tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=44
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:72] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [18.399999999999999:118.75] [0:8684.7999999999993]
tree_sizes=3406 3425 3432 3462 3434 3418 3428 3429 3424 3446 3434 3428 3439 3445 3447 3439 3454 3429 3447 3430 3447 3415 3418 3448 3434 3436 3422 3444 3424 3439 3432 3430 3425 3420 3416 3404 3400 3428 3401 3420 3404 3430 3416 3422 3422 3401 3420 3423 3408 3394 3410 3415 3421 3402 3400 3411 3413 3413 3416 3401 3409 3431 3430 3415 3406 3413 3432 3429 3436 3411 3412 3424 3424 3446 3426 3416 3411 3427 3436 3417 3412 3445 3429 3416 3429 3419 3428 3403 3437 3438 3414 3418 3429 3422 3421 3441 3421 3400 3423 3417

Tree=0
num_leaves=31
num_cat=0
split_feature=34 14 7 7 25 41 43 44 43 41 44 19 44 35 7 31 43 16 44 10 44 16 2 16 6 38 12 31 2 25
split_gain=930.524 295.578 179.178 86.7082 38.7029 30.0781 29.1479 27.3758 24.682 20.4899 17.2688 16.4098 26.3876 14.5523 12.0453 13.1285 10.1048 9.98412 16.4624 9.40498 9.18678 9.18185 8.89035 8.8484 8.8011 8.71609 10.5401 8.68182 7.94511 7.70473
threshold=1.0000000180025095e-35 1.0000000180025095e-35 13.500000000000002 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 93.425000000000026 118.27500000000002 78.075000000000003 1.0000000180025095e-35 3067.9000000000001 1.0000000180025095e-35 893.37500000000011 1.0000000180025095e-35 51.500000000000007 1.0000000180025095e-35 54.775000000000006 1.0000000180025095e-35 384.37500000000006 1.0000000180025095e-35 20.925000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 3 7 4 20 14 23 -3 -9 -5 -7 -11 16 -8 15 28 24 18 -10 -19 -2 -12 -6 -1 -13 -23 -27 -22 -4 -17
right_child=1 2 5 9 22 10 13 8 17 11 21 12 -14 -15 -16 29 -18 19 -20 -21 27 25 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-1.1421609890747957 -0.95714936456782562 -0.71628080883265777 -0.94459400702407503 -1.075404362888704 -0.88712229995761094 -0.86315073365099071 -1.1138160749652342 -0.88868917059432828 -1.0323106886392579 -1.0661486863820726 -1.026203831058454 -0.80067126316049053 -1.0689518341240809 -1.0449712470384853 -1.0606107603551782 -1.097450502834499 -1.0108145499548282 -0.73499782122465196 -0.77725957791156697 -0.80941038693991674 -1.0920588628082037 -1.0404531654136631 -0.75730510209725144 -1.1041813441882158 -0.97490622737970145 -1.0429313105189166 -0.87706079814059956 -0.95236637121782541 -0.82561704744281927 -0.98127758579839997
leaf_weight=292.99614255130291 22.808082953095436 37.428648948669434 21.443496793508533 123.9823996424675 41.522407427430153 54.583446383476257 59.06708662211895 32.360186070203781 4.0937584787607175 23.782787352800369 10.91668927669525 11.306571036577227 12.866098076105116 63.940608620643616 15.985152155160902 7.0178716778755179 4.8735219985246649 35.284299269318581 6.6279899179935455 32.750067830085754 14.425625115633013 5.2634037584066382 6.0431672781705847 77.58647021651268 3.8988175988197318 4.4836402386426952 26.317018792033195 6.433049038052558 7.6026943176984778 30.605718150734901
leaf_count=1503 117 192 110 636 213 280 303 166 21 122 56 58 66 328 82 36 25 181 34 168 74 27 31 398 20 23 135 33 39 157
internal_value=-1.01833 -0.935168 -0.871965 -1.01251 -0.933035 -0.937858 -1.12021 -0.790248 -0.815164 -1.05263 -0.901406 -1.00285 -0.957149 -1.07803 -0.982649 -0.963957 -0.885509 -0.784953 -0.874643 -0.770818 -1.00101 -0.945852 -0.870629 -1.13421 -0.845347 -0.921529 -0.901207 -1.04898 -0.913452 -1.00295
internal_weight=1098.3 604.707 332.764 271.943 91.2323 184.219 493.59 148.545 111.116 180.71 101.564 56.7278 32.945 123.008 82.6549 66.6698 20.0789 78.7561 10.7217 68.0344 43.6668 46.9808 47.5656 370.583 15.2054 36.0641 30.8007 20.8587 29.0462 37.6236
internal_count=5634 3102 1707 1395 468 945 2532 762 570 927 521 291 169 631 424 342 103 404 55 349 224 241 244 1901 78 185 158 107 149 193
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=34 14 7 7 25 43 41 41 44 10 19 44 7 35 10 43 7 31 37 16 37 44 31 28 44 8 43 16 44 44
split_gain=761.195 214.302 118.01 68.2902 27.8623 27.2805 21.8005 17.1187 16.1649 15.8959 13.05 19.9612 13.0339 12.9585 11.2015 10.3242 9.52631 9.77076 8.88147 8.51128 7.55437 7.43892 7.97881 7.29262 8.2677 7.073 7.07071 6.97736 9.93239 6.37365
threshold=1.0000000180025095e-35 1.0000000180025095e-35 13.500000000000002 3.5000000000000004 1.0000000180025095e-35 93.425000000000026 1.0000000180025095e-35 1.0000000180025095e-35 118.27500000000002 1.0000000180025095e-35 1.0000000180025095e-35 893.37500000000011 55.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 78.075000000000003 51.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 25.175000000000001 1.0000000180025095e-35 1.0000000180025095e-35 654.52500000000009 1.0000000180025095e-35 54.775000000000006 1.0000000180025095e-35 336.05000000000001 5718.0250000000005
left_child=5 3 8 4 21 19 16 27 -3 23 -9 26 14 -7 18 -11 17 -4 -8 -1 25 -2 -23 -10 -25 -6 -12 -5 -29 -14
right_child=1 2 6 7 20 13 12 10 9 15 11 -13 29 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.1188526014975381 0.051589912712658718 0.23853980744896802 0.089779531067646509 -0.072744848749171018 0.12661764560882169 -0.090261946854045261 0.14983629903171061 -0.044090085533926536 0.24731894380500324 0.079416133527479879 0.14375482165556314 -0.046741938203034017 -0.091631546894769475 -0.024300886879769116 0.058087088964505353 0.16271232198823343 -0.03887359761422849 0.013692789096135439 0.046295876203398006 -0.080740882995371119 0.080781063061151848 -0.078012942769926638 0.0575070426265386 0.21478984620001837 0.11079862492646293 0.2369659337879918 0.0067370612216667985 0.064840155889142256 -0.046672327333507832 0.055041790533177426
leaf_weight=275.64521326124668 24.771926611661911 42.333898544311523 30.435226052999496 71.694954514503479 20.127121180295944 56.379818066954613 56.97219106554985 23.244712978601456 24.047852769494057 23.125520944595337 16.381206661462787 12.557809621095656 4.3542264997959128 63.137403130531311 26.660024002194405 41.733155444264412 15.665660768747328 37.888069033622742 9.6941228508949262 74.417059123516083 22.453411936759949 12.603629171848299 6.6296174973249427 19.7574422955513 12.470948219299315 8.1649990379810351 4.8906825482845298 10.05246716737747 38.882184326648712 9.2704507112503034
leaf_count=1503 124 192 149 378 97 303 275 122 110 112 78 66 22 328 130 197 82 193 48 398 108 67 33 93 58 39 25 53 205 46
internal_value=-0.000398042 0.0717165 0.122982 0.00503094 0.0735939 -0.0966671 0.0695897 -0.0315264 0.185346 0.166756 0.0135961 0.0532328 0.0995332 -0.0554167 0.112872 0.133013 0.0314598 0.0475863 0.13478 -0.110751 0.124091 0.0153615 -0.0312998 0.205645 0.17455 0.158464 0.112253 -0.0528756 -0.0237647 0.00816736
internal_weight=1096.44 626.864 354.409 272.455 94.7507 469.579 190.94 177.704 163.469 121.135 57.0744 33.8297 106.951 119.517 93.3263 64.8587 83.989 68.3233 66.6663 350.062 50.7455 44.0052 19.2332 56.2762 32.2284 28.2921 21.2719 120.63 48.9347 13.6247
internal_count=5634 3102 1707 1395 468 2532 945 927 762 570 291 169 521 631 453 309 424 342 323 1901 244 224 100 261 151 136 103 636 258 68
shrinkage=0.1

Tree=2
num_cat=0
split_feature=34 14 44 7 25 43 37 8 28 44 7 7 43 10 44 35 44 7 43 41 33 44 43 2 16 31 27 31 0 44
split_gain=629.117 160.932 86.0409 55.1273 29.2258 25.6881 16.3757 13.9224 13.8953 12.4909 11.9865 11.7331 9.16296 11.5769 12.5012 8.39223 8.33163 8.32384 8.47574 8.20459 7.6611 7.47143 13.8861 7.46709 8.31594 7.23291 7.14653 6.57929 10.071 6.94811
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1556.2500000000002 5.5000000000000009 1.0000000180025095e-35 93.425000000000026 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 178.82500000000002 70.500000000000014 58.500000000000007 106.37500000000001 1.0000000180025095e-35 2803.3750000000005 1.0000000180025095e-35 25.175000000000001 22.500000000000004 43.975000000000009 1.0000000180025095e-35 1.0000000180025095e-35 118.27500000000002 83.27500000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3067.9000000000001
left_child=5 3 6 4 16 15 21 17 12 -8 -7 19 13 27 -15 -1 -2 18 -5 26 -17 -3 -23 24 -6 -18 -10 28 -4 -30
right_child=1 2 8 7 23 10 9 -9 11 -11 -12 -13 -14 14 -16 20 25 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.12041430763482341 0.045336868192398398 0.2048079840587255 0.16793003997657471 -0.077747649763157442 0.0026112907203029371 -0.032091464613781116 0.17220028052774072 0.016802842605816503 0.021753165138298364 0.056646048390157577 -0.1048058325638295 -0.10613840352826308 -0.011215385266082312 0.09910101512940972 -0.059287728535227902 -0.10252545512026985 -0.065492924859727505 -0.091101854332937313 -0.0078286262189662705 0.070084935170441592 -0.051689724570277568 0.11801360155229593 0.18492756160183593 0.18782230468988204 0.10488820298698708 0.03478904191591229 -0.093113436354454959 0.057413827198909077 0.15711553086904217 0.041092521961646589
leaf_weight=182.64351189136505 25.337407469749451 35.439120233058929 26.194094985723495 27.690541744232178 9.5982479155063611 85.30800449848175 13.903846710920332 37.325788095593452 24.214694201946262 28.58960734307766 30.874667808413506 6.8961317688226691 10.718036919832228 9.8970686346292513 10.036392495036123 106.19186542928219 21.152678266167641 38.894123524427414 46.371482685208321 28.794559434056282 41.126101553440094 59.735307365655899 64.500402078032494 8.5201171487569791 46.288419157266617 10.897720560431479 6.9769740253686896 20.104175344109535 7.5734800696373012 16.207117423415184
leaf_count=1056 124 150 123 151 46 459 60 195 120 130 172 36 52 47 50 611 116 211 244 135 234 274 284 38 216 54 36 98 35 77
internal_value=-0.000644787 0.0627523 0.105704 0.00437702 0.0543779 -0.0918527 0.149625 -0.0361457 0.052727 0.0944554 -0.0514148 0.017392 0.0761886 0.086596 0.0193531 -0.106091 0.00248292 -0.0536423 -0.0339702 0.0315933 -0.0883339 0.164307 0.152754 0.100617 0.0873227 -0.0313952 -0.00394028 0.105723 0.125157 0.0780427
internal_weight=1088 641.858 369.781 272.077 121.795 446.144 202.168 150.282 167.613 42.4935 116.183 66.8824 100.73 90.0123 19.9335 329.961 57.3878 112.956 74.062 59.9862 147.318 159.675 124.236 64.4068 55.8867 32.0504 31.1917 70.0789 49.9747 23.7806
internal_count=5634 3102 1707 1395 594 2532 898 801 809 190 631 327 482 430 97 1901 294 606 395 291 845 708 558 300 262 170 156 333 235 112

Tree=3
num_cat=0
split_feature=34 14 44 7 43 25 41 8 35 10 44 16 7 7 19 10 37 44 31 7 31 37 2 16 0 33 16 16 35 42
split_gain=523.248 123.584 65.4486 44.402 24.3027 22.3608 12.3243 11.7539 11.1652 9.73767 11.3795 8.56743 7.5829 7.45175 7.49106 6.81822 7.11256 6.72302 6.686 9.32963 6.06937 5.71343 5.49071 6.2632 5.64815 5.42099 4.9316 4.93128 4.91974 5.05162
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1181.3500000000001 5.5000000000000009 93.425000000000026 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 118.27500000000002 1.0000000180025095e-35 55.500000000000007 22.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 25.175000000000001 1.0000000180025095e-35 32.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
left_child=4 3 9 5 11 17 18 13 -6 26 -11 -1 15 14 -5 16 -8 -2 19 -4 -19 -12 23 -7 -25 -23 -3 -14 -13 -30
right_child=1 2 6 7 8 22 12 -9 -10 10 21 28 27 -15 -16 -17 -18 20 -20 -21 -22 25 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.11057330251873923 0.039995004504942755 0.073011130907901983 0.105423731830944 -0.061082277415106218 -0.081798590648774414 0.0023475809932040127 0.11162204095529543 0.014996480376398705 -0.018732781703613692 0.16267662323701532 0.10938763097444973 -0.10904747992946731 -0.087946856469042725 -0.086263929528028527 0.0032464972741353217 0.040396301955559863 0.021614326703040386 -0.061145435118893046 -0.0054355057323816477 0.010079493873974499 0.030822185702356175 0.0048049728859829955 0.1601782600412725 0.12292559452787942 0.054191692044427212 0.12356045812533066 0.17084861611648661 0.042900897324949977 -0.067038350828578425 0.020099150710636279
leaf_weight=242.73979108035564 25.821824356913567 5.5759198218584052 18.046217113733292 38.939942419528961 51.839558973908424 9.6082254201173765 62.852993100881577 37.622935831546783 61.229732573032379 35.783893883228302 56.740055993199348 22.147608697414398 4.0950997769832584 37.064275950193405 33.828203454613686 27.197319313883781 10.204871177673338 20.429647222161293 41.534305885434151 23.795998468995094 11.061001881957056 11.677374973893167 8.964287728071211 25.574114188551903 22.450622394680977 5.730094000697135 67.768813535571098 9.7086976170539856 37.585726946592331 8.0839820653200132
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internal_value=-0.000812079 0.0554026 0.0921571 0.00383787 -0.0873418 0.0479646 0.0522093 -0.0332427 -0.0476469 0.135191 0.116363 -0.101794 0.0735706 -0.049767 -0.0311773 0.0831381 0.0990496 0.0021721 0.0229872 0.0512007 -0.0288421 0.0940123 0.0873728 0.0760486 0.0907938 0.0438962 0.163411 0.00408298 -0.0703706 -0.0516142
internal_weight=1075.7 652.077 380.712 271.365 423.626 123.91 197.436 147.455 113.069 183.276 109.931 310.557 114.059 109.832 72.7681 100.255 73.0579 57.3125 83.3765 41.8422 31.4906 74.1475 66.5972 57.633 48.0247 17.4075 73.3447 13.8038 67.8173 45.6697
internal_count=5634 3102 1707 1395 2532 594 928 801 631 779 471 1901 519 606 395 451 325 294 409 199 170 325 300 262 216 78 308 68 398 266

Tree=4
num_cat=0
split_feature=34 14 44 7 43 25 7 7 37 41 28 43 35 19 44 33 43 43 43 10 44 44 44 31 44 43 16 10 0 7
split_gain=437.415 96.5495 51.6135 35.9126 23.0263 17.3654 10.5629 10.2032 10.7439 10.065 9.58492 9.84197 8.43922 8.21582 13.5433 7.33707 6.59038 6.48526 6.48295 7.90726 9.42473 6.10394 5.45962 5.34834 5.32998 8.86474 6.89094 6.47764 5.24837 5.1794
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1556.2500000000002 5.5000000000000009 93.425000000000026 1.0000000180025095e-35 70.500000000000014 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 85.475000000000009 1.0000000180025095e-35 1.0000000180025095e-35 893.37500000000011 1.0000000180025095e-35 95.925000000000026 83.675000000000026 106.37500000000001 1.0000000180025095e-35 2803.3750000000005 1420.5750000000003 20.925000000000001 1.0000000180025095e-35 69.875000000000014 75.725000000000009 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 49.500000000000007
left_child=4 3 7 5 12 22 -6 24 16 -5 18 17 -1 -11 -15 -14 21 -12 19 -4 -21 -9 -2 -10 -3 27 -27 -26 -17 -20
right_child=1 2 10 9 6 -7 -8 8 23 13 11 -13 15 14 -16 28 -18 -19 29 20 -22 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=-0.11331128160365028 0.037172545029066577 0.21239538767459554 0.083089468886717588 -0.049177438536913101 -0.026058872372579839 0.076613301334720441 -0.097218039273508153 0.073981264539484171 0.087847801054774063 -0.041743410123890268 0.019990280105451688 -0.036866938822310076 -0.094112494777411487 0.10197273718921003 -0.038838476615672718 -0.0071113618202886921 0.17113607867471342 0.11370031737456027 0.045331736443896792 0.078958746532420895 -0.057178914652411567 0.17695509493382258 -0.025163253328311708 -0.039279996334076826 0.15500777843810742 0.061349613266985098 0.15440775455603617 0.068100398114332314 -0.081381020947191657 -0.094815352445338605
leaf_weight=159.27633708715439 24.833657294511795 7.4741742610931388 74.127649933099747 96.591133818030357 82.147651046514511 68.231587335467339 27.960612207651138 44.477758571505547 5.1852006316184971 20.230062216520309 32.3677888661623 26.076193869113922 94.506248995661736 16.021451860666279 11.906674578785895 20.157192096114159 11.487298995256422 9.5681574344634992 6.2478726804256421 10.452195629477503 9.9035864919424039 6.6122578382492057 32.357618018984795 9.1473747789859772 11.460393518209456 8.88824814558029 75.97923532128334 34.080292701721191 18.021658852696419 4.5628109127283096
leaf_count=1056 117 30 333 548 459 300 172 189 22 113 156 126 611 74 66 123 47 45 29 47 50 29 177 42 47 38 310 144 111 23
internal_value=-0.000915593 0.0492808 0.0812346 0.00337967 -0.0830974 0.0425469 -0.0441289 0.113992 0.0848094 -0.0305581 0.0406358 0.0113744 -0.0977937 0.00678685 0.0419403 -0.0791663 0.102697 0.0413713 0.0595365 0.0679298 0.0127244 0.0873085 0.00190426 0.00671196 0.13027 0.125563 0.144662 0.0899708 -0.0421691 -0.0138194
internal_weight=1060.34 658.271 388.098 270.172 402.07 125.423 110.108 214.792 76.9099 144.749 173.306 68.0121 291.961 48.1582 27.9281 132.685 62.5773 41.9359 105.294 94.4834 20.3558 51.09 57.1913 14.3326 137.882 130.408 84.8675 45.5407 38.1789 10.8107
internal_count=5634 3102 1707 1395 2532 594 631 898 329 801 809 327 1901 253 140 845 265 201 482 430 97 218 294 64 569 539 348 191 234 52

Tree=5
num_cat=0
split_feature=34 16 7 43 13 43 44 43 44 7 44 43 41 16 43 43 38 7 25 19 37 28 44 19 41 44 0 43 44 0
split_gain=366.763 80.7061 37.0782 21.8411 20.3137 20.1784 13.9204 12.9786 29.7916 11.509 9.61784 9.37575 9.67757 8.6621 7.45829 7.20578 6.44352 6.14008 6.04123 5.96151 5.47391 5.38135 5.24858 5.21028 6.89992 5.08452 5.08303 5.02905 5.147 4.97066
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Tree=6
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split_feature=34 16 7 43 43 13 44 43 16 43 44 44 43 43 44 44 22 43 44 10 44 43 43 37 44 7 25 40 8 31
split_gain=308.17 64.3689 29.7294 20.8275 17.5548 16.1597 12.0211 11.8173 10.5719 10.5518 23.3627 9.8187 8.11795 7.32908 8.33573 7.26836 7.15548 6.40867 5.78113 5.45579 6.88064 5.81925 7.10015 5.2364 5.6135 4.91041 4.81759 5.24212 4.731 4.70156
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Tree=7
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split_feature=34 16 7 35 33 43 41 43 44 37 43 44 10 44 43 41 43 7 28 7 25 44 43 43 44 44 44 43 43 38
split_gain=259.341 51.626 24.6371 20.8133 22.6485 14.3978 13.9239 9.59023 8.81256 8.76508 8.60808 18.6021 8.44362 8.07512 7.07005 6.30373 6.72369 6.24767 5.70285 5.49514 5.30804 6.75093 5.37894 5.2979 7.87074 4.98698 4.46651 4.2753 6.60083 4.44838
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Tree=8
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split_feature=34 25 35 33 7 37 43 7 43 43 43 44 41 44 41 16 19 43 43 44 43 7 43 44 44 43 7 0 44 0
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Tree=9
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split_feature=34 16 16 7 13 43 44 43 25 43 44 44 31 10 44 35 44 39 19 41 44 43 3 43 42 0 3 7 44 31
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Tree=10
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Tree=51
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Tree=53
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Tree=72
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Tree=74
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Tree=75
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Tree=76
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Tree=96
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leaf_weight=307.96128559345379 247.94923883184674 4.465900940820573 4.3426028341054916 4.8426525518298131 2.8614008761942369 2.8921650238335133 3.8043936602771282 4.1412745676934719 6.0719260051846495 4.1310446709394437 4.134632743895053 1.6756785843754247 3.7861730307340604 5.3406149167567474 3.9536183662712565 4.3746619373559934 4.3564164936542502 1.4493204113095999 2.4392680823802948 1.6546264528296888 6.4530319818295538 3.1249714829027679 4.502036505378781 4.623455598950386 3.5325332134962064 2.7524636909365654 5.3409647941589355 5.8473235294222832 4.0530892089009276 4.9249583631753922
leaf_count=1954 2957 23 20 24 23 24 21 25 33 25 21 32 20 38 26 21 22 26 12 29 39 22 20 22 23 18 27 28 20 39
internal_value=-0.000169105 0.00111821 0.0333143 0.000434884 0.00123869 0.0536663 -0.0373409 0.0207884 -6.972e-05 0.00055445 -0.00116376 -0.000274864 -0.0168229 -0.00221926 -0.0234374 -0.00807009 0.00583935 0.0282603 -0.00392851 0.0449355 -0.0598516 0.0186506 0.00779529 0.0497741 0.0310693 -0.00204076 0.053 -0.0253771 0.00186824 0.0389199
internal_weight=671.784 423.834 8.8085 415.026 406.379 9.89484 8.64705 7.03344 396.484 390.412 356.557 352.423 40.4084 30.1692 19.9036 15.95 14.2743 9.91788 5.54321 3.10395 10.2392 33.8548 25.1003 8.7545 14.7509 5.87744 8.8735 10.3494 312.014 10.2656
internal_count=5634 2677 43 2634 2589 72 45 49 2517 2484 2299 2278 304 245 168 142 110 88 67 55 59 185 138 47 90 40 50 48 1974 77

Tree=98
num_cat=0
split_feature=10 44 44 43 43 7 7 22 2 7 19 25 39 34 44 43 40 7 44 22 25 44 0 44 28 7 2 44 7 7
split_gain=0.193267 0.675989 3.85026 2.19542 1.43288 1.18193 3.77 2.60754 2.52943 2.52031 2.23512 1.83995 1.43881 1.70069 1.48769 1.32575 1.17333 2.83 2.43314 2.08407 2.17033 1.70145 1.34849 1.0941 1.03824 0.778812 2.20161 0.738948 0.715143 2.34775
threshold=1.0000000180025095e-35 2530.9000000000005 2318.4500000000003 71.125000000000014 60.025000000000006 37.500000000000007 39.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 52.500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 5611.2000000000007 109.22500000000001 1.0000000180025095e-35 22.500000000000004 1043.575 1.0000000180025095e-35 1.0000000180025095e-35 228.20000000000002 1.0000000180025095e-35 81.825000000000017 1.0000000180025095e-35 37.500000000000007 1.0000000180025095e-35 5498.5000000000009 17.500000000000004 15.500000000000002
left_child=-1 2 16 -4 -3 10 -7 9 12 24 -6 15 13 14 -9 -11 28 18 19 20 21 23 -21 -18 -8 -19 -27 -13 29 -2
right_child=1 4 3 -5 5 6 7 8 -10 11 -12 27 -14 -15 -16 -17 17 25 -20 22 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.001474280845201095 0.00012995656758071181 -0.10897764876567793 0.13344845926448262 0.02772265737659961 -0.10293059763211579 0.11214418864288536 -0.10655458765263502 -0.11899014027293274 0.097347776634149313 -0.094893196319994141 -0.0048197109967354481 0.095325758964979815 0.076381504232759884 0.02660980133752789 0.0089179188051086277 0.048749399282518709 -0.046951216325964391 -0.11799562202117782 0.056213618583709379 -0.024270999772190421 -0.13351400277763806 -0.11013293325810487 0.042874276721420024 0.054499234924425023 -0.029101029065720836 -0.10359662464304312 0.24030659266590068 0.010210477035849985 -0.013370965911110309 0.054366674546127564
leaf_weight=349.8867155542539 198.39607746386901 1.5236627751728509 3.0866915211081487 5.4002594631165266 3.604820982553063 2.7154819685965803 4.9858233686536551 2.3752489280886935 3.3147214099299172 2.3066221892950129 6.5251826755702496 1.7544839398469774 1.7619398359674958 3.4574685469269753 1.4733794499188659 0.89062687521800388 1.9811968281865189 3.3850533524528137 4.7784101366996756 7.1759025827050209 2.7588443458080292 1.726723017869517 5.1287333630025387 2.2938133974093944 2.6508133430033922 0.74031172355171282 0.24868367169983685 2.4364859592169523 33.836376710882178 8.3156544207595271
leaf_count=2949 1175 48 18 29 29 16 57 45 25 88 38 29 26 25 16 9 13 72 26 35 13 34 26 28 22 84 4 23 570 62
internal_value=-0.000151467 -0.00192335 -0.000148484 0.066175 -0.0137873 -0.0101841 -0.000247221 -0.0113827 0.0225936 -0.0393843 -0.039733 0.00225494 -0.00473196 -0.0242933 -0.0700228 -0.0548801 -0.00222734 -0.0208004 -0.00821037 -0.0228242 -0.0601013 -0.0263553 0.00371603 0.00748337 -0.0796691 -0.0951875 -0.0171219 0.0458427 0.00010581 0.00231181
internal_weight=670.916 321.029 279.253 8.48695 41.7768 40.2531 30.1231 27.4076 12.3828 15.0249 10.13 7.38822 9.06804 7.3061 3.84863 3.19725 270.766 30.2177 25.8436 21.0652 8.76058 6.00173 12.3046 4.27501 7.63664 4.37405 0.988995 4.19097 240.548 206.712
internal_count=5634 2685 2189 47 496 448 381 365 137 228 67 149 112 86 61 97 2142 335 175 149 88 75 61 41 79 160 88 52 1807 1237

Tree=99
num_cat=0
split_feature=43 43 40 7 43 43 44 44 1 44 44 7 44 44 35 44 43 37 39 44 0 7 44 7 7 43 6 40 12 35
split_gain=0.194857 1.53424 2.50713 0.922338 0.916923 2.15108 1.25293 3.82662 1.36708 0.976464 0.824897 3.37268 1.64575 1.51659 1.97798 1.73196 1.10026 1.02774 2.12095 1.82538 1.14846 0.697177 0.695926 0.477458 1.55373 0.47561 1.29289 2.63956 2.06089 1.34666
threshold=20.175000000000001 20.075000000000006 1.0000000180025095e-35 1.5000000000000002 20.475000000000005 20.375000000000004 74.800000000000026 96.625000000000014 1.0000000180025095e-35 20.925000000000001 118.27500000000002 7.5000000000000009 33.650000000000013 214.65000000000003 1.0000000180025095e-35 235.72500000000005 19.875000000000004 1.0000000180025095e-35 1.0000000180025095e-35 405.8250000000001 1.0000000180025095e-35 10.500000000000002 19.775000000000002 4.5000000000000009 7.5000000000000009 25.675000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
left_child=1 2 10 -3 5 6 -2 -8 -9 -6 12 -12 22 -13 17 -16 -14 19 20 -15 -19 -5 -1 -4 -25 26 27 29 -29 -11
right_child=4 3 23 21 9 -7 7 8 -10 25 11 13 16 14 15 -17 -18 18 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.0028337765666358993 -0.032425000275946469 0.11407713926412547 -0.13835766700774368 -0.035544618380892255 0.053506772889836178 -0.11725805257102416 0.31370221882857285 -0.10547570220089507 0.06347923743643083 -0.029227624838030292 0.21915469967370016 -0.064188423724454755 -0.01531606052926595 0.23406477201141662 0.14091099763742476 -0.10435884672022203 -0.11250208152131946 0.037402049573256067 0.12645234625948495 0.039069321262701059 -0.10606268066560631 0.079049814808562158 0.04233653908646906 0.11487370904228088 -0.10510537636202329 0.00017680710924136873 -0.052233938452675099 0.011787727235831786 0.18680448147031539 0.059987158187827766
leaf_weight=9.8357742466032558 5.4981474028900248 1.9635003507137287 1.1416859305463725 1.1144577870145442 3.3818283546715966 2.2251810883171856 0.45940004661679301 0.81978639622684535 1.1517277313978411 12.340413214871663 0.87500861589796741 1.96744720416609 2.9180540011730036 0.83598180860280979 0.35834185779094685 1.4647183914203195 1.9389342330396173 1.2174981990247034 1.4600317031145098 1.127609198214486 1.0300795540679246 1.0139094531768931 5.2214882075786582 0.41292760125361372 1.44350291173032 595.41954258253099 6.5066105769947162 1.4960883624153203 1.2226663662004285 1.960762212052942
leaf_count=49 35 8 9 12 20 46 4 41 35 142 13 35 37 10 7 87 23 43 38 41 43 42 23 5 106 4399 181 20 38 42
internal_value=-0.000153347 0.00686621 -0.000244704 0.064647 -0.000567772 -0.0303755 -0.00599306 0.0537897 -0.00677487 -8.14139e-05 0.00840007 0.0313204 -0.00349699 0.0139497 0.0344631 -0.0561485 -0.0541132 0.063591 0.0326109 0.122087 -0.0283488 0.0190458 0.0128302 -0.0874704 -0.0561752 -0.000374212 -0.0143196 0.000174773 0.0904955 -0.0169958
internal_weight=669.823 37.341 33.2491 4.09187 632.482 10.1542 7.92906 2.43091 1.97151 622.328 30.251 10.3367 19.9143 9.46171 7.49426 1.82306 4.85699 5.6712 3.70761 1.96359 2.24758 2.12837 15.0573 2.99812 1.85643 618.946 23.5265 17.0199 2.71875 14.3012
internal_count=5634 631 569 62 5003 161 115 80 76 4842 449 317 132 304 269 94 60 175 124 51 86 54 72 120 111 4822 423 242 58 184

end of trees

feature_importances:
Column_43=751
Column_44=720
Column_7=462
Column_0=78
Column_41=70
Column_37=62
Column_39=55
Column_10=53
Column_16=50
Column_19=50
Column_2=44
Column_3=42
Column_42=40
Column_34=38
Column_25=37
Column_35=36
Column_31=32
Column_5=31
Column_36=31
Column_4=27
Column_40=27
Column_28=26
Column_30=25
Column_33=24
Column_22=23
Column_38=23
Column_1=21
Column_21=21
Column_12=16
Column_24=16
Column_8=15
Column_14=15
Column_18=10
Column_27=10
Column_13=9
Column_6=8
Column_9=2

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 20]
[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:null