215400022 26.912781836550003 22.664946999500003 22.721067571950005 13.531614672700002 22.654947022900004 12.794482498400003 12.909082926650003 13.043896815850003 96.242542698950004 93.281431752200021 93.458869988800004 16.495385412050002 13.276755824150003 189.43751236195004 187.11236276785004 22.907491544400003 22.589037079550003 23.032902590750002 114.57939706160001 105.33378955095002 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=2 -2 10 4 5 6 8 -8 9 -4 13 -12 -13 14 -1 -16 17 -17 21 20 -20 22 -18 -21 -25 28 27 29 -23 -27
right_child=1 -3 3 -5 -6 -7 7 -9 -10 -11 11 12 -14 -15 15 16 18 -19 19 23 -22 25 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.063011967191046611 0.057938142411383342 0.00057941748466917636 -0.10043834515962907 -0.083543660069096415 -0.10033796992232032 -0.10014396728560077 -0.1010931416477763 0.0044700652757393667 0.074529808648716611 0.092880818740732493 0.0086442041692603323 -0.05009271964328578 0.015163340508020052 0.019605654890066337 -0.034271118305761857 -0.00011849293234567583 -0.002747332302765092 0.036487849776197255 -0.087486070339850827 0.025541286075147607 0.014938354474955035 -0.025280102495162056 0.054037223079409703 -0.034899605661078088 -0.00058293339317141101 -0.024705679233926119 0.0016711865228384686 0.0021693127395507909 0.088996414575895411 -0.10607187177597391
leaf_weight=0.2289920926036676 0.40670586656778995 2.0437959079863504 0.039583906404003555 0.2887685125065218 0.041376227129177323 0.03853317725247507 0.049058337503083749 0.6344634558632265 0.14965269332606113 0.03263851918745786 1.5329166133888059 1.1225120333838279 0.87943259894382197 2.330953689524903 0.47297640645410766 1.3711693730438121 1.6746420410490821 1.1110079044374286 0.67180210916558081 0.89354533870937292 0.57321917684748769 0.10362455216667754 1.0491127637214956 1.2111782092106294 5.5114289538478261 0.21332704342290643 41.979464025321597 0.97720729093998671 0.15635695235687308 0.2890392711997265
leaf_count=17 26 113 40 65 55 192 196 119 27 5 25 27 39 40 20 26 31 26 26 45 19 169 26 40 73 35 2462 20 18 12
internal_value=0.00120761 0.0100992 0.000875602 -0.0188759 7.66225e-05 0.0044782 0.00893085 -0.00310651 0.0460139 -0.0130742 0.00126664 -0.0083861 -0.0214264 0.00182767 0.00111915 0.000875878 0.00116355 0.0162663 0.000485706 -0.00822357 -0.0403289 0.00214742 0.0191245 -0.00297527 -0.0067656 0.00108972 0.000836329 -0.0228508 0.0434476 -0.0715202
internal_weight=68.0785 2.4505 65.628 1.27407 0.985306 0.94393 0.905397 0.683522 0.221875 0.0722224 64.3539 3.53486 2.00194 60.819 58.4881 58.2591 57.7861 2.48218 55.3039 8.86117 1.24502 46.4428 2.72375 7.61615 6.72261 43.719 43.459 1.47957 0.259982 0.502366
internal_count=4034 139 3895 699 634 579 387 315 72 45 3196 91 66 3105 3065 3048 3028 52 2976 203 45 2773 57 158 113 2716 2529 67 187 47
is_linear=0
shrinkage=0.1


Tree=978
num_leaves=31
num_cat=0
split_feature=9 15 15 8 17 17 18 9 19 2 0 16 0 5 19 15 18 16 17 18 18 3 9 7 18 12 16 18 16 5
split_gain=0.0238736 0.0555762 0.0415126 0.0556442 0.0411788 0.0488274 0.05066 0.040391 0.0922958 0.0973608 0.0456671 0.213148 0.041613 0.0900867 0.0496981 0.0359241 0.03148 0.0388891 0.18358 0.0337886 0.30181 0.150802 0.154708 0.113344 0.12997 0.229875 0.073209 0.0791104 0.105682 0.0732827
threshold=181.33671263215004 43.890399822900008 43.216642080150002 8.1436447804000007 195.53954078470002 193.46017548480003 13.712081531300003 186.68586460755003 14.451165964200003 121.36426933400001 85.732241321850012 22.664946999500003 85.121961326250016 30.284449345300001 14.451165964200003 38.483556206400003 12.909082926650003 22.684946952700002 194.19264200700002 13.4793103924 13.531614672700002 92.598563387050021 192.98754432855 23.051546669900002 13.552878921100001 216.55112120135001 22.614947116400003 13.327513832500001 22.644947046300004 21.955793948900006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 6 -1 8 9 -2 11 -9 13 14 -13 -10 -12 19 -19 21 -21 22 -18 -22 25 -25 -23 28 29 -28
right_child=7 -3 -4 -5 -6 -7 -8 10 15 -11 16 12 -14 -15 -16 -17 17 18 -20 20 23 26 -24 24 -26 -27 27 -29 -30 -31
leaf_value=-0.0012792705830158039 -0.0047642904560769236 -0.10286159802312356 0.1011932550762818 -0.062385031662421812 -0.10074484333468273 0.086185214170200433 -0.10055893818379276 -0.10201432868256076 0.069006594185227671 0.03402552079050971 -0.01998139803218622 -0.014003892948086936 0.012382633295443903 0.041712780152240891 -0.10186176927190718 0.020072157428282108 0.008834771822833468 -0.034261141955681605 0.082732692905445021 -0.054040511031474961 -0.042407840550150643 0.0087285925478097215 0.062927446386092975 0.10145919997199444 0.00078627090722822607 -0.0033473133293927364 0.0035664984348429025 -0.0224729561934746 0.01755533524368429 -0.021779968052421196
leaf_weight=1.7801277994672946 2.6270204921202089 0.061504662124207132 0.035237833857536205 0.1741934879682957 0.042485310759246775 0.061859228671153121 0.052925892774979277 0.24377378683618545 0.33446824317798007 0.85853293571562961 0.69194428133778174 0.12039365956297821 0.86504322729706473 0.12748470716178417 0.13839500095127732 0.27204610672197305 1.4226076127961307 0.25117416208377008 0.28780354163609445 1.0223488591982448 0.59250877317390305 7.4166803357074995 0.84147632913663972 0.3571313233114769 37.716408590763194 0.50547802355140448 2.3842121670022589 1.95883232075721 2.3441631945315748 2.1870403276698198
leaf_count=662 39 6 1 16 329 56 456 134 35 47 26 19 38 14 57 20 22 12 31 16 33 84 35 56 1692 3 16 24 25 30
internal_value=0.00109036 -0.00913628 -0.00645114 -0.00824749 -0.00337993 -0.00119693 -0.00414578 0.0014348 0.0110549 0.0047901 0.000794442 -0.0164688 0.000196685 -0.0270932 -0.0609885 0.0470575 0.00122475 0.00147225 0.0282113 0.00122694 -0.000402491 0.00475661 0.028939 0.000997423 0.00166405 0.0400439 0.00139578 -0.00473263 0.000292418 -0.0085601
internal_weight=67.7753 2.20833 2.14683 2.11159 1.9374 1.89491 1.83305 65.567 4.09207 3.48555 61.4749 1.49509 1.25132 0.386273 0.258789 0.606514 59.9798 59.2879 0.538978 58.7489 40.1939 18.555 2.26408 39.1715 38.579 0.862609 16.2909 8.87425 6.91542 4.57125
internal_count=4034 1526 1520 1519 1503 1174 1118 2508 141 86 2367 262 128 90 76 55 2105 2079 43 2036 1800 236 57 1784 1751 59 179 95 71 46
is_linear=0
shrinkage=0.1


Tree=979
num_leaves=31
num_cat=0
split_feature=18 13 9 19 13 7 9 15 6 6 10 9 9 8 0 3 7 2 17 7 7 19 12 0 12 12 5 18 9 18
split_gain=0.0246941 0.0389639 0.036631 0.0398308 0.031513 0.0302447 0.0233077 0.0542736 0.150318 0.044779 0.0705418 0.041785 0.103152 0.179242 0.0647398 0.146363 0.0641366 0.119795 0.0622746 0.0430973 0.0846695 0.034444 0.0332715 0.189577 0.132013 0.121682 0.106204 0.116239 0.0989293 0.0881052
threshold=17.056741731050003 100.66662623655002 220.36679399970004 10.550851274900003 95.862351557400004 29.575580426850003 219.21617201485003 35.098844929350008 14.135330269750002 14.385336111050002 62.55235532115001 214.31567825310003 211.04147598835002 8.3434888241000014 95.050437202000012 91.017750006350013 25.271514403800001 73.245799595050016 199.20888372035003 26.309119595700004 26.637125930550003 11.750948102400001 149.09269374785001 97.674372337300014 152.73554204000004 145.97209859650005 17.324237253850004 15.343833331950004 205.88909726980003 14.674589207750001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 4 -4 5 -2 11 8 -8 -9 -11 12 19 -14 15 -13 17 -15 -19 22 21 -21 25 24 -24 -1 27 29 -27 -26
right_child=1 -3 3 -5 -6 -7 7 9 -10 10 -12 14 13 16 -16 -17 -18 18 -20 20 -22 -23 23 -25 26 28 -28 -29 -30 -31
leaf_value=0.0025381409283253432 -0.10046060629794173 0.073573910518159577 0.09649430228568244 -0.10047010681546038 0.067153613734134962 0.060081366222025701 -0.00070886914106296772 -0.0069144076767173575 -0.082201214298518843 -0.01002909347798942 0.091020538695120765 0.082419103036043551 -0.10420269170981773 0.0055146280451739693 0.0028906813106666729 0.007073767012250977 0.013967821635257966 -0.1036074395201398 -0.0316284174737669 0.1011168415366516 0.0062949464604784983 0.031037686137318828 -0.053853307412662178 -0.058504036113729591 0.039664306028527024 0.006223043717572381 -0.00026789352058111034 0.090367094172844331 0.10305889103731553 -0.10386315636608744
leaf_weight=26.876551228452026 0.028200730611799396 0.12059248541481793 0.012852323965944379 0.051040050501910628 0.086619279689330142 0.020097542429866166 0.76747196034557308 0.57743182859849174 0.32102945756196277 0.13412446665461175 0.14246274572178663 0.37344223708350799 0.23435351247599001 0.56042026721115668 2.941340640096314 0.83272789264174207 0.64355818112380792 0.20839089651781251 0.28401871403912082 0.14685393753597864 1.1256302107830647 0.13425144877578532 0.45401639164356922 0.57110273270251255 0.11736700990286664 0.20274729238667433 28.992165122528732 0.26937151260153769 0.21995304152369499 0.067290244509081276
leaf_count=1318 346 38 26 81 31 194 54 13 38 27 22 32 63 11 49 46 11 33 30 10 111 33 35 294 34 46 940 19 5 44
internal_value=0.000988742 0.0287282 0.00152608 -0.0608496 0.0310651 -0.033657 0.000856892 -0.00993748 -0.0247432 0.0089334 0.0420189 0.00117822 0.000518974 -0.022227 0.0108913 0.0304014 -0.0109022 -0.0261043 -0.0620904 0.00126109 0.018555 0.0676482 0.000839978 -0.00143152 -0.000341418 0.00337541 0.000483655 0.0484741 0.0566118 -0.012638
internal_weight=67.5175 0.319402 0.19881 0.0638924 0.134918 0.0482983 67.1981 1.94252 1.0885 0.854019 0.276587 65.2556 61.108 1.93074 4.14751 1.20617 1.69639 1.05283 0.49241 59.1773 1.40674 0.281105 57.7706 30.4713 29.9002 27.2993 29.4462 0.454029 0.4227 0.184657
internal_count=4034 716 678 107 571 540 3318 154 92 62 49 3164 3037 148 127 78 85 74 63 2889 154 43 2735 1366 1072 1369 1037 97 51 78
is_linear=0
shrinkage=0.1


Tree=980
num_leaves=31
num_cat=0
split_feature=9 15 18 3 10 16 10 16 16 5 19 16 13 19 9 9 10 9 2 17 16 8 9 3 7 3 16 16 17 19
split_gain=0.0689008 0.0739787 0.0690004 0.197672 0.693731 0.429596 0.60658 0.235704 0.207873 0.207736 0.19815 0.400331 0.724583 0.430101 0.251875 0.436932 0.1494 0.321509 0.279671 0.146568 0.133125 0.184598 0.399022 0.156215 0.152276 0.149118 0.125417 0.188056 0.30414 0.114205
threshold=181.33671263215004 43.890399822900008 13.843998451900001 83.538459487450012 71.015621515800021 18.344957101500004 70.206395618550019 19.199955102150003 18.684956306450005 17.089764221050004 13.751109481500002 19.974953289850003 112.64908412395 14.251149826300002 204.99169312540002 202.37225149245003 62.391047833300007 211.36251378275003 241.85323870325001 199.03437346465003 22.544947280100004 8.543332867800002 197.63955579655001 93.181958801350021 23.851446749400001 92.598563387050021 20.784951395750003 22.454947490600002 186.09458496570002 14.351157895250003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 19 -4 5 -5 7 8 -7 -6 -9 -12 -13 -14 15 -15 -16 -18 -19 20 21 26 -23 -24 25 -22 -2 28 -28 -27
right_child=2 -3 3 4 9 6 -8 10 -10 -11 11 12 13 14 16 -17 17 18 -20 -21 24 22 23 -25 -26 29 27 -29 -30 -31
leaf_value=-9.9601628830287182e-05 -5.958807599612391e-05 -0.0020325937789836745 0.00020648007424765467 0.0019051406201993832 -9.4315348484953467e-05 9.4208683330049425e-06 -0.002034928262659766 -0.00068330823259801982 0.0015230463821680937 -0.0020235765412707609 0.0010807086745683555 -0.002041587333697587 0.0013076615769770648 -2.408693603802335e-05 -5.1285739538950235e-05 -0.0018137379941138116 0.0019297327233878912 -0.0013171479118042027 0.0012049245405577284 0.00072942256932566904 0.00055179533316641774 -0.0015526146579607181 0.0011324299976413798 -0.00012115938621929328 -0.00050799993102250884 -4.8751511775691054e-05 0.0001973081873707209 0.00045738084739313316 0.0019912374594388683 0.0002129771942102293
leaf_weight=2.8437591275628615 0.926034240052103 0.078214950743131229 23.010851949218477 0.45862266742915281 0.28515034564770647 0.65067288256250033 0.55294499261071983 1.54558730800636 0.75198427587747574 0.86704057201859541 1.3060773890465478 0.67011623387224961 0.96576777938753355 1.6506877931806232 2.5366151130874646 0.76875302125699807 0.53046001796610631 0.35279080690816045 0.32454994227737188 1.9927666788935301 3.2751361019909444 0.52988573163747821 0.66946481447666861 0.89061830958235078 1.3854217397456512 10.667591399480672 0.59406054206192471 3.1688824450175161 0.9355816594325006 16.058992542706619
leaf_count=1520 26 6 965 40 32 31 64 34 17 182 23 46 40 61 54 28 26 14 28 43 28 14 30 47 34 148 4 26 79 344
internal_value=0.000144288 -0.000151344 0.000155317 9.41712e-05 -8.75951e-05 4.10241e-05 -2.67895e-05 6.5328e-05 0.000820897 -0.00154611 -3.4171e-05 7.60111e-05 -9.22269e-05 9.09943e-05 -9.9636e-05 -0.000592731 0.000218975 0.000786576 -0.000108689 0.00021071 0.000184274 0.000415047 -8.25338e-05 0.000416782 0.000127554 0.000156902 0.000599937 0.000729924 0.00129454 0.000108511
internal_weight=81.2451 2.92197 78.3231 37.2287 14.2178 13.0656 12.607 12.0541 1.40266 1.15219 10.6514 9.10582 7.79974 7.12962 6.16386 2.41944 3.74442 1.2078 0.677341 41.0944 39.1017 7.71453 2.08997 1.56008 31.3871 30.0017 5.62456 4.69852 1.52964 26.7266
internal_count=4034 1526 2508 1685 720 506 466 402 48 214 354 320 297 251 211 89 122 68 42 823 780 226 91 77 554 520 135 109 83 492
is_linear=0
shrinkage=0.00196078


Tree=981
num_leaves=31
num_cat=0
split_feature=19 17 8 6 3 10 9 5 9 5 18 17 7 0 7 16 10 6 2 7 16 8 3 6 14 3 0 5 12 8
split_gain=0.0224231 0.0814001 0.0970269 0.0262822 0.0947279 0.0895457 0.124417 0.129079 0.0863301 0.0747526 0.0617356 0.105509 0.105395 0.154536 0.092656 0.081771 0.0776521 0.210528 0.108336 0.0697178 0.131569 0.0605515 0.0991298 0.0556827 0.0899229 0.0556757 0.130625 0.101107 0.22035 0.196268
threshold=14.651182102100002 198.49975298390004 8.543332867800002 16.535386346650004 93.14163192940002 62.132955852800002 198.49982034990003 22.053438739150003 199.17419511990002 20.556063402800003 12.794482498400003 179.56144807225004 22.381996090050006 86.135510041400025 22.105125139000005 22.644947046300004 62.052302108850007 16.455384477450004 165.44420596670003 22.181995028450004 22.624947093000003 8.7431769115000026 93.579850604650019 15.575363915900002 234.88994499470002 93.216908757050007 85.812895065800021 24.279163357700003 180.68591246415005 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 2 -2 10 8 9 -7 -8 -5 -6 11 -1 13 19 -15 25 17 18 -17 20 -12 -11 -23 -18 -25 -14 -27 28 -28 -30
right_child=1 -3 -4 4 5 6 7 -9 -10 21 12 -13 15 14 -16 16 23 -19 -20 -21 -22 22 -24 24 -26 26 27 -29 29 -31
leaf_value=-0.0081604557659351457 0.097049436849398804 2.492880022417384e-06 0.0063462780810190763 -0.044467184562800945 0.06887412157438022 0.10020793317298562 0.090737509647696862 -0.10288955342040695 -0.0074406138741336019 -0.0045661313903367154 0.063691728706125078 0.10110300323906102 0.0019078899849070245 -0.029358336078396385 0.089675534221901346 0.026261654377822602 -0.025815156740338376 0.0086676796587810984 0.099428355998774032 -0.10343470844478567 -0.10421229081789221 0.10165528627398185 1.8331652995871102e-06 -0.017938197874673264 0.029281488483004048 0.0099193601730541668 0.00018617334957635038 0.013322421756297553 -0.080755188967673641 -0.018151620204340961
leaf_weight=0.18827297312826985 0.21614910918287833 1.4785728872448087 0.25955683740903623 0.92374752851173836 0.15245270915329445 0.21032868970684138 0.059575416326879349 0.081566941109485924 1.978218841133639 6.0070582483040766 0.08903399492427766 0.16656267908547306 41.412799387128082 0.14456432494989713 0.11940611263798928 0.36433453159406726 0.65047104819677803 2.5597643332275766 0.45522437562067353 0.27520514262505458 0.098081063479185104 0.14483066648244847 0.28412930044578388 0.71333941217653751 0.92789277562405914 2.7504488143752033 1.8915879442356529 0.87327559446566727 0.93858378403820131 1.0736126471310852
leaf_count=124 13 36 28 16 7 21 8 38 42 479 51 10 2514 150 31 14 17 38 29 23 9 3 69 12 37 107 42 24 33 9
internal_value=0.00102334 0.0115787 0.0475596 0.000708573 -0.00405524 0.00228882 0.0514692 -0.0211606 -0.0192268 -0.000334774 0.00155043 0.0431287 0.00128382 -0.0365593 0.0244862 0.00178711 0.0131545 0.0227908 0.0669021 -0.0714143 -0.0243194 -0.00197415 0.0343233 -0.00105509 0.00875809 0.000469894 -0.00744128 -0.0174369 -0.0243177 -0.0473529
internal_weight=67.4886 1.95428 0.475706 65.5344 9.84191 6.93994 0.351471 0.141142 2.90197 6.58847 55.6925 0.354836 55.3376 0.726291 0.26397 54.6113 5.67103 3.37932 0.819559 0.46232 0.187115 6.43602 0.42896 2.2917 1.64123 48.9403 7.52751 4.77706 3.90378 2.0122
internal_count=4034 77 41 3957 683 625 67 46 58 558 3274 134 3140 264 181 2876 147 81 43 83 60 551 72 66 49 2729 215 108 84 42
is_linear=0
shrinkage=0.1


Tree=982
num_leaves=31
num_cat=0
split_feature=15 13 16 19 9 19 16 16 10 16 19 7 5 6 17 9 2 6 18 17 9 17 9 15 13 3 0 15 10 15
split_gain=0.0223617 0.0420111 0.183231 0.0352993 0.0830494 0.0296346 0.0773548 0.0623602 0.080912 0.0993649 0.0577094 0.17228 0.214752 0.138672 0.0830362 0.100187 0.0699019 0.0584968 0.125418 0.128905 0.116797 0.0858235 0.0530667 0.0322801 0.110973 0.0547316 0.149596 0.111176 0.117121 0.0802623
threshold=46.683480308100009 117.61735474900001 22.534947303500005 14.651182102100002 201.32298960505003 14.551174033150001 22.534947303500005 22.614947116400003 62.020040611300011 22.824946625350005 14.451165964200003 23.604435110900003 22.783584484750005 15.945372561050002 192.20712075930001 196.64273721640004 116.68694986600001 16.575387281250006 13.065205089100003 183.49170501290004 201.97224908750002 182.50770257345002 182.80199813410005 45.169600924000008 117.51519334005 93.499196860750018 85.812895065800021 41.195083317300011 62.030794443850006 39.883592142850006
decision_type=2 2 2 2 2 2 2 2 2 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 10 -7 -8 9 -9 17 14 13 -13 16 -16 22 23 19 21 -20 -19 -12 25 -25 27 -27 29 -29 -1
right_child=1 -3 -4 4 -6 6 7 8 -10 -11 11 12 -14 -15 15 -17 -18 18 20 -21 -22 -23 -24 24 -26 26 -28 28 -30 -31
leaf_value=0.0019811904141797411 0.0038428540252134023 0.0021340125906376245 -0.10209032891858826 -2.0897843965394586e-05 0.051799766535553918 -0.034351153733732265 0.022665398556915219 -0.060724339735476009 0.014199740623654073 -0.0008152209915089462 0.0010812740528473447 0.0049767774183609465 0.06612238638476188 -0.10376652988790461 0.050181374367556257 0.008156813269008828 -0.01104586068488142 -0.0040200077228360956 -0.10667617587577348 0.098513889642845701 -0.0051466165323149973 -0.10363609429670183 0.04268033456930536 0.016481142675969861 -0.037122392787377299 0.0050002168401332217 -0.030520812324066095 0.037150028175687903 0.0026715444564648257 -0.019916124178265146
leaf_weight=40.500497912215337 0.5508614001446398 1.2178917108885796 0.23206713921666733 0.94565844628959783 0.45955641381442547 0.84597202832810525 0.85481615679054845 0.49416463525267296 0.81675587524659921 0.62955478791991482 0.59983940329402619 0.17769507586490352 0.15842510907168617 0.34485459621646442 1.2829327866784299 1.0169793577479138 1.2812378377420826 1.1958380614380519 0.25892826770842692 0.11673510914988572 0.20146170178668399 0.093228895975698722 0.62741533803637139 0.69995018001645692 0.86166692581900861 3.1457974794435577 1.9027627561008555 1.830342156812548 2.1338330343933194 1.7460660563010595
leaf_count=2558 7 44 85 30 37 27 18 27 36 20 14 17 31 43 24 27 21 366 32 7 33 11 31 8 37 282 32 25 48 56
internal_value=0.000929203 -0.00948408 -0.0275567 0.00124865 0.0169263 0.000903437 -0.0078568 0.000161494 -0.0097519 -0.0271607 0.00143352 0.0112079 -0.0358671 -0.0667879 0.0178748 0.0315989 0.00529183 0.000452381 -0.0169476 -0.00211205 -0.0622479 -0.0112245 0.0223482 0.00106713 -0.0130961 0.00149862 -0.00838738 0.00257867 0.018591 0.00107617
internal_weight=67.2238 2.00082 0.782929 65.223 1.40521 63.8178 3.64126 2.79529 1.94048 1.12372 60.1765 5.48938 0.680975 0.52255 4.8084 2.29991 2.50849 54.6871 1.86619 1.4058 0.46039 1.28907 1.22725 52.8209 1.56162 51.2593 5.04856 46.2107 3.96418 42.2466
internal_count=4034 136 92 3898 67 3831 128 101 83 47 3703 208 91 60 117 51 66 3495 449 384 65 377 45 3046 45 3001 314 2687 73 2614
is_linear=0
shrinkage=0.1


Tree=983
num_leaves=31
num_cat=0
split_feature=18 0 17 16 3 6 8 0 12 17 0 15 17 19 9 17 13 17 5 17 15 8 17 13 13 13 14 17 17 7
split_gain=0.0686406 0.178557 0.15863 0.132725 0.161155 0.593502 0.237399 0.324164 0.192497 0.270328 0.207153 0.240597 0.215342 0.205715 0.296581 0.463488 0.222986 0.193554 0.139007 0.130816 0.289588 0.441404 0.127465 0.133153 0.116116 0.113921 0.110174 0.158226 0.278449 0.147892
threshold=13.946975448150001 86.756543869550015 188.10488866565001 22.644947046300004 83.538459487450012 14.745344522600002 7.943800736700001 94.940210418650011 103.54784004735002 194.17433468975003 94.047642319350018 30.501457990950005 197.91512403570002 14.251149826300002 205.22231928645002 204.75389752000004 112.36141910395001 200.11066131620001 21.876867948900003 186.57794620975002 40.042228346200012 8.1436447804000007 189.31157886915003 117.59047016770002 117.51519334005 109.96062599345002 195.25924573520004 199.59317753375004 196.70243143610003 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 -2 19 4 -3 6 7 -6 -7 -10 11 17 -13 16 15 -15 -14 -11 -16 -1 21 -21 23 24 -4 -8 27 28 -24 -28
right_child=1 3 22 -5 5 8 25 -9 9 10 -12 12 13 14 18 -17 -18 -19 -20 20 -22 -23 26 -25 -26 -27 29 -29 -30 -31
leaf_value=0.00014749795243341823 -0.0020113425225560212 0.00017669296837835249 0.00074946569353082299 0.0013815917472362435 -0.0019911351213802169 -0.00058989039327106982 -0.0020175865515637209 0.0014729194486711645 0.0012353017728012079 0.0019995923967278174 -0.0012405417929863922 -0.0012679199255018578 -3.8575283910859036e-06 -0.0022932196167275419 -0.00022164381970458534 0.00050685536957781276 0.0017532944720231561 0.00026441586942125135 0.0008373265475526213 0.00012401706476460338 0.00012907116180023274 -0.0020711369231522958 0.0004642554953802145 0.0011178385140523063 -0.00017805326433426664 -0.00053472902882560874 -0.00013488426574722223 -0.00024542060036690679 0.0019721050282923021 0.00025537375906299419
leaf_weight=9.647272719572582 0.15519970851346343 22.141274991413713 1.1377923002401074 0.30623096693307061 0.17859339345272829 1.3419544471689713 0.89709427435809608 0.24820729512416051 0.88202117516630085 0.44865458365529765 0.42915944969354303 0.47576300194486965 0.57603140064748026 0.51799902366474304 0.98797340458258964 0.40496060770237818 0.53606025315821171 0.5503219987731427 0.92069183895364404 0.69535765842010666 2.4355761680362775 0.7136019304743968 3.6873186728917089 1.3415989358109071 0.95405194390332315 0.25603828579187393 4.6107467128513262 0.90782384248450387 0.53978674998506893 19.619159509657038
leaf_count=873 36 1621 22 31 126 31 225 29 32 12 41 29 24 20 31 29 18 32 26 18 42 24 155 18 22 19 146 18 17 267
internal_value=0.000156195 8.6754e-05 0.00020458 9.68983e-05 8.4524e-05 -0.000126918 -0.00122593 2.33968e-05 8.8203e-05 0.000223421 7.07951e-05 0.000174657 -2.17825e-05 0.000128549 -0.000152099 -0.00106465 0.00084314 0.00104371 0.000289177 2.56144e-05 -0.000280234 -0.000987772 0.000278199 0.000635675 0.000326441 -0.00168834 0.000236401 0.000497295 0.000656803 0.000181111
internal_weight=78.5443 32.2542 46.2901 32.099 31.7928 9.65152 1.57993 0.426801 8.07159 6.72964 5.84762 5.41846 4.41948 3.94372 2.83162 0.92296 1.11209 0.998977 1.90867 13.4918 3.84454 1.40896 32.7983 3.43344 2.09184 1.15313 29.3648 5.13493 4.22711 24.2299
internal_count=4034 2412 1622 2376 2345 724 399 155 325 294 262 221 177 148 106 49 42 44 57 957 84 42 665 62 44 244 603 190 172 413
is_linear=0
shrinkage=0.00196078


Tree=984
num_leaves=31
num_cat=0
split_feature=13 16 8 16 15 15 15 18 19 8 5 7 15 18 2 14 6 3 6 8 7 2 0 10 9 13 15 6 5 2
split_gain=0.0211538 0.0379651 0.0509161 0.0367383 0.0232602 0.0398311 0.0209356 0.0941963 0.169865 0.0927147 0.149439 0.0422287 0.0591171 0.0543007 0.0349836 0.320202 0.173034 0.205151 0.171199 0.17785 0.160644 0.274758 0.158309 0.148317 0.140683 0.13647 0.121106 0.118313 0.328174 0.110126
threshold=98.050756475600011 9.719977270450002 7.1444245619500011 9.2849782877000013 21.092276343250003 20.123524217100002 45.169600924000008 13.3584252364 14.551174033150001 8.4434108459500017 24.367802910700004 23.051546669900002 45.560261772200008 13.036600629150001 189.28685862455004 274.43194657740008 13.565316951450002 82.081315180750025 14.935348962050002 7.943800736700001 23.576742473100005 199.66651340635002 89.705782438650019 62.095317438950012 202.37225149245003 117.62810858150002 38.62622401090001 16.445384243750002 24.041678002600005 309.00014058725003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 5 -3 14 11 9 10 -9 12 -8 -14 15 -2 -16 -18 19 -19 25 -22 -17 -23 -25 27 -26 -20 -29 -21
right_child=6 2 -4 -5 -6 -7 7 8 -10 -11 -12 -13 13 -15 16 22 17 18 20 29 21 23 -24 24 26 -27 -28 28 -30 -31
leaf_value=-0.10061859046503883 0.0015165720431044912 -0.10008449916975011 -0.10071256966148096 0.085001399797466015 -0.10027088456762567 0.092442213187044237 0.0014583565127904846 -0.10145749810954552 0.0045308080037867694 -0.10554748525957024 0.044208136322525342 0.010254269418953115 -0.00013388847931641683 -0.10198155272389796 -0.062660345252262842 -0.11299649452362602 0.085059221819511671 0.047950514849955266 0.0040204251655913707 -0.10442693171375515 0.09931974455696313 0.00072874719137006516 -0.020572001663329828 0.08666222712882575 -0.034727519183804061 0.031431973956463195 0.065894512683826068 -0.090764267876534882 0.011418073572806151 0.020487622388183944
leaf_weight=0.014074728466382136 53.13569702152472 0.014644695492108895 0.09707338213274852 0.043984831610487163 0.0147389047291 0.040363022124381587 0.50491347908973638 0.1364663087588267 0.72160476058752465 0.30951919757035284 0.14553976331620788 2.403936917989995 0.087738555137548246 0.12978126836151205 0.3379063812781159 0.35384301113663141 0.35187979699548844 0.15090694780337788 1.6890764683093955 0.3379409192230014 0.45334880601149086 2.0647135913313837 0.38912968279328197 0.47913702856749285 0.2677626155782491 0.8876310322775679 0.2161856428720057 0.59129950025817357 0.67095028536860468 0.089207640354288742
leaf_count=453 1907 336 248 40 86 23 2 30 29 42 24 24 27 44 181 11 25 21 30 88 15 84 56 15 20 29 23 25 78 18
internal_value=0.000975306 -0.0296437 -0.0538835 0.0400036 0.0112931 0.0411859 0.00107822 -0.00555718 -0.028033 -0.0677578 -0.0262813 0.00388307 -0.0173174 -0.0609004 0.0015498 0.000604987 0.00747731 0.01035 0.00702156 -0.0453701 0.0111588 0.0267156 -0.0645894 0.0158447 0.048251 -0.00294796 0.0102216 -0.013288 -0.0364491 -0.0783392
internal_weight=67.131 0.22488 0.16682 0.0580596 0.0697466 0.0550077 66.9061 4.4395 1.31313 0.591525 0.282006 3.12637 0.722433 0.21752 62.4666 53.8787 8.58795 8.25004 7.89816 0.578056 7.3201 3.48115 0.742973 3.0278 0.963085 3.83896 0.483948 2.95133 1.26225 0.427149
internal_count=4034 1186 693 493 445 359 2848 222 125 96 54 97 73 71 2626 1974 652 471 446 127 319 157 67 142 58 162 43 133 103 106
is_linear=0
shrinkage=0.1


Tree=985
num_leaves=31
num_cat=0
split_feature=16 15 15 18 16 10 13 18 8 8 19 9 19 2 13 13 4 16 5 15 4 0 13 0 13 0 2 18 18 13
split_gain=0.0200013 0.223938 0.291376 0.182714 0.126566 0.196723 0.301553 0.203429 0.0935444 0.102201 0.101486 0.0908461 0.140973 0.0735216 0.117919 0.0711672 0.0680136 0.0654723 0.0648581 0.0459868 0.13807 0.0432288 0.0799026 0.077855 0.0425859 0.512733 0.125027 0.102129 0.242574 0.119034
threshold=18.684956306450005 28.626568391100005 28.343014915050002 14.053554955550002 15.584963555600002 70.776348742200014 104.19119484555002 12.909082926650003 8.1436447804000007 8.0437227585500022 13.351077205700003 213.27127849780001 13.251069136700002 186.79363985910004 102.94912718925001 109.40142670235001 235.48598737865004 18.734956189500004 14.711207928400002 27.063546193350003 170.06818406760001 96.531777631850005 116.35915634395 71.131225215400022 109.49014582065001 96.163458868000006 118.06771887965002 14.366548389000002 14.493864790000002 113.0174028878
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -3 13 7 8 -6 9 10 -7 -5 -13 -1 18 16 -9 -2 -15 20 -19 22 -22 -24 25 26 -21 -26 -29 -30
right_child=17 3 -4 11 5 6 -8 15 -10 -11 -12 12 -14 14 -16 -17 -18 19 -20 24 21 -23 23 -25 27 -27 -28 28 29 -31
leaf_value=0.0012631361995903338 0.030648152993137293 0.012477135126310532 0.095241748831669804 -0.10265810454390303 -0.090562835249117998 -0.083479364438374393 -0.096559808060372482 0.067211239379340343 -0.092071381656186918 0.085801323170713734 0.0089843575012738004 -0.10238939132944498 0.071774396548406158 0.024052643218267732 0.088266860713034384 0.094958941965074761 -0.054915584911358839 0.071247300375833864 -0.10067755759546909 -0.10296118881942218 -0.10269772584132897 0.011678331821402817 -0.10029562929032419 0.079974635329544311 0.00093017352896008685 0.0046958514773547738 -0.018749661367569791 0.050804190215667205 -0.059397935435707871 0.018100272451382435
leaf_weight=10.78520131442572 0.77479235763894294 0.32693110145010074 0.31988035733957154 0.46690867339316355 0.11409992888616161 0.14981917457919258 0.6116250108461827 0.10224800092237274 0.11358870142430533 0.13097250465943944 0.57153429102618247 0.098349618316206033 0.088112872879719362 0.12914422106647627 0.24917422440465486 0.24514260723663028 0.082309783577784401 0.37194245937280246 0.061561572058693059 0.60978670162148674 0.10611677740234882 0.56442056596279144 0.036019312479766086 0.07154088128299918 41.937738978021855 5.3235310335003305 0.24800896239321446 1.2706216117949218 0.38664420408895228 0.40663187547761481
leaf_count=903 29 32 13 203 214 172 110 18 39 7 46 39 10 459 28 81 30 22 112 78 16 3 47 16 1108 31 40 42 34 52
internal_value=0.000877967 -0.00238695 0.000924739 -0.0485549 -0.0013358 -0.0237367 -0.0416161 0.0281305 -0.00682524 0.00453544 -0.0102196 -0.0790939 -0.0200883 0.00289756 0.0429713 0.0596476 0.0127447 0.00179568 -0.0162114 0.0013602 0.0211317 -0.00282431 -0.0411325 0.0196065 0.000907093 -0.00686518 -0.0786136 0.00199894 0.0237159 -0.0196725
internal_weight=66.7544 14.6466 13.6663 0.980302 13.3464 2.12134 1.57754 0.5438 0.965915 0.852326 0.721353 0.653371 0.186462 11.2251 0.43988 0.4297 0.184558 52.1078 0.190706 51.333 1.15004 0.778098 0.213677 0.10756 50.183 6.18133 0.857796 44.0016 2.0639 0.793276
internal_count=4034 2516 2232 284 2219 717 374 343 264 225 218 252 49 1502 599 129 48 1518 571 1489 104 82 79 63 1385 149 118 1236 128 86
is_linear=0
shrinkage=0.1


Tree=986
num_leaves=31
num_cat=0
split_feature=18 3 6 17 16 10 19 7 9 17 18 16 15 17 0 10 9 3 0 16 6 12 9 4 10 17 7 9 0 4
split_gain=0.068468 0.128946 0.505234 0.227827 0.214111 0.239193 0.524509 0.505573 0.321423 0.349141 0.250403 0.196201 0.405134 0.143602 0.137145 0.136045 0.11893 0.108008 0.167807 0.123402 0.0940218 0.219915 0.303144 0.368677 0.0932987 0.200782 0.0903822 0.154978 0.271957 0.313273
threshold=13.946975448150001 83.538459487450012 14.745344522600002 205.32027903760002 19.199955102150003 66.964115113200009 14.251149826300002 24.385896469550001 204.99169312540002 204.75389752000004 14.382403557200002 18.684956306450005 29.329759478700002 205.83789591070004 88.606203063300015 65.687097501250022 210.65484416470002 93.281431752200021 86.256490657300006 22.664946999500003 16.405383309150004 172.63877719270002 194.04304600165003 209.52275111965002 62.084563606450011 195.42788627465004 23.864758692950002 197.90890142995002 86.565663342300013 191.71186625420003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 -2 3 -3 11 6 -6 10 9 -8 -7 12 -4 -5 -10 -15 -16 19 20 26 21 22 23 -19 -22 -26 27 -1 -29 -30
right_child=1 2 4 13 5 7 8 -9 14 -11 -12 -13 -14 15 16 -17 -18 18 -20 -21 24 -23 -24 -25 25 -27 -28 28 29 -31
leaf_value=0.00026311323864735951 0.00015719256483983819 -0.0017193717321802267 0.0012280484487546626 0.001137053817652611 0.0018989473195005775 -0.00069501148592995875 -0.0019601900489303607 -0.0020465833762552364 3.8529319562832119e-05 0.00033625054628898542 0.00059831865746343604 0.0015093643720856097 -0.0013643029683972413 0.00066405848440147187 0.0019830865212100215 -0.0020115065794594779 0.00025871591331723723 -0.0020112419782317569 -0.00099218525161591975 -0.00025511824753828596 0.00012772387110742195 -0.0015736597761645591 0.0018826976753086712 0.00038411099093182028 0.0014707335819381796 -0.00082436355575538469 8.4246380483301962e-05 0.00019001620574836105 0.00051247412133061403 0.0018467645703336675
leaf_weight=13.075083961250821 21.276358305461887 0.97924366009675512 0.54875783671587697 0.2103864774107933 0.61757040768861804 1.1955568655394024 0.59032477242180925 0.63640994002344076 1.4520709614153022 0.44748156717105303 1.1098135451320557 0.68574786401586607 0.40125288424133032 0.11992418218869716 0.31563019566237915 0.18699337622456369 0.29988072672858834 0.36658208032350248 0.54200165160000224 1.5711431293748308 17.030054216407056 0.41053854239873988 0.28014557156711806 0.75755972147089778 0.53393643547769798 0.20198763534426689 5.1965435664169481 2.4722852730192235 1.5757459788583221 1.185494022676721
leaf_count=353 1621 347 38 11 26 31 27 41 39 37 21 20 54 15 17 42 25 104 11 29 818 66 8 25 85 7 45 19 23 29
internal_value=0.000142335 7.14814e-05 -0.000114659 -0.00116332 7.4411e-05 -8.16034e-05 0.000248594 -0.000499483 -7.96131e-05 -0.00097001 -7.23977e-05 0.000710077 0.000133126 -0.00011073 0.000367315 -0.000966063 0.00114296 0.000191045 8.40454e-05 0.000276908 0.000113836 -0.000311279 5.77739e-05 -0.000397012 0.000157262 0.000840803 0.00031247 0.000377247 0.000662389 0.00108533
internal_weight=76.2725 31.0734 9.79705 1.49655 8.3005 6.66474 3.72296 2.94178 3.10539 1.03781 2.30537 1.63576 0.950011 0.517304 2.06758 0.306918 0.615511 45.1991 20.1228 25.0763 19.5808 1.81483 1.40429 1.12414 17.766 0.735924 23.5052 18.3086 5.23353 2.76124
internal_count=4034 2412 791 415 376 264 171 93 145 64 52 112 92 68 81 57 42 1622 1124 498 1113 203 137 129 910 92 469 424 71 52
is_linear=0
shrinkage=0.00196078


Tree=987
num_leaves=31
num_cat=0
split_feature=8 14 12 19 6 17 8 8 2 0 17 17 15 13 9 17 4 15 16 12 7 7 18 2 16 18 6 7 17 12
split_gain=0.0188759 0.0558114 0.11 0.0635578 0.130325 0.0633794 0.0451842 0.0298482 0.0490968 0.0683453 0.0317557 0.109937 0.279823 0.0930146 0.0863013 0.0802023 0.0544299 0.0726796 0.0717557 0.0467307 0.0470666 0.105045 0.214129 0.163256 0.102551 0.35453 0.0857434 0.169752 0.0942274 0.0696109
threshold=8.8430989333000021 168.39662374755002 115.02544258150002 14.351157895250003 18.080422446150003 189.43751236195004 9.4426310644000022 8.7431769115000026 74.580378076100018 85.963448721100022 183.92349703790003 182.63036160245002 21.887115025350003 117.74908919740001 203.36975145060003 183.35201426355002 257.44234454700006 25.186533201700005 12.644970430600003 79.133367176650012 22.721067571950005 22.589037079550003 13.036600629150001 104.38256328765002 22.664946999500003 13.531614672700002 16.455384477450004 22.381996090050006 188.83172615260003 107.96682590455002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 5 -3 -4 -5 6 -2 10 -9 -10 11 14 -13 19 16 -14 -1 18 -18 -12 21 26 -23 -24 -22 -26 27 28 29 -21
right_child=1 2 3 4 -6 -7 -8 8 9 -11 13 12 15 -15 -16 -17 17 -19 -20 20 24 22 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0035900827429516391 -0.06295130055540353 -0.090912198393247046 0.0085036338064986439 -0.079782993206143474 0.040406842327693288 0.060053103187296786 0.024132498146104471 -0.0066467189235254621 0.0026298892769865915 0.037695778311142784 -0.025536597305090926 0.011974568299839186 -0.10976698158339022 0.0441470232264334 -0.077657389647223643 -0.033531144094509739 -0.10214438987945462 -0.095145021231924518 0.038083924999033542 -0.1026098145239111 0.0012941322764864357 0.10190469198619552 0.074037806137186468 -0.029005889108068662 -0.086275383363453056 0.015200727415557135 -0.0026035302186264812 0.071924764886557954 0.067789635468671103 0.012737199144168848
leaf_weight=6.3090790914008519 0.10646501486189563 0.18482171736832231 0.79095410981972214 0.27320466212950123 0.13469742433881038 0.2189727146178484 0.13530051953603106 1.1268215274903917 1.1938371799224117 1.0400545555166898 0.64730328034784079 0.67440315790803118 0.37958828887894924 0.5083690222381837 0.14049493257493839 0.21682020833395654 0.049445857742163812 0.13313784206911805 0.1392773784068595 0.13581930823420307 45.082655051633196 0.35480872096377403 0.23342796554788947 0.45046718464550395 0.57886656268237746 0.84961317642591894 3.7633094803630343 0.46583846414887375 0.081214657981661276 0.085102217567509797
leaf_count=698 13 24 42 36 37 16 33 9 24 32 36 38 23 35 113 45 208 58 64 15 2110 9 31 28 31 39 63 40 45 39
internal_value=0.000910969 -0.00906408 -0.019102 -0.00803133 -0.0400939 0.0210814 -0.0142161 0.0011956 0.0103715 0.0189559 0.000692363 -0.0051646 -0.0321533 0.00157715 -9.95571e-05 -0.082052 0.00154372 -0.0385688 0.00134383 0.00116672 0.00149861 0.0101856 0.0388686 0.00616512 0.000458293 -0.0259207 0.00361057 0.0340615 -0.0243166 -0.0581765
internal_weight=66.4842 1.84442 1.38368 1.19886 0.407902 0.460738 0.241766 64.6398 3.36071 2.23389 61.279 8.04225 1.27081 53.2368 6.77144 0.596408 6.63094 0.321861 0.188723 52.7284 52.0811 5.56999 1.0387 0.683895 46.5111 1.42848 4.53128 0.767975 0.302136 0.220922
internal_count=4034 201 139 115 73 62 46 3833 65 56 3768 1247 106 2521 1141 68 1028 330 272 2486 2450 270 68 59 2180 70 202 139 99 54
is_linear=0
shrinkage=0.1


Tree=988
num_leaves=31
num_cat=0
split_feature=15 13 16 19 2 4 19 17 16 15 4 17 18 16 10 0 10 17 15 19 0 12 13 0 18 7 6 15 10 17
split_gain=0.018953 0.0317576 0.158437 0.0286782 0.0724037 0.0285742 0.191822 0.0785107 0.0725664 0.0654342 0.0591751 0.0511189 0.288646 0.169516 0.215378 0.0988708 0.0989413 0.0650641 0.044856 0.0973418 0.132382 0.0731544 0.041146 0.0374237 0.0345485 0.129261 0.098491 0.149346 0.0642109 0.291357
threshold=46.683480308100009 117.61735474900001 22.534947303500005 14.651182102100002 173.34516805710004 372.47712237630009 14.351157895250003 209.55094140555002 22.694946929300002 28.176737565850001 375.65892766775005 203.48482458890001 14.329845562450002 20.704951582800003 66.964115113200009 94.940210418650011 71.397382570300024 205.45998821870003 24.006097767650004 12.150980378200002 97.521130223850008 222.91560472515002 98.618021141100016 89.705782438650019 15.946034773700001 26.0252225485 12.350288562550002 20.729785921300003 75.634392583900009 183.49170501290004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 11 7 8 10 -9 -7 24 23 14 -14 17 -17 -16 19 22 -21 -22 -18 -13 28 -26 27 -27 -1 -30
right_child=1 -3 -4 4 -6 6 -8 9 -10 -11 -12 12 13 -15 15 16 18 -19 -20 20 21 -23 -24 -25 25 26 -28 -29 29 -31
leaf_value=0.0017981897969274784 0.0027222240542043945 0.0010851291517489021 -0.10170793638583786 -8.4557049567615011e-05 0.049266631179723679 0.096484953773853632 0.087493775661294904 -0.10071847015309093 0.10009245139865275 0.072662178645651471 -0.096525811296573852 -0.059603415651869419 0.10086452065272228 -0.079064345977796574 -0.0071520293887601082 0.046730577493261483 -0.10016541962272452 -0.10194525759478582 -0.00029241313478623425 0.079040731671649572 -0.096181540995552109 0.034577747553186822 0.10111048742265526 -0.12175581717238036 0.063623447995198798 0.092998151686256053 -0.06665174549921915 0.0015266128024932538 0.00096629726187809871 -0.084605670988088438
leaf_weight=50.058075695901437 0.54387518117437039 1.2142061819104126 0.19823020021391358 0.94973865689826087 0.43272991207777523 0.017360113280473821 0.26073770807124674 0.027512443686362076 0.025088664842769504 0.10423846247431356 0.18688870366214161 0.18885928903739468 0.20887057203799475 0.27588915539672587 0.13195186474331411 0.42674640717450518 0.012009899206049002 0.16045959592156578 4.361402401162195 0.064742936951006413 0.2907679594623005 0.050167327894996561 0.065813319757580757 0.19891866133548319 0.41790571627549811 0.19468735759696976 0.18503373573184934 2.1458420450949234 2.3062549316248915 0.48084809743920676
leaf_count=1958 7 44 85 40 27 18 42 110 9 35 381 32 10 33 17 11 127 30 101 8 127 21 6 9 113 243 46 26 151 167
internal_value=0.000820653 -0.00887561 -0.025173 0.00111598 0.015363 0.000802587 0.0221327 -0.0250637 -0.0604062 0.0364565 -0.0801209 0.000589432 -0.00784881 -0.00248701 0.00117263 -0.00256973 0.000569785 -0.0591694 -0.00349613 -0.0323951 -0.0520474 -0.0769408 0.070049 -0.0914858 0.00156299 0.0121072 0.00358281 0.0091353 0.00097568 -0.0137971
internal_weight=66.1859 1.95631 0.742105 64.2295 1.38247 62.8471 0.621826 0.361088 0.229337 0.131751 0.204249 62.2252 6.4366 6.04882 5.77293 5.56406 5.27165 0.292411 4.8449 0.483501 0.405678 0.340935 0.0778232 0.387778 55.7886 2.94347 2.52556 2.34053 52.8452 2.7871
internal_count=4034 136 92 3898 67 3831 595 553 408 145 399 3236 532 491 458 448 401 47 390 289 156 148 133 41 2704 428 315 269 2276 318
is_linear=0
shrinkage=0.1


Tree=989
num_leaves=31
num_cat=0
split_feature=9 7 12 18 18 9 17 17 15 17 2 18 6 15 17 0 10 9 15 3 5 9 17 17 0 3 7 18 7 8
split_gain=0.0180084 0.0544242 0.129773 0.0996818 0.325839 0.119131 0.416978 0.213459 0.147091 0.0941189 0.074713 0.0656625 0.128252 0.0624084 0.0587384 0.111032 0.30799 0.177779 0.0717208 0.183208 0.0513411 0.0510926 0.100886 0.126539 0.1451 0.0441228 0.0866763 0.0620854 0.120413 0.0595373
threshold=202.37225149245003 25.335171910400003 105.35624869990001 14.797467221750003 15.373697821050003 204.89606367675003 195.42788627465004 192.20712075930001 28.504445985850001 190.38166638035003 139.52793115400002 16.161386252450004 11.260263094250002 38.098890576000009 196.54125635090003 88.17067284620002 67.074341896550024 211.36251378275003 28.626568391100005 91.496295553550013 23.545618314050007 201.32298960505003 195.00249838555001 198.89195247110004 94.203572890950014 78.387373709500011 25.818239331450005 15.289002683150001 24.966719032500002 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=21 3 11 5 -5 6 7 8 -2 -10 -11 -3 -13 -8 18 -16 17 -17 -7 -20 -21 25 -23 -24 -25 26 -1 29 -29 -27
right_child=1 2 -4 4 -6 14 13 -9 9 10 -12 12 -14 -15 15 16 -18 -19 19 20 -22 22 23 24 -26 27 -28 28 -30 -31
leaf_value=-0.10182932728378896 0.010701491410994329 0.093475551598574513 0.0020293597339425119 -0.095439217496405326 6.3197956297606232e-05 0.011201038836759249 -0.11260280299543549 0.078551437954579931 -0.11235536382219802 -0.10282152241021514 0.093416663587453999 0.098559974863881739 -0.1010855025097369 -0.054316152838254209 0.00086875286604094098 0.10086679620628003 -0.049328405970832767 0.012128574927503653 -0.072108323996924878 0.0034069877495514302 -0.026577929358605257 0.065921059753623792 -0.02508033826944317 0.08652179545934334 0.0018863186446135363 -0.011145844464384722 -0.0075434702229118635 0.077759365654539447 0.0076252131331949252 0.0020650721680264298
leaf_weight=0.11870943547818669 0.69154642219655504 0.24061641942534961 8.1352763781741242 0.50617910079017647 1.2142332038492893 1.8478514882344805 0.38011500204447646 0.33483932182571152 0.19841778524096298 0.032168115983949974 0.048884283285588026 0.068736464918401907 0.060496427380712703 0.35550143939872214 3.1359751564887119 0.55679989140480735 0.31568191078258678 0.37973813340067863 0.45806426450144533 2.2438597341242716 0.76595563044247672 0.35562398116235172 0.69168016665571463 0.31463899137452245 0.56868123811727855 3.7688498573945202 0.54572565017446095 0.30233421146011963 1.2864613980972874 35.960645973494877
leaf_count=286 27 12 594 57 32 43 16 15 18 52 2 66 30 38 97 36 21 25 39 31 65 26 14 19 33 980 485 26 66 783
internal_value=0.000737962 -0.00159937 0.00466313 -0.00555482 -0.0280355 -0.00226196 -0.0242193 0.00970124 -0.0140406 -0.0752648 0.0155336 0.062596 0.00510205 -0.0844346 0.00235735 0.0109203 0.0360929 0.0648861 -0.00471151 -0.0131905 -0.00422375 0.00190739 0.0178136 0.00695128 0.0320335 0.00117592 -0.0243888 0.00158703 0.0209711 0.000811848
internal_weight=65.8843 21.9709 8.50513 13.4658 1.72041 11.7454 2.04147 1.30586 0.971017 0.27947 0.0810524 0.369849 0.129233 0.735616 9.70393 4.3882 1.25222 0.936538 5.31573 3.46788 3.00982 43.9134 1.93062 1.575 0.88332 41.9827 0.664435 41.3183 1.5888 39.7295
internal_count=4034 1316 702 614 89 525 168 114 99 72 54 108 96 54 357 179 82 61 178 135 96 2718 92 66 52 2626 771 1855 92 1763
is_linear=0
shrinkage=0.1


Tree=990
num_leaves=31
num_cat=0
split_feature=16 15 18 15 16 9 19 13 18 6 6 16 12 5 6 17 18 6 18 8 13 16 15 10 6 2 13 6 0 16
split_gain=0.0836757 0.319672 0.15601 0.142668 0.279173 0.173175 0.181893 0.19936 0.226702 0.135715 0.119601 0.0932717 0.121218 0.0851909 0.149513 0.256199 0.101583 0.123848 0.181375 0.0993147 0.0936553 0.124895 0.0774376 0.361878 0.0977205 0.171433 0.615644 0.116747 0.136155 0.151383
threshold=18.684956306450005 29.037712645600003 14.053554955550002 27.980927088250002 15.584963555600002 195.41812862360004 12.551012654050002 109.46594969745001 17.551307094650003 11.075258771650001 14.935348962050002 18.594956516900002 103.54784004735002 23.545618314050007 16.405383309150004 203.72643944000004 13.565177112500001 16.445384243750002 13.405476405600002 8.4434108459500017 117.60660091645001 22.664946999500003 42.713473568600008 62.084563606450011 16.455384477450004 177.79737172225003 117.64961624655002 16.445384243750002 85.963448721100022 22.614947116400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 9 11 -7 8 -8 -1 -4 12 -6 22 15 -15 17 -16 20 -18 -19 -22 24 -24 27 -26 -27 28 29 -2
right_child=13 2 10 -5 5 6 7 -9 -10 -11 -12 -13 -14 14 16 -17 19 18 -20 -21 21 -23 23 -25 25 26 -28 -29 -30 -31
leaf_value=-0.0015147109648503086 0.00036566688550716776 0.00032912425038913865 -0.0018597165835803104 0.00088773621555330716 -0.0020347762765007714 0.00073828929686468663 -0.0020163959365696012 0.00051349610045969916 0.0010228093700058629 0.00022345314869779009 0.00012690146043676644 0.0017485554580359236 9.5266523558010347e-05 -0.0018281122231365058 0.0007566480585312988 0.00012428174984845873 0.0015003587474243952 0.00022563729123987976 -0.0013719931992467332 0.00029839942826532357 -0.0016755978689385531 -0.00013398787911882639 0.0016879158946140728 -0.000122765874052503 0.00019710513058112471 -0.0015723932254825984 0.00040326845388483703 0.00070677131990610576 0.00028850213259324525 -0.0012690798222901765
leaf_weight=0.17510506682413307 0.41241444763728097 0.24661461862706247 0.59602715201594947 0.89644169320308797 0.11568128460203408 0.19721423252485681 0.83635526749276301 0.19307158497394994 0.10636158096895088 12.602070756312342 0.14482050645165145 0.11094657747889858 0.91670923332344501 0.42545665495322083 0.80041903362871369 0.65812253330659587 0.36510151212860342 3.362908643350238 0.3820239027190836 0.95726360152912093 0.22846131707228767 1.7477073038753586 0.7444315799511958 0.98700333677697927 14.981468003650663 0.98098397708963547 1.5881250867387278 2.4942611432634285 27.577554873001645 0.46149731188779697
leaf_count=904 19 27 237 39 56 11 180 21 32 597 8 8 396 59 16 25 26 113 26 46 105 68 24 40 214 57 15 44 594 27
internal_value=0.000181956 6.131e-05 -0.00102171 0.000127529 8.28523e-05 -0.000519699 -0.000999918 -0.00130173 -0.0016735 0.000199632 -0.00147137 4.01827e-05 -0.000143409 0.000216907 4.04099e-05 -0.000642306 0.000134723 3.42432e-05 -6.68259e-05 0.000630257 2.6562e-05 -0.000312211 0.000248278 0.000655738 0.00023373 0.000116855 -0.000351115 0.000300015 0.000264356 -0.000497614
internal_weight=76.2926 17.1374 0.987462 16.15 15.2535 2.47634 1.333 1.13579 0.942717 12.7772 0.740848 1.14334 1.03239 59.1552 8.92746 1.08358 7.84389 6.52152 5.7211 1.32237 5.33908 1.97617 50.2277 1.73143 48.4963 17.5506 2.56911 30.9457 28.4515 0.873912
internal_count=4034 2516 272 2244 2205 704 244 233 212 1501 245 460 452 1518 484 84 400 328 312 72 286 173 1034 64 970 286 72 684 640 46
is_linear=0
shrinkage=0.00196078


Tree=991
num_leaves=31
num_cat=0
split_feature=17 15 8 14 12 17 17 6 5 8 16 3 12 17 13 18 5 17 16 16 19 17 5 7 9 5 5 3 3 13
split_gain=0.0743067 0.131767 0.0646673 0.104623 0.185586 0.0996367 0.0944606 0.107678 0.0853505 0.0600604 0.0703357 0.10184 0.242218 0.253277 0.194385 0.123779 0.1532 0.305635 0.163723 0.134133 0.211866 0.244361 0.10358 0.13128 0.330917 0.279962 0.152693 0.222851 0.156745 0.205671
threshold=160.21442126885003 35.098844929350008 8.8430989333000021 168.39662374755002 113.54869230380002 189.43751236195004 182.50770257345002 16.445384243750002 24.279163357700003 8.7431769115000026 22.764946765650006 93.281431752200021 90.84682862195001 195.42788627465004 117.55820867010002 13.893471991850001 22.53967987815 203.92158861145001 22.604947139800004 22.624947093000003 14.351157895250003 207.89802496125003 20.769304081650002 23.165384528550003 197.55459634620004 20.971847224900007 21.072048321250005 93.337889372900023 93.431985407450014 117.61735474900001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 9 5 -5 -4 -6 -8 -9 10 11 15 -13 22 -15 -2 19 -18 -19 20 -17 -22 -14 24 25 -24 -27 -28 -29 -30
right_child=2 -3 3 4 6 -7 7 8 -10 -11 -12 12 13 14 -16 16 17 18 -20 -21 21 -23 23 -25 -26 26 27 28 29 -31
leaf_value=-0.0020002728220094562 0.00029774032075230461 0.0019882437557820981 -0.00030658332236668741 -0.0020848145052618739 0.00086170465169464218 0.0012445766521157365 -1.9980781139266875e-05 -0.0020231680818991269 -7.7153225264140943e-05 0.00040942606937645641 0.00061012581745150556 -0.0020593320046356088 0.00058694129601867128 -0.0021451232072775108 -0.00028112471033139565 0.00014177564205596405 -0.0021137614255145368 -0.00070122918978405668 0.0019766480545241518 0.0012844715814353163 -0.0021200347600204622 9.5274333701663439e-05 -0.0021244551328416911 0.00029659562668219217 -0.0021312116498805513 0.0015783930728175517 -0.0022117683654308859 0.001334592230954763 0.00018849150951958437 -0.00053868056716416366
leaf_weight=0.14039814445143761 23.333440289817645 0.04118715226650238 0.29871231161814593 0.22129089158261184 0.28180363291903621 0.34090389870107174 0.8700017743212809 0.22847605549031869 0.1395921928306052 3.8299485858588005 1.2956886840984214 0.21396417321557493 1.5224816839493094 0.33535912749050645 0.59980456007178873 29.048381001954635 0.3447558316270819 0.19969340763054788 0.15662527177482843 0.3817582770716389 0.34693169710226257 0.42711891216458753 0.23774432018398872 5.0971163005160625 0.29794113843763703 0.23899637744761992 0.17323758825659741 0.34197718836367119 5.1196041775000367 2.1124356677792093
leaf_count=277 410 1 40 19 32 16 27 37 24 65 36 31 36 28 36 2062 30 36 13 31 24 43 11 49 17 6 3 7 461 126
internal_value=0.000157251 -0.0010956 0.000160166 -0.000158022 -0.000407151 0.000520157 -0.000162887 -0.000396099 -0.00128513 0.000170179 0.000157422 0.000149105 1.31517e-05 4.07343e-05 -0.000949573 0.000189939 0.000108549 -0.000797589 0.000475872 0.000129581 0.000114797 -0.000897634 0.000101897 4.76738e-05 -0.000101211 -2.76671e-05 3.47526e-05 -1.28675e-05 3.74272e-05 -2.39111e-05
internal_weight=78.2174 0.181585 78.0358 2.38078 1.74116 0.639616 1.51987 1.23807 0.368068 75.655 71.8251 70.5294 16.2907 16.0767 0.935164 54.2387 30.9053 0.701075 0.356319 30.2042 29.8224 0.774051 15.1415 13.6191 8.52194 8.224 7.98625 7.74725 7.57402 7.23204
internal_count=4034 278 3756 195 139 56 120 88 61 3561 3496 3460 811 780 64 2649 2239 79 49 2160 2129 67 716 680 631 614 603 597 594 587
is_linear=0
shrinkage=0.00196078


Tree=992
num_leaves=31
num_cat=0
split_feature=15 18 19 8 5 15 5 6 5 19 19 16 2 0 5 2 7 6 17 10 2 17 2 18 15 8 17 8 2 14
split_gain=0.0531657 0.111976 0.225421 0.100989 0.180366 0.0842551 0.153765 0.361228 0.239937 0.227389 0.11332 0.452376 0.166411 0.0983207 0.215732 0.362832 0.185161 0.277538 0.222789 0.307109 0.211407 0.180303 0.30518 0.291019 0.149509 0.124822 0.114477 0.0983769 0.0892646 0.187721
threshold=45.169600924000008 13.3584252364 14.551174033150001 8.4434108459500017 24.367802910700004 37.408632939650005 20.911722254300006 16.375382608200002 20.971847224900007 12.451004585100002 14.351157895250003 22.604947139800004 91.751571794600025 86.329079026800017 22.387336278850004 103.92649527695001 23.864758692950002 15.51536251395 201.96256717700001 65.536543845950021 200.74412770730004 192.77618096940003 199.66651340635002 13.131682570750003 40.042228346200012 8.4434108459500017 192.61429575720004 8.543332867800002 210.62522394830003 319.46956167260004
decision_type=2 2 2 2 2 2 2 2 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 -3 6 28 9 -9 -8 11 12 -10 14 15 -7 24 18 -18 -20 -19 23 -23 -16 26 -22 -15 -26 -1 -30
right_child=1 2 -4 -5 -6 13 7 8 10 -11 -12 -13 -14 16 21 -17 17 20 19 -21 25 22 -24 -25 27 -27 -28 -29 29 -31
leaf_value=0.0001781278113872605 0.00015382164519560232 -0.0019950999285524912 0.00020454462252279847 -0.0020767968176734729 0.00074638858816231124 0.00032160708723498525 0.00056187006146277726 -0.0021067834119060111 -0.0020587282242832913 -0.0022536273314524027 0.00023207296610247086 -0.0021608158122243069 0.00029523574024860777 0.0011540861149669467 0.00029332071499285433 -0.0015114056629829007 -0.0021283234567687579 -7.758580490921168e-05 0.0019706597698245214 -0.0020060175200802173 0.0016225406425718052 0.0017108342915535398 9.1578512100089869e-06 -0.00072820214631894617 0.00056527707326481478 0.0004088922804131873 0.00051284346113285371 -2.5632110639771404e-05 -0.0021780078243413478 1.9156864379375751e-05
leaf_weight=40.417613365958289 3.3888285663388151 0.18024038232397266 0.83752132346398867 0.33645711609551654 0.18903190508422085 0.89598539005965239 0.14447376635752007 0.20394571416545648 0.12448648622921643 0.46604561273221634 4.4153106674493756 0.41308650944847602 1.5928270154566346 1.9339397717267255 5.9091858978936198 0.77368587488308549 0.37032718264344922 2.5832031171303247 0.16251861560158432 0.13811814537621103 0.5276504822541026 0.78396194495871874 0.83865391186554916 1.3099021693487882 2.2783250063657761 0.85173076251521707 2.3970481511205435 2.0649804193526506 0.19000066867556498 0.70140312473867539
leaf_count=1855 97 30 29 42 24 34 139 10 64 67 125 14 424 29 96 27 46 20 19 22 47 25 30 32 33 15 21 20 49 549
internal_value=0.000151433 -4.55535e-05 -0.000483362 -0.00129973 -0.000591721 0.000164836 0.00011807 -0.000143032 -1.23893e-05 -0.00158737 5.28661e-05 -0.000318545 0.000124599 0.000260392 0.000118645 -0.000527767 0.000372352 5.5898e-05 -0.0011103 0.0001437 0.000253365 0.000240714 0.000831318 0.000107966 0.000541393 0.000873145 0.000799181 0.000284335 0.000164592 -0.000449164
internal_weight=77.4205 4.93208 1.54325 0.705729 0.369272 72.4884 48.6692 7.36018 6.74966 0.610519 6.54571 2.1304 1.71731 23.8192 10.5114 1.66967 13.3078 4.63355 0.670964 0.300637 3.96258 8.8417 1.62262 7.21909 8.67429 1.37938 4.33099 4.34331 41.309 0.891404
internal_count=4034 222 125 96 54 3812 3296 843 637 206 627 502 488 516 244 61 272 169 87 41 82 183 55 128 103 62 50 53 2453 598
is_linear=0
shrinkage=0.00196078


Tree=993
num_leaves=31
num_cat=0
split_feature=15 18 19 8 5 18 10 2 2 15 5 6 5 19 7 19 10 17 13 3 15 5 15 16 13 2 17 9 17 18
split_gain=0.0173272 0.0761315 0.155163 0.0754361 0.122797 0.0403846 0.0393618 0.120591 0.0379173 0.0325216 0.0813625 0.270052 0.171955 0.152812 0.0826276 0.149105 0.188947 0.0896857 0.0669884 0.302241 0.160796 0.161442 0.0952345 0.214466 0.0883124 0.220165 0.18918 0.280935 0.126977 0.100163
threshold=45.169600924000008 13.3584252364 14.551174033150001 8.4434108459500017 24.367802910700004 13.222029912150001 62.079186690200011 258.06114663960005 180.77806029485001 37.408632939650005 20.911722254300006 16.375382608200002 20.971847224900007 12.451004585100002 23.397000037200005 14.351157895250003 61.982402197500001 190.11254901275001 117.38883580790001 91.496295553550013 42.493282152450007 21.788492303450003 38.483556206400003 22.594947163200004 117.55283175385001 179.86602224190003 193.10154186985002 197.90890142995002 195.42788627465004 13.154691941050002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 5 3 4 -3 6 7 8 -2 10 -1 13 -13 -12 15 16 -14 -17 19 20 21 22 23 -11 25 28 -26 -28 29 -20
right_child=1 2 -4 -5 -6 -7 -8 -9 -10 18 11 12 14 -15 -16 17 -18 -19 24 -21 -22 -23 -24 -25 26 -27 27 -29 -30 -31
leaf_value=0.0018168012970919006 -0.027538392909675843 -0.10063785666713737 0.004287569869411794 -0.10466165451123238 0.036917997573357543 0.013386931725084955 0.010907813563392914 0.0043334494573367957 -0.10504808023448627 0.075981615018646864 0.028618181082622964 -0.10612207896656814 0.0028320621688314889 -0.11281645312329736 0.010255458203775126 0.023618168170483927 -0.10121748213952078 -0.017536489673617293 0.0011340971379519686 0.083716860237434895 -0.068946825990751318 0.057048210270189303 -0.060366692465419584 -0.059196883763555308 0.0016399288538464602 -0.033009562757929954 0.081260606186187967 0.0085969302430168107 -0.016684183075220179 0.034315039361329701
leaf_weight=34.925031825675831 0.098081960604758267 0.12443569570314117 0.71950106624717591 0.26565840209241287 0.13563670651569737 1.7546540378025381 0.55288610276056716 0.52445136922324309 0.17702916122107126 0.24967959865535083 0.096217643478182846 0.16252432373585168 0.32080865070503284 0.37073983546017075 2.8557760310359299 0.88957403197855489 0.38274740450142986 1.3082892899401484 2.0705706850858436 0.57254059804836277 0.28622487306893152 0.51778911425390106 0.2904088204186337 0.22147298324853182 8.3655346320956578 2.0936671677045524 0.81369846547022406 1.5373082131081899 1.799084303434938 1.6227777752428663
leaf_count=2453 19 30 29 42 24 23 16 7 32 32 139 10 372 67 70 32 121 32 35 21 33 39 34 9 151 33 28 63 16 22
internal_value=0.00110346 -0.00499491 -0.0258866 -0.0671822 -0.0288977 0.00337784 -0.00960786 -0.0237941 -0.0774145 0.00153328 -8.0973e-05 -0.0104588 -0.0046835 -0.0836735 -0.00181991 -0.0137053 -0.0537728 -0.000879351 0.00479575 0.0215449 -0.00119178 0.0139668 -0.0153244 0.0124387 0.00283911 -0.00541693 0.00868346 0.0337463 0.00510114 0.0157131
internal_weight=66.1048 4.35233 1.24523 0.525731 0.260072 3.1071 1.35245 0.799562 0.275111 61.7525 41.3117 6.38668 5.91972 0.466957 5.7572 2.90142 0.703556 2.19786 20.4408 2.13812 1.56558 1.27935 0.761561 0.471153 18.3026 7.5861 10.7165 2.35101 5.49243 3.69335
internal_count=4034 222 125 96 54 97 74 58 51 3812 3296 843 637 206 627 557 493 64 516 168 147 114 75 41 348 106 242 91 73 57
is_linear=0
shrinkage=0.1


Tree=994
num_leaves=31
num_cat=0
split_feature=18 7 7 17 9 19 15 0 13 13 7 9 16 3 6 16 13 8 19 3 18 13 16 5 14 0 6 2 3 6
split_gain=0.0694071 0.253479 0.402711 0.210763 0.239207 0.221846 0.33972 0.169547 0.184066 0.168648 0.236002 0.388638 0.152563 0.150864 0.32063 0.201103 0.141213 0.164382 0.122161 0.280605 0.114898 0.0961742 0.164436 0.33623 0.278045 0.238556 0.3672 0.326295 0.175311 0.723669
threshold=13.946975448150001 23.822419043000004 23.699538637550003 196.80409074510004 198.74336288960004 13.851117550450002 21.998656772400004 92.313586825200005 110.06278740240002 113.97180552410002 23.032902590750002 189.78071820640002 22.644947046300004 92.324340657750014 16.355382140900002 22.614947116400003 113.93954402655002 5.9453602998000008 14.451165964200003 92.249063830050019 13.4793103924 117.46680109370001 19.644954061550003 19.327153142150006 202.70811271835004 94.047642319350018 14.865347326450001 109.11323887240002 83.538459487450012 14.745344522600002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=7 2 3 5 -5 6 -2 9 -9 10 11 16 18 20 15 -15 17 -1 21 -20 -11 22 23 25 -24 27 28 -3 -27 -30
right_child=1 12 -4 4 -6 -7 -8 8 -10 13 -12 -13 -14 14 -16 -17 -18 -19 19 -21 -22 -23 24 -25 -26 26 -28 -29 29 -31
leaf_value=-0.00026765480715583998 0.00064706959706384304 -5.8027958307654055e-05 -0.0018983094975753428 -0.0023124123478003343 0.00011851050145608739 0.0020319033779561571 -0.0020771694127709266 0.00028765812593654617 0.0016665635987573671 0.00086174649443643335 0.00047600570129083128 -0.0020451388304848174 0.0013445439150862513 3.6798320786328879e-05 0.00017287276604084463 -0.0019091742723080494 -0.002158477444145439 0.0019790430871238001 -0.001565133888093307 0.00082287465820858965 0.00030110954769861474 -0.00085459268447888497 0.0015798608029815708 -0.0010380998151219322 0.00026505473310216304 0.00017284217273437092 -0.0017766462330958933 0.001972691078188499 -0.0014901149535185311 0.00062339393125824183
leaf_weight=0.35669365586261281 0.71139696856465595 0.60021020146088833 0.62013252852375433 0.28628301217469232 0.34100898425094783 0.25565694645047188 0.23383975628144071 0.95274308324974188 0.61079967115074396 1.9662467637099315 0.75525488818311703 0.60146306809110683 0.38764090673066576 0.36219306095062975 34.653221592321643 0.4679952147835138 0.087685461202454462 0.19292557123117149 0.4933455428108563 0.30685257751611061 4.9274677047505975 0.37915753016386489 0.74883971782401104 0.99443138063543202 3.5493079569132533 20.571019875623314 0.40214426990132679 0.61684902368870098 1.1828460353394796 1.3156591207953168
leaf_count=301 95 16 39 46 18 3 75 81 15 41 30 20 34 30 974 40 9 14 40 23 67 27 18 149 80 1471 23 30 205 20
internal_value=0.000142023 7.48602e-05 -0.000532907 -6.97536e-05 -0.000990912 0.000411418 -2.68731e-05 0.00019173 0.000826329 0.000169368 -0.000387909 -0.000914623 0.000122026 0.00019559 0.000144023 -0.00106019 0.000152314 0.000520974 0.000106818 -0.000649402 0.000461016 0.000126749 0.00013916 7.97555e-05 0.000494125 0.000124781 8.08919e-05 0.000971213 0.000113272 -0.000377187
internal_weight=79.9313 33.9966 2.44832 1.82819 0.627292 1.20089 0.945237 45.9347 1.56354 44.3711 1.99402 1.23877 31.5483 42.3771 35.4834 0.830188 0.637305 0.549619 31.1607 0.800198 6.89371 30.3605 29.9813 25.6832 4.29815 24.6887 23.4717 1.21706 23.0695 2.49851
internal_count=4034 2412 276 237 64 173 170 1622 96 1526 374 344 2136 1152 1044 70 324 315 2102 63 108 2039 2012 1914 98 1765 1719 46 1696 225
is_linear=0
shrinkage=0.00196078


Tree=995
num_leaves=31
num_cat=0
split_feature=3 0 6 12 9 4 10 17 18 17 8 10 7 7 17 17 18 7 2 7 7 8 15 2 3 10 7 16 18 7
split_gain=0.0185202 0.142744 0.0753611 0.170394 0.225504 0.249062 0.0709695 0.186441 0.0611555 0.218527 0.0503296 0.108087 0.0596533 0.0431721 0.0993086 0.113852 0.14662 0.227565 0.0861834 0.063519 0.0605819 0.201889 0.147445 0.102546 0.107754 0.0639565 0.0493498 0.0722948 0.163931 0.0423935
threshold=93.281431752200021 86.256490657300006 16.405383309150004 172.63877719270002 194.04304600165003 209.52275111965002 62.084563606450011 195.42788627465004 13.276755824150003 189.43751236195004 8.543332867800002 62.079186690200011 22.444423115000003 23.203497038450006 199.59317753375004 196.70243143610003 13.455547561900003 22.671301016600001 154.94328103605002 22.356277907050004 23.445318439400001 8.543332867800002 36.207782793200003 201.70502722175004 93.181958801350021 62.181348099150007 23.514778597300005 22.654947022900004 13.754580103150001 23.899651152000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 4 5 -2 -4 -8 9 10 11 -1 -13 14 15 16 18 19 -10 -18 21 22 -15 24 25 -24 -22 29 -29 -28
right_child=1 -3 6 -5 -6 -7 7 -9 13 -11 -12 12 -14 20 -16 -17 17 -19 -20 -21 26 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=-0.02038200484631976 -0.10213172591013918 -0.057046624163019012 0.00055328547295514481 -0.08603581136804811 0.094948391383212677 0.0096361308795140863 0.074251800661916709 -0.053518286751008615 0.015287066098800024 0.052238896080648724 -0.014926914703969269 0.0066096502545851671 0.051392640955249917 -0.050439607191672634 -0.067793388251748632 0.048008344212819999 -0.10031147468393338 -0.10892309144754544 -0.020757497864397123 0.077613069669572349 -0.013405099834466581 0.086376404140216634 0.10157530384329339 -0.013772953364496627 0.0076367315919598725 0.023135035555087283 0.0082031478921899114 -0.014320246606309695 0.093949291258245957 -0.00039861956818921189
leaf_weight=0.70328137531077972 0.28418466001710985 0.45350034302100439 14.914142258734724 0.32269078294402209 0.19251198088750243 0.6680932931631105 0.39202389413822025 0.16115120930882654 1.3896552396254271 1.0880721127614377 1.2880188096314666 0.59310834390271316 0.59668726567178965 0.38556812822332576 0.26890114585597746 0.36641954131448518 0.024485751001677047 0.32223423934939888 1.2692085620365103 0.11112645920752584 2.2343369428112956 0.36090440192492668 0.29604355199262478 0.60856493469327688 0.52646324038505554 0.1601916728541255 7.1886746064860878 0.29190845414996047 0.26845563191454858 28.228779096589506
leaf_count=7 104 14 823 78 8 25 89 8 27 31 18 28 19 39 30 17 124 50 25 37 24 18 55 6 2 13 149 10 41 2115
internal_value=0.00112094 -0.00167961 -0.00019693 -0.0218543 -0.0037629 -0.0237183 0.00185783 0.0370298 0.00212353 0.0135541 0.000322261 0.0106976 0.0290685 0.00102202 -0.00924045 -0.0047201 -0.0109192 -0.0631873 -0.00191881 0.0454875 0.00197159 0.0175987 0.0050422 0.0184856 0.0384627 0.0740336 0.00101556 0.00191113 0.0375488 0.00134728
internal_weight=65.9594 17.3883 16.9348 1.46748 1.14479 0.952278 15.4673 0.553175 48.5711 4.26917 3.1811 1.89308 1.1898 44.3019 3.75203 3.48313 3.11671 0.457846 2.65886 0.135612 40.5499 2.33774 1.97683 1.59126 0.982698 0.456235 38.2122 35.9778 0.560364 35.4175
internal_count=4034 1149 1135 215 137 129 920 97 2885 103 72 54 47 2782 310 280 263 211 52 161 2472 133 115 76 70 68 2339 2315 51 2264
is_linear=0
shrinkage=0.1


Tree=996
num_leaves=31
num_cat=0
split_feature=16 16 15 2 18 10 15 18 6 10 10 8 17 15 15 18 18 9 12 18 13 9 18 5 15 8 9 0 2 2
split_gain=0.0655614 0.125039 0.237153 0.303123 0.110354 0.191627 0.17562 0.141881 0.291827 0.118601 0.134079 0.0963384 0.186249 0.0912907 0.170103 0.0876755 0.327395 0.190383 0.586215 0.276462 0.204041 0.161618 0.267739 0.236038 0.437098 0.160787 0.14217 0.112092 0.110064 0.209497
threshold=22.624947093000003 22.614947116400003 34.884393272300009 154.94328103605002 13.820816557100002 62.084563606450011 38.213426205600008 13.531614672700002 16.425383776450001 61.977025281250008 61.93938686740001 8.543332867800002 187.51563899930002 38.213426205600008 41.29990759910001 13.4793103924 13.431026577400003 196.26893085885004 171.67945071775003 13.565177112500001 117.69263157665002 194.31002311890003 13.86460725495 20.204934414350003 31.385732506450001 7.6440346712000009 197.55459634620004 93.55565448145002 104.38256328765002 114.12323913765002
decision_type=2 2 2 2 2 2 2 2 2 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 9 -6 8 -7 10 11 12 -2 -11 -15 16 28 18 19 -17 25 23 -23 24 -21 -20 -19 -24 -1 -30
right_child=4 2 3 -5 6 7 -8 -9 -10 13 -12 -13 -14 14 -16 17 -18 26 20 21 -22 22 27 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00046450370899944282 -1.7302145679665628e-05 0.00025673993990061559 -0.0019057241753291736 -0.00015224641419543853 0.0019694034002884237 -0.0021079663105334524 0.0003833828868964631 0.00017287162180875374 -0.0001024364880028888 0.00014677902316089983 -0.00032633786972568286 1.488829065217903e-05 0.00089137637926959916 0.0011616190370270266 0.00037091232915919831 0.0019628061670331608 0.0018462940488755324 0.0008164101893848863 -5.3833599754308179e-05 0.00017965805654847328 0.0020005226854481568 0.00020150832222057911 -0.002178911673330845 0.0016867470805437467 -0.0020525792882962156 -0.002117664012237033 0.00012459910654487145 -0.00054295840339963245 -0.0012120989546748737 0.00015267899413643461
leaf_weight=4.2760998871044622 1.5906550824147507 1.6732620932161801 0.59753610799089063 1.0365401537746946 0.34766688942909141 0.42086482101876688 1.1776084061129948 1.1644844366237519 0.82725915637274738 2.4705830556340507 2.0063370959542226 3.4083281323546544 1.9068283210472143 1.4932046635076401 3.492835990678941 0.27158455841708828 0.48812719188299603 1.1846119785041072 0.17603481285007638 3.9835855014877097 0.058875247836112865 0.69535535946488358 0.40773319920117501 0.34012016700899028 0.36844771436881263 0.82671503513211064 31.799257164175515 0.2661249870507163 0.45795530127361228 7.7573302112595002
leaf_count=195 30 8 17 49 18 27 56 7 28 34 31 117 43 21 57 53 29 31 686 380 1 5 25 16 27 48 1349 29 115 502
internal_value=0.000142085 0.000107828 -0.000262131 -0.000793444 0.000237678 0.000196486 0.000744896 -0.000319407 -0.000778697 0.000272524 0.000119857 0.000249489 0.000478109 0.000454992 0.000607711 0.00013076 0.000270949 8.56962e-05 -0.00019866 2.7379e-05 -0.00154706 -5.93394e-05 -0.000652046 0.000113618 -9.32551e-06 -0.00175535 0.000149445 -0.00153283 0.000209389 7.66004e-05
internal_weight=76.972 56.6653 3.30734 1.63408 20.3067 18.7814 1.52528 2.41261 1.24812 16.3688 8.91215 6.90581 3.49748 7.45662 4.98604 53.358 12.9795 40.3784 7.39458 6.33295 1.06163 6.06137 1.36921 4.69215 4.35203 1.00275 32.9839 0.673858 12.4914 8.21529
internal_count=4034 3565 74 66 469 395 74 62 55 333 221 190 73 112 78 3491 841 2650 1270 535 735 482 59 423 407 734 1380 54 812 617
is_linear=0
shrinkage=0.00196078


Tree=997
num_leaves=31
num_cat=0
split_feature=7 4 10 9 17 17 4 7 5 7 17 9 3 8 8 9 6 5 12 16 17 18 2 6 16 9 15 0 6 6
split_gain=0.0642043 0.165019 0.468475 0.229862 0.577588 0.368373 0.329931 0.296671 0.193922 0.157406 0.38314 0.203507 0.152944 0.142523 0.136857 0.136163 0.129897 0.621053 0.193397 0.186173 0.42028 0.280863 0.167251 0.155114 0.187388 0.25411 0.240021 0.462409 0.169797 0.107338
threshold=23.109894804950002 284.07887079910006 61.950140699950005 195.30595290385003 190.25644477395002 188.19076296340003 169.14490639835003 22.814487719050003 23.195398057700004 22.835261448650005 190.25644477395002 189.78071820640002 108.33142036645002 8.9430209551500024 8.2435668022500028 226.28914430085004 15.255356438950001 20.016397659050003 368.00406080990007 22.454947490600002 201.96256717700001 14.320472989450002 153.79443764425002 16.525386113000007 22.624947093000003 205.22231928645002 37.050691080100002 86.20003303655001 16.555386813950005 15.075352233200002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 12 5 -5 7 -6 -1 9 10 14 -12 -3 16 -7 -15 17 29 -19 20 22 -22 -18 24 -21 26 -26 -28 -25 -2
right_child=13 2 -4 4 6 8 -8 -9 -10 -11 11 -13 -14 15 -16 -17 19 18 -20 23 21 -23 -24 28 25 -27 27 -29 -30 -31
leaf_value=2.7242737025142625e-05 0.00017295867400390398 0.0014887755379607249 -0.0020626020949262294 0.00018149651474989645 -5.7982369349157394e-05 0.00056660554371587297 -0.0021381007378801411 -0.0017553755419962014 2.1132537177025945e-05 0.0014710964924838012 0.0003950142625267536 -0.001047222720690476 -0.0013776322316903981 -0.001688697111978785 0.0018170985791030911 0.00019988237411132723 0.0018418306977610523 -0.0018217148372449607 0.00052523333886355923 0.00016237860173093428 -0.00136808929047912 0.00070055772537440017 0.00025547479779456479 -0.00059197177887672565 0.00023586520989943448 9.7064106661472126e-05 0.00042610437065356753 0.0019029108859325238 0.00022904430473075918 -0.00085743072970051036
leaf_weight=8.655896438437825 29.325736741404548 0.3025384638219738 0.48537326626743038 2.8112826199612746 0.45257929107174255 0.52971684575822953 0.8322723103201497 0.37446472972806155 1.7636667528931864 1.0072747603990135 1.5412659493472349 0.49759547784924496 0.093743149225701927 0.30310878963791665 0.92242135503329337 0.28456990071572363 1.1304654921405046 0.81231888670345043 0.16189325320010539 12.673173488499748 0.42712090862914898 0.61663879558909684 0.3301436816836939 1.6521975218056462 1.7860654667019824 3.0484129895921797 1.7108001435117333 1.5570456394925711 2.3402590271725785 0.39391730283386905
leaf_count=713 1935 51 146 132 18 31 37 12 34 29 64 15 41 34 27 21 91 131 25 188 17 36 9 24 9 32 20 43 39 30
internal_value=0.000153631 5.85199e-05 -0.000771122 9.62464e-05 -0.00031627 0.000206741 -0.00140539 -4.66776e-05 0.000572198 0.000788257 0.000591235 4.30283e-05 0.000810707 0.000186557 0.00136094 -0.000774196 0.000196297 0.000108804 -0.0014317 0.000294768 0.000804243 -0.000145961 0.00148326 0.000243253 0.000311276 0.000544172 0.000813859 0.00112977 -0.000110717 0.000159301
internal_weight=78.824 20.2701 0.881655 19.3884 4.09613 15.2923 1.28485 9.03036 6.26194 4.49827 3.491 2.03886 0.396282 58.5539 1.45214 0.587679 57.9662 30.6939 0.974212 27.2723 2.50437 1.04376 1.46061 24.768 20.7755 8.10232 5.05391 3.26785 3.99246 29.7197
internal_count=4034 1350 238 1112 187 925 55 725 200 166 137 79 92 2684 58 55 2629 2121 156 508 153 53 100 355 292 104 72 63 63 1965
is_linear=0
shrinkage=0.00196078


Tree=998
num_leaves=31
num_cat=0
split_feature=17 15 5 0 2 10 2 9 0 4 16 15 5 0 18 0 5 5 6 0 9 18 2 7 7 13 5 13 18 7
split_gain=0.0402843 0.0840457 0.0204743 0.101713 0.0737708 0.062634 0.0742108 0.0587803 0.0482454 0.040528 0.0387977 0.0377985 0.0400762 0.0423383 0.0535848 0.0373949 0.0324779 0.0292524 0.0265353 0.026329 0.142849 0.118369 0.0474235 0.0431554 0.0885695 0.108299 0.0620941 0.0563217 0.047532 0.0569856
threshold=160.21442126885003 35.098844929350008 25.767562150000003 86.756543869550015 315.94243452415003 61.622148808000013 122.61368745920002 184.36538191430003 85.334349518600007 327.38578912530005 22.764946765650006 48.232800434950008 32.00428233840001 81.446839061900008 11.862896247150001 78.626646483100004 29.026000224750003 24.458659404000002 16.665389384150004 85.732241321850012 190.49354742400001 12.697414448800002 124.62464352050002 22.105125139000005 21.147833206800005 105.33378955095002 19.092410691950004 105.94944646285002 13.043896815850003 22.747724408400003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 5 4 8 6 7 -2 9 11 19 12 13 14 16 -16 18 -8 -4 20 22 -22 -7 24 25 -21 27 -26 -25 -30
right_child=2 -3 3 -5 -6 10 17 -9 -10 -11 -12 -13 -14 -15 15 -17 -18 -19 -20 23 21 -23 -24 28 26 -27 -28 -29 29 -31
leaf_value=-0.10149271456021132 0.07192677400826443 0.10088642308590955 0.04336196659094177 0.098519218780174875 -0.10043287438435751 -0.0093757139235731233 -0.1040923291143918 -0.058484741564656433 -0.1011725348876821 0.091535661786623423 0.023977853747943374 -0.10175521103163231 0.087585284090197724 0.083760611524900941 -0.10093347371944855 0.036859686151706213 0.05387904649510146 -0.024750948971752645 -0.10130650961662738 -0.10075091934930316 0.067326771710989927 -0.10206054813543214 0.020338689570160159 0.012323932285353063 -0.10100171832148386 0.087580108063658582 -0.10362290109689061 0.10037522652281049 -0.01693398500284737 0.0016111695360645163
leaf_weight=0.092921350383291634 0.079763825148801426 0.026336284354329109 0.021534255531156954 0.12918949301022309 0.064440631946212079 1.8280563826965588 0.14279739503504629 0.060988960729446262 0.034603611981992799 0.069852235828875564 0.75330283073708315 0.028575453310622834 0.067326586868148297 0.053859873005421832 0.082141558365947276 0.025906654365826398 0.10990447941458115 0.068885461926583957 0.030831226297323155 0.044383032889412699 0.049499747397930949 0.24768769146930936 0.76057055028434195 4.0059719533019225 0.023643067911507387 0.09785198013560148 0.16405720853342132 0.03366299532353878 1.70826697043526 55.135359507270536
leaf_count=277 31 1 6 17 65 81 36 22 20 15 15 5 25 10 176 19 42 24 39 53 15 103 39 61 49 17 34 3 154 2580
internal_value=0.00126709 -0.0568003 0.00137214 0.0181646 0.000539106 0.00118718 -0.0408553 0.0154187 0.0129438 0.0210037 0.00141566 0.00927548 0.0173795 0.00279885 -0.0133325 -0.0678949 0.0229982 -0.0782732 -0.0418145 0.00115051 -0.00818376 -0.0738473 -0.000645255 0.00159056 -0.0327584 0.0288133 -0.0723207 0.0172921 0.0017958 0.00105385
internal_weight=66.0422 0.119258 65.9229 0.718166 0.588977 65.2047 0.352436 0.140753 0.524536 0.489932 64.8523 0.42008 0.391505 0.324178 0.270318 0.108048 0.16227 0.211683 0.0523655 64.099 2.88581 0.297187 2.58863 61.2132 0.363598 0.142235 0.221363 0.0573061 60.8496 56.8436
internal_count=4034 278 3756 439 422 3317 113 53 357 337 3204 322 317 292 282 195 87 60 45 3189 238 118 120 2951 156 70 86 52 2795 2734
is_linear=0
shrinkage=0.1


Tree=999
num_leaves=31
num_cat=0
split_feature=16 16 0 7 2 9 6 5 9 6 2 6 3 13 18 15 10 15 2 5 5 16 15 9 15 6 15 15 6 18
split_gain=0.084556 0.175124 0.304448 0.258974 0.114013 0.107239 0.178717 0.0940078 0.123331 0.145175 0.100321 0.157931 0.139473 0.11118 0.153305 0.257157 0.112261 0.101162 0.085134 0.148856 0.377762 0.335247 0.237217 0.459622 0.385506 0.24313 0.149277 0.133611 0.190717 0.255081
threshold=22.624947093000003 22.614947116400003 86.756543869550015 23.165384528550003 306.37214232930006 206.57490536735003 15.975373262050001 24.346375512250003 205.67007911670001 16.8053926553 206.07223625840001 16.495385412050002 90.525762168450015 117.50981642375002 13.531614672700002 35.965617804200001 61.982402197500001 38.213426205600008 137.02423825130003 20.305669781650003 20.911722254300006 20.784951395750003 31.385732506450001 199.17419511990002 31.025894238900005 15.710367070250003 37.606388722050006 30.404760455250003 14.815346158200002 14.199468390000002
decision_type=2 2 2 2 2 2 2 2 2 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 18 -6 -7 10 9 -9 13 12 -12 14 15 -2 -15 -18 19 22 -21 -22 24 25 27 -24 -23 28 29 -1
right_child=7 2 -4 -5 5 6 -8 8 -10 -11 11 -13 -14 16 -16 -17 17 -19 -20 20 21 26 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.001046973632771763 0.00032903343216202064 -0.0016560080255637729 0.0002532007843835661 -6.1039677948266844e-05 -0.0016445127991464154 -0.0013279221020258958 0.0017830166463384408 -0.0020561611715387835 0.00018107034121811783 0.00023727346747444186 0.00015788541745001767 0.00029965998110709322 0.0016624567189590037 0.00016176255439730001 0.00034165112724885501 -0.0014490121531758572 0.00015939620779375265 0.00072841293709182125 5.9606610205473693e-05 0.0015266239246119744 -0.0015029431912914244 0.00025799811726232052 -0.0020659100267379584 0.00011368979533339359 0.0019530632156122081 -0.00022769827020995448 0.0010865446874736399 -0.00048455552327453992 0.00073760613379581885 0.00020200979822033861
leaf_weight=0.65517147668653564 0.58268509851769257 0.87174573902302588 1.7121647242456672 0.71029913038364612 0.26372178608144636 0.15592539541307815 0.13034881418570876 0.25286132831206376 0.88334990435396321 0.18285104178357869 0.33903787913732164 2.112537371343933 0.78612507530488074 7.9848468654745357 1.2640639571473 0.67502430288368487 1.8440580894239245 3.4459763314807788 21.608158993967891 1.0881926609436039 0.38197607713891546 5.2858318881626474 0.69378207367844769 3.1481179490219802 0.48870286950841446 0.46008672751486301 0.99309532996267069 1.0674434644170094 2.4583788637828539 15.543114689587012
leaf_count=76 20 29 11 34 320 80 17 62 46 13 26 26 37 130 11 26 31 41 1518 51 363 103 50 86 18 16 37 33 100 623
internal_value=0.000157532 0.000119212 -0.000319789 -0.000939907 0.000145785 -0.000742435 8.85771e-05 0.000266198 -0.000240011 -0.0010937 0.000301278 0.000615706 0.00120909 0.000236832 -0.000140586 -0.00062526 0.000308528 0.000530059 0.000154853 0.000218643 0.000455531 0.000280546 0.000143763 -0.000274325 0.000232747 -0.00133295 0.000389044 0.000190122 0.000228724 0.000151492
internal_weight=78.0697 57.7163 3.29421 1.58204 54.422 0.549996 0.286274 20.3534 1.31906 0.435712 19.0344 3.2377 1.12516 15.7967 2.52177 1.25771 13.2749 5.29003 53.8721 32.2639 7.7491 6.6609 24.5148 4.30199 20.2128 1.15387 6.27893 19.7241 18.6567 16.1983
internal_count=4034 3565 74 63 3491 417 97 469 121 75 348 89 63 259 57 46 202 72 3074 1556 554 503 1002 152 850 66 140 832 799 699
is_linear=0
shrinkage=0.00196078


end of trees

feature_importances:
atom_area_sasa_Hs_min=3323
atom_area_sasa_Cs=2308
atom_volumes_sasa_Cs=2135
atom_volumes_sasa_Hs_min=2061
atom_p_int_times_area_Cs=1980
atom_p_int_Hs_min=1968
atom_v_bur_3_5_Cs=1959
atom_v_bur_3_5_Hs_min=1942
atom_p_int_times_area_Hs_min=1921
atom_p_int_Cs=1837
atom_v_free_3_5_Cs=1550
atom_v_free_3_5_Hs_min=1517
atom_v_distal_3_5_Cs=1508
atom_areas_Hs_min=1242
atom_areas_Cs=1038
atom_v_molecular_3_5_Cs=782
atom_v_distal_3_5_Hs_min=646
atom_v_molecular_3_5_Hs_min=283

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:[]
