tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=29
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
feature_infos=[7.6909999847412109:28.110000610351562] [9.7100000381469727:39.279998779296875] [47.919998168945312:188.5] [170.39999389648438:2501] [0.052629999816417694:0.16339999437332153] [0.019379999488592148:0.31139999628067017] [0:0.42680001258850098] [0:0.20119999349117279] [0.11670000106096268:0.30399999022483826] [0.049959998577833176:0.097439996898174286] [0.11150000244379044:2.872999906539917] [0.36019998788833618:4.8850002288818359] [0.75700002908706665:21.979999542236328] [6.8020000457763672:542.20001220703125] [0.0017130000051110983:0.031129999086260796] [0.002251999918371439:0.13539999723434448] [0:0.39599999785423279] [0:0.052790001034736633] [0.0078819999471306801:0.061459999531507492] [0.00089480000315234065:0.029839999973773956] [8.6780004501342773:36.040000915527344] [12.020000457763672:49.540000915527344] [54.490001678466797:251.19999694824219] [223.60000610351562:4254] [0.071170002222061157:0.21840000152587891] [0.027289999648928642:0.93790000677108765] [0:1.2519999742507935] [0:0.29100000858306885] [0.15649999678134918:0.66380000114440918] [0.055039998143911362:0.17299999296665192]
tree_sizes=954 968 971 972 1072 1068 970 1066 968 1069 1072 1069 1071 1278 974 1073 1081 1081 1073 973 1084 1176 1181 1079 1280 1179 983 1278 1286 1283 1079 1296 1287 1289 989 1079 1185 1188 1303 1299 1188 1289 1084 1185 1301 1197 1293 1198 1306 1310

Tree=0
num_leaves=8
num_cat=0
split_feature=7 27 20 13 6 21 0
split_gain=310.856 29.8144 25.4053 1.58954 0.731586 0.464605 2.84217e-14
threshold=0.052169999107718475 0.14654999971389773 16.765000343322757 31.19999980926514 0.24519999325275424 30.135000228881839 19.19999980926514
decision_type=2 2 2 2 2 2 2
left_child=2 -2 3 5 6 -1 -3
right_child=1 4 -4 -5 -6 -7 -8
leaf_value=0.68518401224051839 0.47714204280635669 0.25686231046430325 0.44042875408268106 0.62093575697408609 0.29969448064192461 0.65841390587950488 0.25686231046430313
leaf_weight=49.028570204973221 8.171428367495535 18.444081172347076 4.9028570204973212 4.6693876385688773 4.6693876385688773 7.4710202217102042 8.8718365132808668
leaf_count=210 35 79 21 20 20 32 38
internal_value=0.526093 0.306667 0.659454 0.67701 0.263115 0.681644 0.256862
internal_weight=106.229 40.1567 66.0718 61.169 31.9853 56.4996 27.3159
internal_count=455 172 283 262 137 242 117
is_linear=0
shrinkage=1


Tree=1
num_leaves=8
num_cat=0
split_feature=7 22 20 21 13 21 27
split_gain=248.535 23.5242 21.8544 5.85208 1.46514 0.435832 0.170912
threshold=0.052169999107718475 104.10000228881837 16.765000343322757 23.795000076293949 31.19999980926514 30.135000228881839 0.15124999731779101
decision_type=2 2 2 2 2 2 2
left_child=2 -2 4 -3 5 -1 -5
right_child=1 3 -4 6 -6 -7 -8
leaf_value=0.15039974564802105 0.020226899838515201 -0.12775299261104042 -0.075460158865309365 -0.25024180013180031 0.087772487198997023 0.12395843313044064 -0.23009089558926885
leaf_weight=46.790043711662292 4.7821912318468085 6.3207546323537818 5.003414958715438 5.0295643806457546 4.5474082231521598 7.1919846534728995 25.79995684325695
leaf_count=210 20 26 21 21 20 32 105
internal_value=0.000422772 -0.188534 0.125137 -0.215407 0.142285 0.146877 -0.233378
internal_weight=105.465 41.9325 63.5329 37.1503 58.5294 53.982 30.8295
internal_count=455 172 283 152 262 242 126
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=8
num_cat=0
split_feature=27 23 22 1 15 21 7
split_gain=205.243 41.5968 6.84912 6.04243 0.290969 0.048726 0.0109479
threshold=0.14204999804496768 953.70001220703136 113.14999771118165 22.425000190734867 0.011185000184923412 24.224999427795414 0.077569998800754561
decision_type=2 2 2 2 2 2 2
left_child=1 3 -2 4 -1 -4 -7
right_child=2 -3 5 -5 -6 6 -8
leaf_value=0.12963725792184469 -0.097858634366699102 -0.17327288840066679 -0.21523453066783108 0.047320196236980111 0.14644439306473261 -0.20849184561230541 -0.20335818456200241
leaf_weight=13.988153859972952 7.2221821099519721 4.8866593837738028 4.9718567878007915 7.7189293950796118 39.072763934731483 5.2266544997692135 20.243147045373917
leaf_count=66 30 20 20 35 182 21 81
internal_value=0.00068437 0.10742 -0.185408 0.129988 0.142014 -0.206179 -0.204412
internal_weight=103.33 65.6665 37.6638 60.7798 53.0609 30.4417 25.4698
internal_count=455 303 152 283 248 122 102
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=8
num_cat=0
split_feature=7 20 27 13 16 21 22
split_gain=171.154 16.8806 15.7986 1.42951 0.609658 0.371036 0.068638
threshold=0.052169999107718475 16.765000343322757 0.14654999971389773 31.19999980926514 0.065115001052618041 30.135000228881839 115.34999847412111
decision_type=2 2 2 2 2 2 2
left_child=1 3 -2 5 6 -1 -4
right_child=2 -3 4 -5 -6 -7 -8
leaf_value=0.13788656574336178 -0.02873769597292496 -0.061021440172078056 -0.19791371667515467 0.073924996504962218 -0.14964765504223981 0.11251685940516375 -0.18526142482668742
leaf_weight=41.817714750766754 8.3819301426410657 5.0991781353950492 5.2280916571617153 4.2529671341180793 4.9732803255319586 6.6865906566381446 23.837935030460358
leaf_count=210 35 21 21 20 20 32 96
internal_value=0.000853816 0.112722 -0.151718 0.129515 -0.182001 0.134389 -0.187537
internal_weight=100.278 57.8565 42.4212 52.7573 34.0393 48.5043 29.066
internal_count=455 283 172 262 137 242 117
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=9
num_cat=0
split_feature=23 27 1 26 6 7 27 21
split_gain=144.262 31.3625 7.56268 11.719 5.65294 0.36262 0.166517 0.0126018
threshold=884.54998779296886 0.15644999593496325 21.125000000000004 0.20820000022649768 0.080184999853372588 0.049294998869299896 0.15504999458789828 24.810000419616703
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -6 -8
right_child=4 -3 3 -5 6 -7 7 -9
leaf_value=0.13126863261104385 -0.05938703181866091 -0.1486355432654988 0.12379704799403531 -0.081759515912094557 -0.19130984737136003 0.16096313468153595 -0.17618345404868963 -0.17054453895759958
leaf_weight=39.830983355641365 4.9107223004102698 4.8864859491586676 7.133627772331236 4.5377395004034042 5.1699406355619457 4.5859205722808829 4.9066272974014309 20.611060783267021
leaf_count=212 20 20 36 21 21 20 20 85
internal_value=0.000955461 0.0943429 0.115512 0.0438782 -0.159004 0.134335 -0.174944 -0.171629
internal_weight=96.5731 60.9748 56.0883 11.6714 35.5984 44.4169 30.6876 25.5177
internal_count=455 309 289 57 146 232 126 105
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=9
num_cat=0
split_feature=7 20 22 21 13 21 27 21
split_gain=123.419 13.2141 12.4253 22.2801 1.51848 0.342315 0.113102 0.00811577
threshold=0.052169999107718475 16.765000343322757 115.34999847412111 25.724999427795414 31.19999980926514 30.135000228881839 0.15289999544620517 24.555000305175785
decision_type=2 2 2 2 2 2 2 2
left_child=1 4 3 -2 5 -1 -4 -8
right_child=2 -3 6 -5 -6 -7 7 -9
leaf_value=0.12910879674895051 0.12314967985019941 -0.048696338207796744 -0.17708980664616195 -0.16599851473116417 0.060376574994534651 0.10368542201808147 -0.16410639243493627 -0.15951417925007605
leaf_weight=36.598205372691154 4.7854214161634427 5.1575605422258368 4.8478514850139645 6.0137825757265091 3.916582763195037 6.1922146528959265 4.7592706978321102 20.109113901853561
leaf_count=210 21 21 20 25 20 32 20 86
internal_value=0.00104278 0.103202 -0.129733 -0.0378691 0.119975 0.12543 -0.163117 -0.160393
internal_weight=92.38 51.8646 40.5154 10.7992 46.707 42.7904 29.7162 24.8684
internal_count=455 283 172 46 262 242 126 106
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=8
num_cat=0
split_feature=7 22 20 22 13 21 27
split_gain=105.606 11.9903 11.1481 3.20425 1.41278 0.370774 0.0821347
threshold=0.049294998869299896 103.25000000000001 16.85000038146973 115.34999847412111 31.849999427795414 30.135000228881839 0.15504999458789828
decision_type=2 2 2 2 2 2 2
left_child=2 -2 4 -3 5 -1 -5
right_child=1 3 -4 6 -6 -7 -8
leaf_value=0.12566053357618431 0.035498644790288782 -0.075722598544665273 -0.046113964748121822 -0.16534504300742089 0.058148386348307317 0.098466125959852588 -0.15142683480799252
leaf_weight=33.875397890806198 4.3974658697843543 6.407440558075904 4.6965399682521811 5.1717198193073299 3.8439613431692115 5.8845185041427603 23.533386513590813
leaf_count=209 20 28 19 22 20 32 105
internal_value=0.00108623 -0.120167 0.100272 -0.139662 0.116039 0.121636 -0.153934
internal_weight=87.8104 39.51 48.3004 35.1125 43.6039 39.7599 28.7051
internal_count=455 175 280 155 261 241 127
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=9
num_cat=0
split_feature=27 23 1 20 23 11 10 20
split_gain=91.5886 22.3804 5.55097 8.48372 3.8937 0.359566 0.234694 0.0663683
threshold=0.14204999804496768 953.70001220703136 21.57499980926514 14.484999656677248 764.94998168945324 1.9230000376701357 0.33335000276565557 18.894999504089359
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -6 -8
right_child=4 -3 3 -5 6 -7 7 -9
leaf_value=0.12676227147443195 -0.043360255427369487 -0.11853342072727752 0.12881130585115372 -0.071806899886933742 -0.12144192545973553 0.091021311608216957 -0.1578471615133055 -0.14424126617883573
leaf_weight=34.187978759407997 4.5692122280597678 4.8582288324832907 4.4639785140752775 3.9936885088682175 4.3313024044036892 3.0673323273658744 4.3918117135763195 19.518926814198494
leaf_count=217 20 20 26 20 20 20 20 92
internal_value=0.00110957 0.0855292 0.107216 0.0340799 -0.129004 0.12382 -0.14286 -0.14674
internal_weight=83.3825 50.5712 45.713 8.45767 32.8113 37.2553 28.242 23.9107
internal_count=455 303 283 46 152 237 132 112
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=8
num_cat=0
split_feature=7 21 20 13 22 21 27
split_gain=79.0233 9.76196 9.34793 1.8231 1.32016 0.401653 0.0642871
threshold=0.052169999107718475 22.849999427795414 16.765000343322757 32.354999542236335 107.45000076293947 30.135000228881839 0.15124999731779101
decision_type=2 2 2 2 2 2 2
left_child=2 -2 3 5 -3 -1 -6
right_child=1 4 -4 -5 6 -7 -8
leaf_value=0.12032480336313021 0.011133132885520312 -0.082238246889662914 -0.034702812171936222 0.036626090904271102 -0.15143214537149358 0.090596069180621561 -0.1383693994402217
leaf_weight=29.532339528203011 5.6798637509345999 4.5487129837274578 5.1253946125507346 3.177094340324401 4.6002545505762127 5.37117114663124 20.812628194689751
leaf_count=212 27 20 21 18 21 32 104
internal_value=0.00115765 -0.109067 0.0920839 0.109149 -0.131853 0.11575 -0.140734
internal_weight=78.8475 35.6415 43.206 38.0806 29.9616 34.9035 25.4129
internal_count=455 172 283 262 145 244 125
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=9
num_cat=0
split_feature=27 23 1 20 23 11 13 22
split_gain=69.6887 17.2373 5.36288 7.20899 3.56824 0.393219 0.262367 0.0643372
threshold=0.14204999804496768 953.70001220703136 21.57499980926514 14.484999656677248 764.94998168945324 1.9230000376701357 33.064998626708991 129.55000305175784
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -6 -8
right_child=4 -3 3 -5 6 -7 7 -9
leaf_value=0.12231234989906609 -0.035211182585790923 -0.10228864639046079 0.12324007758080502 -0.067952239774541331 -0.10902246356058246 0.08241815488332889 -0.14799526737962537 -0.13393389993342705
leaf_weight=29.62632842361927 4.4732546955347088 4.6566454470157614 3.9187380820512763 3.9700749218463898 4.1206642687320736 2.6954559087753287 4.0167282074689892 17.134237363934517
leaf_count=217 20 20 26 20 21 20 20 91
internal_value=0.00116071 0.0798504 0.100943 0.0270218 -0.117535 0.118985 -0.132107 -0.136604
internal_weight=74.6121 44.8672 40.2106 7.88881 29.7449 32.3218 25.2716 21.151
internal_count=455 303 283 46 152 237 132 111
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=9
num_cat=0
split_feature=27 23 1 20 23 11 20 21
split_gain=60.6346 16.2792 7.09564 7.4251 1.69187 0.431447 0.0165984 0.00642408
threshold=0.14654999971389773 953.70001220703136 21.125000000000004 14.484999656677248 823.05001831054699 1.9230000376701357 18.114999771118168 24.94999980926514
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 -6 -8
right_child=4 -3 3 -5 6 -7 7 -9
leaf_value=0.1217616975861706 -0.061815358207149486 -0.098210526882022711 0.10372710150658525 -0.074182879847601718 -0.13670581087491138 0.078727510968761807 -0.13325324649766082 -0.12858640456327181
leaf_weight=27.25924909114838 4.2373986095190075 4.9530038833618155 4.8932833224534971 4.5060995817184448 3.9697465896606472 2.5474148690700522 3.7252700328826931 14.166188806295393
leaf_count=213 20 22 35 22 21 20 20 82
internal_value=0.00119461 0.0726134 0.094194 0.0184364 -0.119647 0.118084 -0.130856 -0.129558
internal_weight=70.2577 44.1591 39.206 9.39938 26.0986 29.8067 21.8612 17.8915
internal_count=455 312 290 57 143 233 123 102
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=9
num_cat=0
split_feature=27 23 21 3 15 18 11 20
split_gain=53.3853 11.2902 8.08392 5.48 0.535663 0.335316 1.15603 0.0342706
threshold=0.11099999770522119 727.10000610351574 21.829999923706058 696.25000000000011 0.01790499966591597 0.01649000030010939 1.1635000109672549 14.984999656677248
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 5 -4 6 -1 -7
right_child=1 2 4 -5 -6 7 -8 -9
leaf_value=0.11542885901334864 0.055974813275630808 0.021090326811941715 -0.15826347489793571 -0.03578989629678761 -0.12099189426936269 0.11555582939561911 0.032519664626847126 0.12834218944231207
leaf_weight=6.3474667817354256 4.9719531238079062 4.246569067239764 4.7230959385633495 2.8424083143472663 21.003564789891243 17.218293324112896 2.2879494428634644 2.3867420256137839
leaf_count=57 30 22 24 13 124 152 18 15
internal_value=0.00121857 -0.0835849 -0.106735 0.0965596 -0.127834 0.109881 0.0934621 0.117112
internal_weight=66.028 34.9452 29.9732 31.0829 25.7267 28.2405 8.63542 19.605
internal_count=455 200 170 255 148 242 75 167
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=9
num_cat=0
split_feature=7 27 1 20 13 21 11 23
split_gain=47.4139 7.24237 7.6272 5.5241 2.23154 0.428153 0.23452 0.0956004
threshold=0.049294998869299896 0.15124999731779101 19.94999980926514 16.85000038146973 33.605001449584968 30.135000228881839 1.5669999718666079 906.89999389648449
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 7 -3
right_child=1 6 -4 -5 -6 -7 -8 -9
leaf_value=0.11364191252131402 0.089607322295486569 -0.14145640942314724 -0.10316654225445983 -0.020448827806294419 0.0084156296077352241 0.079879924998705346 -0.097491245809610355 -0.12371823477356055
leaf_weight=21.624324597418315 3.875478923320772 3.8836173266172471 4.363112598657608 4.4598670005798331 2.4739778488874427 4.5457532107830039 3.0306241363286963 13.96041092276573
leaf_count=213 21 20 24 19 16 32 19 91
internal_value=0.00121076 -0.0918769 -0.0124847 0.0830767 0.0991956 0.107777 -0.123211 -0.127579
internal_weight=62.2172 29.1132 8.23859 33.1039 28.6441 26.1701 20.8747 17.844
internal_count=455 175 45 280 261 245 130 111
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=11
num_cat=0
split_feature=27 22 21 13 7 26 1 13 27 21
split_gain=41.2533 10.012 12.3911 4.84151 1.90416 0.850755 1.27067 0.112069 0.0517034 0.00585099
threshold=0.11099999770522119 116.04999923706056 26.35000038146973 43.45000076293946 0.055919999256730087 0.21370000392198565 19.055000305175785 31.19999980926514 0.15504999458789828 24.810000419616703
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 -2 5 -4 7 -7 -1 -3 -10
right_child=1 8 4 -5 -6 6 -8 -9 9 -11
leaf_value=0.11231368428796398 0.10995172565761605 -0.13400882844857787 -0.040272560656257089 -0.035905759782046069 -0.13991550615665177 0.11644152199133434 0.012035442023434303 0.13613283326525877 -0.12478145026927555 -0.11991321370539604
leaf_weight=17.424223735928546 5.2187864780426043 3.8138755559921291 3.8595363348722458 2.672548070549964 3.8121005892753601 2.4907798916101447 2.1911293342709541 2.2278553918004027 3.1346579492092124 11.622354611754416
leaf_count=185 31 22 22 14 21 25 16 15 20 84
internal_value=0.00119381 -0.0766308 -0.00892064 0.0918557 -0.089786 0.105887 0.0675796 0.115014 -0.12363 -0.120947
internal_weight=58.4678 31.4613 12.8904 27.0065 7.67164 24.334 4.68191 19.6521 18.5709 14.757
internal_count=455 200 74 255 43 241 41 200 126 104
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=8
num_cat=0
split_feature=7 21 13 23 28 21 12
split_gain=36.1282 6.1098 4.93728 3.13393 1.18615 0.367246 0.0927187
threshold=0.052169999107718475 22.849999427795414 38.415000915527351 764.94998168945324 0.26884999871253973 33.189998626708991 2.3659999370574956
decision_type=2 2 2 2 2 2 2
left_child=2 -2 3 5 -3 -1 -6
right_child=1 4 -4 -5 6 -7 -8
leaf_value=0.11156927264140236 0.018244677773838331 -0.061482641972038558 -0.04331689318427788 0.021146000429628643 -0.13595143541927057 0.065044592660599837 -0.11766173611182913
leaf_weight=19.306157626211654 4.5577815920114544 4.1015371531248119 3.0872602686285964 5.2467944100499144 3.5159201398491886 1.8601096719503392 13.095497809350489
leaf_count=220 27 27 16 32 21 15 97
internal_value=0.00117454 -0.0865765 0.0763443 0.0903308 -0.109642 0.107481 -0.121533
internal_weight=54.7711 25.2707 29.5003 26.4131 20.713 21.1663 16.6114
internal_count=455 172 283 267 145 235 118
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=9
num_cat=0
split_feature=27 23 1 20 16 11 22 1
split_gain=32.3907 10.951 6.6769 5.47066 0.905398 0.606321 0.0467898 0.00468437
threshold=0.15124999731779101 953.70001220703136 21.125000000000004 14.484999656677248 0.063590001314878478 1.9459999799728396 117.79999923706056 18.735000610351566
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 6 -1 -2 -8
right_child=4 -3 3 -5 -6 -7 7 -9
leaf_value=0.1152450584494456 -0.13026789385117729 -0.08059197343790539 0.09361369730137567 -0.072657127436704036 -0.062210974343808914 0.052858711056472156 -0.12017462827650612 -0.11561444856821257
leaf_weight=19.588907487690456 3.5294163078069714 4.8931733965873709 3.6319204345345488 4.3475668504834175 3.309205785393714 1.6924364790320385 3.225051671266554 7.4707531929016113
leaf_count=217 22 27 35 23 24 19 24 64
internal_value=0.00115722 0.0578775 0.0810333 0.00302222 -0.109324 0.110284 -0.120284 -0.116989
internal_weight=51.6884 34.154 29.2608 7.97949 17.5344 21.2813 14.2252 10.6958
internal_count=455 321 294 58 134 236 110 88
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=9
num_cat=0
split_feature=27 22 21 10 21 13 27 21
split_gain=28.8232 8.19703 9.53819 4.85948 2.06319 0.731843 0.0295761 0.0057716
threshold=0.11099999770522119 116.04999923706056 27.654999732971195 0.52524998784065258 31.429999351501468 33.064998626708991 0.15504999458789828 24.810000419616703
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 -3 -8
right_child=1 6 -4 -5 -6 -7 7 -9
leaf_value=0.10520067715688151 0.083835243815874982 -0.12620777800881824 -0.09821780613136992 -0.082598738460923693 0.027545412942715793 0.16677763781238683 -0.11950978574372147 -0.11420510507026056
leaf_weight=14.773470409214505 5.8620089292526263 3.2236481904983512 5.6532216817140579 1.5870361328124989 3.3655000627040854 2.2201654985547057 2.6455594822764388 9.1273055598139745
leaf_count=202 39 22 35 11 27 15 20 84
internal_value=0.00117342 -0.0689962 -0.00554084 0.0859407 0.0990787 0.113246 -0.117721 -0.115397
internal_weight=48.4579 26.5117 11.5152 21.9462 20.3591 16.9936 14.9965 11.7729
internal_count=455 200 74 255 244 217 126 104
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=9
num_cat=0
split_feature=27 23 1 20 27 11 17 9
split_gain=25.4328 7.51854 5.32023 4.16464 1.5488 0.646616 0.0649051 0.0394689
threshold=0.14654999971389773 953.70001220703136 21.125000000000004 14.484999656677248 0.15720000118017199 1.9459999799728396 0.020440000109374527 0.072535000741481795
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -2 -1 7 -6
right_child=4 -3 3 -5 6 -7 -8 -9
leaf_value=0.11313175963318906 -0.035097284868069407 -0.069203710064242183 0.090541302780574859 -0.059616215320743876 -0.11376291962238877 0.044794124240300007 -0.098012066585644125 -0.12859316986489114
leaf_weight=16.169260334223519 3.0956168547272709 4.0652812719345084 3.3089218363165847 4.1808732524514198 8.7820360213518125 1.5142775550484646 2.2081483379006377 2.2554509937763205
leaf_count=214 24 22 35 22 85 19 19 15
internal_value=0.00113916 0.0569829 0.077361 0.00672198 -0.0987794 0.10728 -0.113662 -0.116793
internal_weight=45.5799 29.2386 25.1733 7.4898 16.3413 17.6835 13.2456 11.0375
internal_count=455 312 290 57 143 233 119 100
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=9
num_cat=0
split_feature=7 22 21 13 20 21 27 21
split_gain=22.4654 4.88988 7.67741 3.55862 3.2355 1.08248 0.0081543 0.00306568
threshold=0.049294998869299896 115.34999847412111 25.724999427795414 34.404998779296882 17.689999580383304 33.189998626708991 0.15504999458789828 24.810000419616703
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 -2 4 5 -1 -3 -8
right_child=1 6 -4 -5 -6 -7 7 -9
leaf_value=0.1055799456932794 0.099954701514373148 -0.11846168282166974 -0.10801523772511301 -0.0238142506589114 -0.054117353020535608 0.022554377320249539 -0.11555888242291357 -0.11136781719866806
leaf_weight=16.099999070167552 3.350603565573695 2.7445972114801398 3.7749122381210327 3.5176924988627425 1.5284370779991139 1.7400713637471188 2.251134015619753 7.7677566781640053
leaf_count=236 22 22 26 22 7 15 20 85
internal_value=0.00115514 -0.0765843 -0.0102223 0.0687138 0.0855186 0.0974819 -0.113632 -0.11231
internal_weight=42.7752 19.889 7.12552 22.8862 19.3685 17.8401 12.7635 10.0189
internal_count=455 175 48 280 258 251 127 105
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=8
num_cat=0
split_feature=27 23 10 21 21 13 2
split_gain=20.3101 6.43522 4.13633 3.81141 2.02862 0.722542 0.492422
threshold=0.11099999770522119 727.10000610351574 0.52524998784065258 22.340000152587894 31.429999351501468 33.064998626708991 91.040000915527358
decision_type=2 2 2 2 2 2 2
left_child=2 -2 4 -3 5 -1 -5
right_child=1 3 -4 6 -6 -7 -8
leaf_value=0.10167636081532455 0.056578611509079391 0.0084605243682746908 -0.079517468937775004 -0.14851441966353807 0.021767477671657938 0.16720645934241829 -0.10087526912804966
leaf_weight=11.398166976869112 3.7252304665744331 3.369800407439473 1.4908848702907551 2.6342170760035506 3.1171374544501296 1.9740069061517704 12.305721178650854
leaf_count=202 30 25 11 17 27 15 128
internal_value=0.00112478 -0.0632306 0.0799931 -0.0876065 0.0944153 0.11135 -0.109275
internal_weight=40.0152 22.035 17.9802 18.3097 16.4893 13.3722 14.9399
internal_count=455 200 255 170 244 217 145
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=9
num_cat=0
split_feature=27 23 1 20 16 28 9 11
split_gain=18.1807 6.20959 4.89323 3.39234 0.954159 0.773296 0.0289492 0.00229314
threshold=0.15124999731779101 953.70001220703136 21.125000000000004 14.484999656677248 0.063590001314878478 0.21395000070333484 0.072535000741481795 0.89469999074935924
decision_type=2 2 2 2 2 2 2 2
left_child=1 2 5 -4 6 -1 7 -2
right_child=4 -3 3 -5 -6 -7 -8 -9
leaf_value=0.02731731747967981 -0.11316161213888212 -0.064356206664230961 0.085428556875004669 -0.055912888699332343 -0.044052076895093002 0.11037323925110963 -0.12412440817018378 -0.10943773427151016
leaf_weight=1.2239233367145121 2.3900187313556653 4.0705639049410811 2.8694343380630007 4.1597957238554955 2.4968870580196372 13.33018748834729 1.9829074367880819 5.3670938760042191
leaf_count=21 26 27 35 23 24 215 15 69
internal_value=0.00109178 0.0489325 0.0702985 0.00178475 -0.0992033 0.103389 -0.113341 -0.110585
internal_weight=37.8908 25.6539 21.5833 7.02923 12.2369 14.5541 9.74002 7.75711
internal_count=455 321 294 58 134 236 110 95
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=10
num_cat=0
split_feature=26 23 21 13 21 15 21 22 1
split_gain=16.3454 8.18219 3.69149 3.32544 2.95099 0.537428 0.405309 0.141618 0.0163437
threshold=0.20820000022649768 736.29998779296886 21.140000343322757 43.45000076293946 29.055000305175785 0.01790499966591597 25.474999427795414 105.65000152587892 23.219999313354496
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 4 -3 7 6 -4 -2 8 -1
right_child=1 2 5 -5 -6 -7 -8 -9 -10
leaf_value=0.10551066614327345 0.12162945767728153 0.030424036496330371 -0.13983170828852221 -0.032314519028113962 -0.055438598393103437 -0.094180296566912847 0.054640117685401772 0.14484031088245755 0.11626085655316871
leaf_weight=8.3123687766492349 2.6761993616819408 2.3459717519581345 3.365437611937522 1.8911318629980076 1.7828022576868532 11.032179255038498 1.3632619827985761 1.1195851601660241 1.7041549794375885
leaf_count=178 39 18 26 10 14 130 15 8 17
internal_value=0.00109973 -0.0503893 -0.0858976 0.0902893 0.0517251 -0.104851 0.0990215 0.11111 0.10734
internal_weight=35.5931 22.5659 16.7436 13.0272 5.82226 14.3976 4.03946 11.1361 10.0165
internal_count=455 242 174 213 68 156 54 203 195
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=10
num_cat=0
split_feature=27 23 1 1 26 28 6 9 1
split_gain=14.8067 6.18169 3.36638 3.34722 2.98334 0.903768 0.0737938 0.0195429 0.00186685
threshold=0.15720000118017199 884.54998779296886 19.994999885559086 21.125000000000004 0.20820000022649768 0.21095000207424167 0.24519999325275424 0.072535000741481795 18.735000610351566
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -5 -1 7 8 -2
right_child=6 2 -4 4 -6 -7 -8 -9 -10
leaf_value=0.011048518859782572 -0.1113907611665077 0.025190879306938425 -0.12615465741659534 0.083978588864376466 -0.053968089120431606 0.10937261474472165 -0.087297075291603021 -0.12072248555956995 -0.10749557833196884
leaf_weight=1.0207044668495715 1.7537036873400191 3.0691308230161658 2.8201306909322739 2.9720672219991675 3.3180130533874035 11.112720184028147 1.522304870188236 1.740183103829622 4.1235538721084595
leaf_count=19 21 20 25 36 21 215 19 15 64
internal_value=0.00111164 0.0419026 -0.0472824 0.0704116 0.0112118 0.101101 -0.107397 -0.111414 -0.108658
internal_weight=33.4525 24.3128 5.88926 18.4235 6.29008 12.1334 9.13975 7.61744 5.87726
internal_count=455 336 45 291 57 234 119 100 85
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=9
num_cat=0
split_feature=7 22 21 13 14 24 25 1
split_gain=13.1621 3.30486 5.0448 2.69057 3.41763 1.47234 0.00311862 0.000886264
threshold=0.049294998869299896 115.34999847412111 25.724999427795414 34.404998779296882 0.0033439999679103498 0.13870000094175342 0.23165000230073932 18.82499980926514
decision_type=2 2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -6 -3 -8
right_child=1 6 -4 -5 5 -7 7 -9
leaf_value=-0.07815068110066424 0.091406578962309748 -0.11221710851147088 -0.1002181693500916 -0.023703016982306604 0.11374989793714679 0.035578567871806355 -0.10982085273889788 -0.10710146173051616
leaf_weight=1.266179047524935 2.6025255881249896 2.0427532531321031 2.9100448749959469 3.1483467407524577 9.5747157447040063 3.2196136377751818 1.571728892624378 5.046187873929739
leaf_count=12 22 23 26 22 188 58 21 83
internal_value=0.00108495 -0.0702765 -0.0097507 0.0598584 0.078569 0.0940786 -0.108802 -0.107747
internal_weight=31.3821 14.1732 5.51257 17.2089 14.0605 12.7943 8.66067 6.61792
internal_count=455 175 48 280 258 246 127 104
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=11
num_cat=0
split_feature=26 23 21 10 27 25 21 20 7 25
split_gain=11.756 6.54724 5.31555 3.64705 2.04203 1.7919 0.710452 0.949299 0.0731061 0.00215634
threshold=0.20820000022649768 953.70001220703136 27.430000305175785 0.52120000123977672 0.13269999623298648 0.40600000321865087 31.429999351501468 17.42499923706055 0.055919999256730087 0.23165000230073932
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 6 -4 -2 7 -1 -3 -10
right_child=1 8 4 -5 -6 -7 -8 -9 9 -11
leaf_value=0.10562643246728183 0.1100107035308136 -0.13263516320871058 0.0042101128736208478 -0.09597127182388511 -0.12488084999356137 -0.016800040246451223 0.049271418426333889 0.2181803825092169 -0.11083425152310228 -0.10674312935345204
leaf_weight=6.8569109812378901 3.9515632912516612 1.419189665466545 2.1799731180071831 1.0026924088597287 2.7983400598168373 1.5519308000802992 1.8742155879735944 0.84128292649984349 1.7037178725004194 5.28434794023633
leaf_count=179 59 9 18 8 29 13 22 4 21 93
internal_value=0.00105776 -0.0462052 0.00652183 0.085478 -0.0683527 0.0742513 0.104484 0.117927 -0.111943 -0.107741
internal_weight=29.4642 18.8891 10.4818 10.5751 4.97831 5.50349 9.57241 7.69819 8.40726 6.98807
internal_count=455 242 119 213 47 72 205 183 123 114
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=10
num_cat=0
split_feature=27 1 20 18 28 13 16 9 1
split_gain=10.5217 4.91169 4.72504 3.02561 0.352078 0.205028 0.105657 0.018167 0.00088376
threshold=0.15720000118017199 18.039999961853031 16.765000343322757 0.018819999881088737 0.3181499987840653 39.245000839233406 0.067315001040697112 0.073575001209974303 18.735000610351566
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 5 -1 7 8 -2
right_child=6 2 -4 -5 -6 -7 -8 -9 -10
leaf_value=0.10430624502123971 -0.1084137432522921 -0.015032601827058401 -0.085351349520186026 0.10081406287490496 0.041634719232587679 0.15454162337781996 -0.076126146601367822 -0.12040185778077379 -0.1055086732671342
leaf_weight=5.4322511088103118 1.5443909689784039 4.5487570427358133 4.2656047642230979 4.469843378290534 0.8048055563122033 0.95532131940126408 1.156474072486162 1.1574876271188257 3.2526486590504646
leaf_count=138 24 55 39 77 21 6 18 10 67
internal_value=0.00101181 0.0374052 0.00136766 0.0423839 0.103966 0.111819 -0.103785 -0.109157 -0.106444
internal_weight=27.5876 20.4766 13.2842 9.0186 7.19238 6.38757 7.111 5.95453 4.79704
internal_count=455 336 171 132 165 144 119 101 91
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=8
num_cat=0
split_feature=7 13 14 21 17 24 4
split_gain=9.50868 3.04572 2.42526 2.23724 0.86711 0.642517 0.0499317
threshold=0.055919999256730087 34.404998779296882 0.00409250007942319 21.140000343322757 0.022704999893903736 0.13870000094175342 0.11850000172853471
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -2 6 -4 -5
right_child=3 -3 5 4 -6 -7 -8
leaf_value=-0.030765949166533042 0.04065877867438214 -0.033457900509330049 0.10673572092520492 -0.10466809481152527 -0.019824991916449375 0.052312178129888302 -0.12804645259349143
leaf_weight=1.9384534507989908 1.4252155385911454 3.5068156458437434 7.4770701341330987 6.2115453816950303 1.313210181891918 3.0558141525834799 1.0711222775280473
leaf_count=28 15 28 177 117 18 62 10
internal_value=0.000983368 0.0488766 0.0720282 -0.0753801 -0.0946196 0.0909463 -0.108107
internal_weight=25.9992 15.9782 12.4713 10.0211 8.59588 10.5329 7.28267
internal_count=455 295 267 160 145 239 127
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=11
num_cat=0
split_feature=26 23 21 12 24 7 21 0 7 21
split_gain=8.7017 5.12442 4.37075 4.02855 1.71043 1.49001 0.708317 0.70166 0.052118 0.00126704
threshold=0.20820000022649768 953.70001220703136 27.430000305175785 4.0859999656677255 0.14164999872446063 0.068669997155666365 31.429999351501468 16.425000190734867 0.052169999107718475 24.810000419616703
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 6 -4 -2 7 -1 -3 -10
right_child=1 8 4 -5 -6 -7 -8 -9 9 -11
leaf_value=0.10487163561797377 0.10769292487969009 -0.12938236607099177 0.0013671343409252358 -0.12948605904927007 -0.12444151706061711 -0.016353640651418287 0.044084306543855672 0.2086952066528284 -0.10845756581868427 -0.10506504279358622
leaf_weight=5.6419632118195295 3.3607043586671335 1.1498309224843968 1.9899460822343824 0.8322871997952469 2.36494305357337 1.3602566346526144 1.6928139105439184 0.73582498729228962 1.5138550624251363 4.0356929898262024
leaf_count=182 61 7 17 6 30 11 22 3 23 93
internal_value=0.000941612 -0.0436675 0.00530004 0.0799855 -0.0669538 0.0719512 0.101587 0.11685 -0.110005 -0.10599
internal_weight=24.6781 15.7752 9.07585 8.90289 4.35489 4.72096 8.0706 6.37779 6.69938 5.54955
internal_count=455 242 119 213 47 72 207 185 123 116
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=11
num_cat=0
split_feature=27 1 15 7 6 28 13 6 22 21
split_gain=7.64584 3.89607 3.62158 4.30885 2.84169 0.381325 0.13448 0.10961 0.00871339 0.000429631
threshold=0.15720000118017199 18.039999961853031 0.01766999997198582 0.02021999936550856 0.088295001536607756 0.32154999673366552 42.13499832153321 0.25474999845027929 110.50000000000001 25.214999198913578
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -4 6 -1 8 -2 -10
right_child=7 2 4 -5 -6 -7 -8 -9 9 -11
leaf_value=0.10266008745609859 -0.11481934381491266 0.10508254643643894 0.12554931993256171 -0.10594476075073067 -0.010102212886768911 0.028002681324233919 0.14824559332160414 -0.068832119884533235 -0.10637531927469279 -0.10396638905688954
leaf_weight=4.4076563082635465 1.1054682880640019 1.2483229655772428 2.8743656016886234 4.3022050466388464 3.3372732643038034 0.64853615500032891 0.7585192173719405 0.89280980825424183 1.0436365157365801 2.5478160344064236
leaf_count=141 12 36 48 40 47 19 5 16 21 70
internal_value=0.000921689 0.0333188 0.000216089 -0.0584844 0.052669 0.10028 0.109353 -0.100951 -0.107056 -0.104666
internal_weight=23.1666 17.5769 11.7622 5.55053 6.21164 5.81471 5.16618 5.58973 4.69692 3.59145
internal_count=455 336 171 76 95 165 146 119 103 91
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=11
num_cat=0
split_feature=26 23 21 10 7 7 21 0 7 21
split_gain=6.82996 4.38727 3.48318 3.37147 1.57482 1.44383 0.638382 0.343986 0.0316619 0.00074609
threshold=0.20820000022649768 953.70001220703136 27.430000305175785 0.58080002665519725 0.043829999864101417 0.073519997298717513 31.429999351501468 16.425000190734867 0.052169999107718475 24.810000419616703
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 6 -4 -2 7 -1 -3 -10
right_child=1 8 4 -5 -6 -7 -8 -9 9 -11
leaf_value=0.10400811104670392 0.10537698575813691 -0.12454397151162351 0.0060821641952853228 -0.11578865465401469 -0.11865960766226778 -0.025601768741425418 0.041670550467925886 0.17808583292369962 -0.10709437637083691 -0.10427009571265895
leaf_weight=4.7690551001578596 3.0484039802104217 1.0126127898693074 1.8950373046100137 0.82685420662164677 2.172082306817174 1.1625919155776498 1.5832574553787706 0.72171592712402333 1.28998252376914 3.4023957308381796
leaf_count=183 63 7 17 5 30 9 22 3 23 93
internal_value=0.000959814 -0.0410337 0.00546679 0.0752805 -0.0605373 0.0692157 0.0976138 0.113745 -0.108507 -0.105047
internal_weight=21.884 13.9831 8.27812 7.90088 4.06712 4.211 7.07403 5.49077 5.70499 4.69238
internal_count=455 242 119 213 47 72 208 186 123 116
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=9
num_cat=0
split_feature=23 26 28 24 21 21 7 12
split_gain=6.20692 3.57898 2.59147 1.5328 1.99689 1.41699 0.438622 0.0409574
threshold=736.29998779296886 0.20820000022649768 0.20075000077486041 0.13785000145435336 31.939999580383304 22.340000152587894 0.043194999918341644 3.3984999656677251
decision_type=2 2 2 2 2 2 2 2
left_child=2 -2 -1 7 -5 -3 -7 -4
right_child=1 5 3 4 -6 6 -8 -9
leaf_value=-0.11461773614504006 0.068512659955209984 0.0021684481113699748 0.1061220723586499 0.075309945444863358 -0.10119916311665328 -0.048923799896370218 -0.10833924056049238 0.12988454436653532
leaf_weight=0.7610661312937762 2.118928709998726 1.8646362461149673 4.5394240319728834 2.0755923092365269 0.92729123681783665 1.5858852118253706 5.7380739003419876 0.86329882219433773
leaf_count=14 27 26 161 60 10 12 136 9
internal_value=0.00093156 -0.0486428 0.0620838 0.0780829 0.0208039 -0.0756593 -0.0954738 0.109919
internal_weight=20.4742 11.3075 9.16667 8.40561 3.00288 9.1886 7.32396 5.40272
internal_count=455 201 254 240 70 174 148 170
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=11
num_cat=0
split_feature=27 1 20 28 17 7 13 3 20 21
split_gain=5.63609 3.09307 3.64608 2.46254 0.733918 0.128611 0.0507594 0.00547877 0.00543688 0.000585903
threshold=0.15720000118017199 16.675000190734867 16.765000343322757 0.21095000207424167 0.009808000177145006 0.068669997155666365 42.13499832153321 656.65002441406261 16.979999542236332 24.224999427795414
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -4 -2 8 -7 -1 -9
right_child=5 2 4 -5 -6 7 -8 9 -10 -11
leaf_value=0.10284581184164465 -0.057177492766895037 -0.14512267781636587 -0.12609682926404261 0.058187982897311669 -0.033403930249457321 -0.11347706990231488 0.135798047779318 -0.10609579488920853 0.11307849017563201 -0.10302351094717516
leaf_weight=2.2658605640754139 0.63531230948865314 0.64856103621423056 1.7863228227943184 7.3159911883994937 1.6369549147784708 0.74990919604897532 0.66428004205226887 0.87699217721819911 0.67360767722129811 2.1242999508976936
leaf_count=109 14 8 16 166 25 11 5 18 7 76
internal_value=0.000915629 0.0300878 0.00453567 0.0416322 -0.0817726 -0.0987848 0.110833 -0.105832 0.105191 -0.103921
internal_weight=19.3781 14.9916 11.3878 7.96455 3.42328 4.38651 3.60375 3.7512 2.93947 3.00129
internal_count=455 336 215 174 41 119 121 105 116 94
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=11
num_cat=0
split_feature=26 23 12 21 15 28 24 13 7 21
split_gain=5.01799 3.31078 3.04552 2.87076 1.61051 0.809619 0.321407 0.196391 0.014863 0.000438504
threshold=0.20820000022649768 953.70001220703136 4.116999864578248 25.724999427795414 0.019474999979138378 0.32320000231266027 0.13125000149011615 45.45000076293946 0.052169999107718475 24.810000419616703
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 6 -5 7 -2 -1 -3 -10
right_child=1 8 -4 4 -6 -7 -8 -9 9 -11
leaf_value=0.09688581992583073 0.11389927421489879 -0.1187387390323149 -0.13960618916502882 -0.13661329048612483 -0.0062188204478195418 -0.020227877575694601 0.043115356574416827 0.15943057612518591 -0.10565132994353442 -0.10321786834803784
leaf_weight=4.9405769314616945 1.5912588750943526 0.8322380632162093 0.63024416752159584 1.3575314823538063 3.1337908990681171 0.58785380981862534 1.0747472774237392 0.55882873386144627 1.03896308131516 2.5776980631053448
leaf_count=190 30 7 4 10 50 16 29 3 23 93
internal_value=0.000866308 -0.0389459 0.0696522 0.00316263 -0.0456314 0.0913178 0.0853641 0.103241 -0.10669 -0.103917
internal_weight=18.3237 11.6062 6.7175 7.15733 4.49132 6.08726 2.66601 5.49941 4.4489 3.61666
internal_count=455 242 213 119 60 209 59 193 123 116
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=11
num_cat=0
split_feature=27 1 20 5 12 23 0 7 0 21
split_gain=4.62059 2.57272 3.13463 1.95761 1.8426 0.609426 0.184217 0.137794 0.00561105 0.00030411
threshold=0.15720000118017199 19.94999980926514 14.484999656677248 0.067345000803470625 4.116999864578248 953.70001220703136 11.315000057220461 0.068669997155666365 13.375000000000002 24.555000305175785
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 4 6 -4 5 -1 -3 -2 -9 -10
right_child=7 2 3 -5 -6 -7 -8 8 9 -11
leaf_value=0.10172320751477815 -0.052537643768935022 0.046887264492421872 -0.15819093053882569 -0.017815481384458088 -0.099397778808797854 0.024039997840193908 0.10876411865265789 -0.11411633518346587 -0.10491908634813339 -0.10253922397885472
leaf_weight=5.0902052670717257 0.58849858865141813 0.76359533052891526 1.4584929458796976 3.1156667079776525 0.58335640653967846 1.2598131224513052 1.3007338186725972 0.57836517691612277 0.75618472136557136 1.8519556690007446
leaf_count=215 14 20 10 44 8 10 29 7 19 79
internal_value=0.000863939 0.0280833 -0.0164121 -0.0625749 0.0706862 0.0863112 0.0858759 -0.0969947 -0.105205 -0.103229
internal_weight=17.3469 13.5719 6.63849 4.57416 6.93337 6.35002 2.06433 3.775 3.18651 2.60814
internal_count=455 336 103 54 233 225 49 119 105 98
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=8
num_cat=0
split_feature=7 13 14 21 24 17 22
split_gain=4.12541 1.90307 1.80851 1.32576 0.867218 0.0639639 0.0108062
threshold=0.055919999256730087 34.404998779296882 0.0034499999601393942 23.795000076293949 0.13870000094175342 0.018714999780058864 104.79999923706056
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -2 -4 6 -5
right_child=3 -3 4 5 -6 -7 -8
leaf_value=-0.072375897058230762 0.0021250026655378917 -0.032245258788026386 0.10400294538723161 -0.11790314969521623 0.028205953056763912 -0.07281884436142784 -0.10368729162498687
leaf_weight=0.87705607153475451 1.8466339018195856 2.8659320268779993 4.7635936476290226 0.67809032276272851 2.2096566166728735 0.67471478506922711 2.5290400926023722
leaf_count=14 32 28 190 7 63 23 98
internal_value=0.000880322 0.0375004 0.0629626 -0.0676246 0.0799847 -0.100805 -0.106693
internal_weight=16.4447 10.7162 7.85031 5.72848 6.97325 3.88185 3.20713
internal_count=455 295 267 160 253 128 105
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=9
num_cat=0
split_feature=23 24 12 21 24 21 28 27
split_gain=3.82621 2.46286 1.93289 1.85105 1.27583 1.82336 0.42395 0.0171135
threshold=736.29998779296886 0.10804999992251398 4.116999864578248 20.224999427795414 0.13785000145435336 32.310001373291023 0.24344999343156817 0.1251500025391579
decision_type=2 2 2 2 2 2 2 2
left_child=2 -2 4 -3 7 -6 -5 -1
right_child=1 3 -4 6 5 -7 -8 -9
leaf_value=0.10420483678287842 0.078224675110217828 0.050319854853743178 -0.1085631497474972 -0.0048576282079888069 0.071024636094422375 -0.11846709589570144 -0.097056669686572367 0.12117511599225717
leaf_weight=3.2251950865611447 1.3896606862544993 1.1331591010093687 0.65183263644576062 0.54770537093281735 1.7333043534308674 0.71821261197328556 5.5769799565896392 0.72845768555998791
leaf_count=171 19 23 5 11 63 7 148 8
internal_value=0.000852757 -0.0437372 0.0554923 -0.0670892 0.0721877 0.0155099 -0.0888117 0.107332
internal_weight=15.7045 8.64751 7.057 7.25784 6.40517 2.45152 6.12469 3.95365
internal_count=455 201 254 182 249 70 159 179
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=10
num_cat=0
split_feature=26 23 21 10 27 28 21 7 21
split_gain=3.528 2.588 2.26196 2.20876 1.02849 0.638313 0.150976 0.00916471 0.000358427
threshold=0.20820000022649768 953.70001220703136 31.939999580383304 0.63920000195503246 0.15644999593496325 0.32320000231266027 31.429999351501468 0.052169999107718475 23.07499980926514
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 2 4 5 -2 6 -1 -3 -9
right_child=1 7 -4 -5 -6 -7 -8 8 -10
leaf_value=0.11161472121828631 0.06252743113757124 -0.11578273768204157 -0.10701550968114273 -0.1141770777978422 -0.048657372352944497 -0.017871010947584497 0.067931277415447383 -0.10521054363000343 -0.10245434711752677
leaf_weight=3.2250774241983899 3.5921316221356374 0.72185335308313403 1.4282351676374672 0.6070585399866103 1.0827417504042385 0.5060970690101384 1.0483619943261144 0.61180154420435462 2.0622253296896815
leaf_count=173 81 7 20 3 18 16 21 14 102
internal_value=0.000851566 -0.0358091 0.00312629 0.0655008 0.0367761 0.088322 0.100898 -0.105784 -0.103085
internal_weight=14.8856 9.49899 6.10311 5.3866 4.67487 4.77954 4.27344 3.39588 2.67403
internal_count=455 242 119 213 99 210 194 123 116
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=10
num_cat=0
split_feature=20 24 22 5 28 28 4 2 10
split_gain=3.21856 2.47772 1.9631 1.83237 0.989552 0.710381 0.554497 0.191798 0.0118422
threshold=14.484999656677248 0.13590000569820407 127.75000000000001 0.06061499938368798 0.20075000077486041 0.26884999871253973 0.10900000110268594 82.549999237060561 0.59839999675750744
decision_type=2 2 2 2 2 2 2 2 2
left_child=4 2 3 -2 -1 -3 8 -7 -6
right_child=1 5 -4 -5 6 7 -8 -9 -10
leaf_value=-0.067793362821309266 -0.080265247602111234 0.0070222236295913168 -0.10795718379027873 0.069450569062425499 0.10379084936305752 -0.16502632508202497 0.0088238388207176523 -0.10190570414784378 0.12159955724464838
leaf_weight=0.45276100747287351 1.0444300742819885 0.57586712297052178 1.1612850008532403 3.7620682641863823 2.7622399833053359 0.59251530468463931 0.71587663237005461 2.5669019594788551 0.43175992369651783
leaf_count=12 22 16 39 66 169 4 24 100 3
internal_value=0.000823152 -0.0312521 0.0087264 0.036918 0.0721627 -0.0951249 0.0883695 -0.113743 0.106198
internal_weight=14.0657 9.70307 5.96778 4.8065 4.36264 3.73528 3.90988 3.15942 3.194
internal_count=455 247 127 88 208 120 196 104 172
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=11
num_cat=0
split_feature=22 21 4 9 5 24 21 7 16 27
split_gain=2.88086 1.63472 1.91831 2.02931 1.42597 0.431792 0.234171 0.00892599 0.0057766 0.000107363
threshold=120.35000228881837 23.264999389648441 0.090330000966787352 0.055895000696182258 0.059495000168681152 0.14870000630617144 23.039999961853031 0.055919999256730087 0.14365000277757647 0.15124999731779101
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 -3 -4 8 -2 -8 -1 -9
right_child=6 2 4 -5 -6 -7 7 9 -10 -11
leaf_value=0.10313345188107569 -0.038699770658247368 -0.050847174090563552 -0.17141075738388759 0.11335526023812824 -0.017971731197030352 0.0034442867711403017 -0.11842751743369931 -0.10347794188499709 0.11725263880744924 -0.10160589280804284
leaf_weight=2.1274190479889503 0.70438538491726044 1.1478512072935703 0.73375245556235302 2.1860046964138746 3.4699148912914097 0.50373242143541563 0.41214645281434092 0.39903206564486016 0.33546223491430271 1.3190000429749487
leaf_count=140 15 11 5 64 92 18 5 14 3 88
internal_value=0.000779339 0.024921 0.000172033 0.0568201 -0.0447546 0.0878028 -0.0886832 -0.105211 0.105057 -0.102041
internal_weight=13.3387 10.5041 7.53752 3.33386 4.20367 2.96661 2.83456 2.13018 2.46288 1.71803
internal_count=455 333 172 75 97 161 122 107 143 102
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=11
num_cat=0
split_feature=26 23 21 10 7 28 5 0 7 21
split_gain=2.85612 1.98134 1.73569 1.66561 1.14805 0.548563 0.281694 0.258024 0.00557558 0.000187824
threshold=0.20820000022649768 953.70001220703136 25.724999427795414 0.63920000195503246 0.043829999864101417 0.32320000231266027 0.16470000147819522 17.215000152587894 0.052169999107718475 23.07499980926514
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 5 -4 7 -2 -1 -3 -10
right_child=1 8 4 -5 -6 -7 -8 -9 9 -11
leaf_value=0.10848092282925773 0.10700797125814238 -0.11311507268092301 0.017537248838154128 -0.097106129596531116 -0.095679934028950017 -0.017688087773693788 0.023468493190733838 0.018868045429631573 -0.1041111487925775 -0.10187363348363745
leaf_weight=3.2167551349848522 1.2220707996748368 0.63745888322591815 1.7504353728145363 0.56371083855628956 1.8340898463502524 0.44945465493947256 0.60270860791206349 0.35696163773536671 0.49369269795715842 1.5625858604907987
leaf_count=192 48 7 25 3 35 16 11 2 14 102
internal_value=0.000822601 -0.0348713 2.37008e-05 0.0638782 -0.0403925 0.0864347 0.0794156 0.0995299 -0.104944 -0.102411
internal_weight=12.6899 8.10304 5.4093 4.58688 3.58453 4.02317 1.82478 3.57372 2.69374 2.05628
internal_count=455 242 119 213 60 210 59 194 123 116
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=10
num_cat=0
split_feature=26 22 10 24 9 13 28 0 15
split_gain=2.49589 1.83657 1.4447 1.00674 1.63414 0.671438 0.51384 0.263018 0.13449
threshold=0.20820000022649768 91.540000915527358 0.63920000195503246 0.13534999638795855 0.0566799994558096 19.399999618530277 0.32320000231266027 17.215000152587894 0.030105000361800197
decision_type=2 2 2 2 2 2 2 2 2
left_child=2 8 6 4 -3 -5 7 -1 -2
right_child=1 3 -4 5 -6 -7 -8 -9 -10
leaf_value=0.10789053071423285 0.040542481218019871 -0.10943444118827589 -0.087904220014650369 0.024436271920779587 0.039789379392033052 -0.11170008943554091 -0.01587593830862951 0.016976678760991033 0.10770137329645438
leaf_weight=2.9257631124928603 0.52103950921446063 1.1579369371756913 0.56061045825481404 0.41570528410375152 2.0038076951168478 2.819587423466146 0.45061744470149268 0.35705234110355366 0.69715096615254879
leaf_count=192 16 28 3 10 51 113 16 2 24
internal_value=0.000816192 -0.0335603 0.0617809 -0.0549907 -0.0148614 -0.0942078 0.0842575 0.0980024 0.0789764
internal_weight=11.9093 7.61523 4.29404 6.39704 3.16174 3.23529 3.73343 3.28282 1.21819
internal_count=455 242 213 202 79 123 210 194 40
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=11
num_cat=0
split_feature=27 1 15 7 7 6 13 0 22 1
split_gain=2.23412 1.6513 1.6992 1.6958 1.38532 0.126127 0.0160133 0.00149782 0.00064429 4.4254e-05
threshold=0.15720000118017199 16.675000190734867 0.01766999997198582 0.02021999936550856 0.040294999256730087 0.28019998967647558 49.649999618530281 13.144999980926515 105.65000152587892 18.735000610351566
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -4 7 8 -2 -1 -9
right_child=5 2 4 -5 -6 -7 -8 9 -10 -11
leaf_value=0.10119357614058055 -0.10849768123746135 0.10216254028830062 0.11600670195309543 -0.078526929182311758 -0.0071383969671657962 -0.03514310174828502 0.12787596863189973 -0.10257657928237499 0.10540512696236359 -0.10134170568038164
leaf_weight=0.91780670359730521 0.43774414528161409 0.62703910795971785 1.6720066987909379 3.0260104625485837 2.0137275015003979 0.31974952667951573 0.30773688107728947 0.43152140732854583 0.60116922948509455 0.88618247583508492
leaf_count=104 8 52 56 57 50 13 2 23 15 75
internal_value=0.000784468 0.0219978 0.000821089 -0.0475119 0.0487255 -0.092908 0.107075 -0.10343 0.10286 -0.101746
internal_weight=11.2407 9.1655 7.33878 3.65305 3.68573 2.0752 1.82671 1.75545 1.51898 1.3177
internal_count=455 336 215 109 106 119 121 106 119 98
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=9
num_cat=0
split_feature=23 24 21 28 24 22 8 12
split_gain=2.09771 1.5887 1.02791 1.00271 0.890586 1.07642 0.464106 0.00467552
threshold=736.29998779296886 0.10804999992251398 20.224999427795414 0.20075000077486041 0.13785000145435336 86.944999694824233 0.15579999983310702 3.3984999656677251
decision_type=2 2 2 2 2 2 2 2
left_child=3 -2 -3 -1 7 -6 -4 -5
right_child=1 2 6 4 5 -7 -8 -9
leaf_value=-0.075707161810021281 0.07365897198643194 0.047351598795972283 0.012623040809541254 0.10388736255388918 0.10432420899785473 -0.051654168007098072 -0.094402725414693911 0.11456642873299375
leaf_weight=0.56175475800409902 1.0263826400041578 0.71486508427187789 0.4556003427132963 1.8980127586983147 0.76054485701024521 1.0578138744458554 3.6606781780719757 0.5229374668560921
leaf_count=14 19 23 14 161 45 25 145 9
internal_value=0.000834056 -0.0393297 -0.0633343 0.0498357 0.0664715 0.0135852 -0.0825568 0.106194
internal_weight=10.6586 5.85753 4.83114 4.80106 4.23931 1.81836 4.11628 2.42095
internal_count=455 201 182 254 240 70 159 170
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=10
num_cat=0
split_feature=26 23 21 13 29 23 7 1 21
split_gain=1.89044 1.54639 1.30985 1.20543 0.786626 0.0044592 0.0024075 0.000349935 8.10368e-05
threshold=0.20820000022649768 953.70001220703136 31.939999580383304 43.45000076293946 0.071644999086856856 836.75000000000011 0.052169999107718475 23.395000457763675 23.07499980926514
decision_type=2 2 2 2 2 2 2 2 2
left_child=3 2 4 5 -2 7 -3 -1 -8
right_child=1 6 -4 -5 -6 -7 8 -9 -10
leaf_value=0.10132357806846251 -0.060601948100617864 -0.10990936115036665 -0.093309304722690972 -0.015553043449822191 0.057802646916810044 0.11716836361416959 -0.10319886335286546 0.10443152499094155 -0.10151126009920119
leaf_weight=1.5739794201217603 0.71300802193582091 0.50287371873855624 1.0977278249338267 1.3643861673772333 2.6333598699420691 0.21532666590064753 0.37851588148623694 0.47059105988591898 1.146052573341876
leaf_count=182 7 7 20 10 92 4 14 17 102
internal_value=0.000846091 -0.031537 0.00148 0.0586695 0.0325743 0.10348 -0.103909 0.102039 -0.10193
internal_weight=10.0958 6.47154 4.4441 3.62428 3.34637 2.2599 2.02744 2.04457 1.52457
internal_count=455 242 119 213 99 203 123 199 116
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=11
num_cat=0
split_feature=27 1 15 6 7 17 29 0 6 21
split_gain=1.75959 1.33141 1.39487 1.24901 1.12194 0.118495 0.0102976 0.00101312 0.000567742 4.55028e-05
threshold=0.15720000118017199 16.675000190734867 0.01766999997198582 0.023729999549686912 0.040294999256730087 0.023525000549852852 0.059729998931288726 13.144999980926515 0.11894999817013742 24.224999427795414
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -4 7 -1 -2 -8 -9
right_child=5 2 4 -5 -6 -7 8 9 -10 -11
leaf_value=0.1284697092764312 -0.10752964951686035 0.10320940246046616 0.11460229691876184 -0.072023771068525491 -0.0045001736812056948 -0.031367281961996021 0.10207920443407584 -0.10258752219694599 0.10763436987940933 -0.10111962018660668
leaf_weight=0.18128550285473455 0.38826449960470188 0.4782675965689126 1.4025719370692971 2.7203377960249782 1.8136064796708522 0.27408044040203083 1.0773757505230603 0.29568262677639701 0.22185929864644993 0.73888537287712097
leaf_count=2 8 44 56 65 50 14 114 15 5 82
internal_value=0.000808982 0.020665 0.000936765 -0.0458222 0.0474403 -0.0915759 0.106143 -0.103174 0.103028 -0.101539
internal_weight=9.59222 7.8953 6.41478 3.19861 3.21618 1.69691 1.48052 1.42283 1.29924 1.03457
internal_count=455 336 215 109 106 119 121 105 119 97
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=10
num_cat=0
split_feature=22 28 15 16 20 7 7 21 27
split_gain=1.60558 1.25099 1.18095 1.60157 0.894354 0.820935 0.00237888 4.54682e-05 6.71439e-06
threshold=127.75000000000001 0.32064999639987951 0.012035000137984754 0.012509999796748163 14.820000171661379 0.043194999918341644 0.058264998719096191 24.224999427795414 0.15720000118017199
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 -4 -2 -8 -9
right_child=6 4 5 -5 -6 -7 7 8 -10
leaf_value=0.10839617255194488 -0.11208387114047665 0.057891553824639265 0.10563361994569219 -0.095965860365739203 -0.10560313690547579 0.019258444078995084 -0.10249305162945799 -0.10153325676005767 -0.10082485937293567
leaf_weight=0.562947547296062 0.26498961634933937 0.46573572978377331 2.3918682846706361 1.202915398404002 1.1881181602366266 2.0378298759460449 0.28631565393879987 0.17828281223773956 0.53624054789543152
leaf_count=59 6 29 146 28 36 53 15 13 70
internal_value=0.000852244 0.0177061 0.0383322 -0.0308164 -0.059562 0.0658977 -0.103659 -0.101428 -0.101002
internal_weight=9.11524 7.84941 6.19556 1.76586 1.65385 4.4297 1.26583 1.00084 0.714523
internal_count=455 351 286 87 65 199 104 98 83
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=11
num_cat=0
split_feature=26 23 21 13 7 25 0 7 1 27
split_gain=1.45458 1.2117 1.07684 1.04782 0.672759 0.182438 0.0032853 0.00124353 0.000236293 4.25715e-05
threshold=0.20820000022649768 953.70001220703136 25.724999427795414 43.45000076293946 0.043829999864101417 0.38414999842643743 15.569999694824221 0.052169999107718475 23.395000457763675 0.14350000023841861
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 6 -4 -2 8 -3 -1 -9
right_child=1 7 4 -5 -6 -7 -8 9 -10 -11
leaf_value=0.10113896792496552 0.10387852119474102 -0.1078947270153504 0.01444242921932126 -0.016156700671148119 -0.085589930548965631 0.023210013875652663 0.11574637559620263 -0.10276477054363427 0.10393992015520413 -0.10124524605193815
leaf_weight=1.2764217918738725 0.82886381540447496 0.41600875183939923 1.3422417598776522 1.2169047258794305 1.3470640862360594 0.42364861024543643 0.1879037171602248 0.22849323879927375 0.39420841028913844 0.95492057828232646
leaf_count=183 48 7 25 10 35 11 3 10 17 106
internal_value=0.000828017 -0.0297809 6.126e-06 0.0559784 -0.0356634 0.0765933 0.10321 -0.103192 0.1018 -0.101539
internal_weight=8.61668 5.54124 3.94182 3.07544 2.68931 1.25251 1.85853 1.59942 1.67063 1.18341
internal_count=455 242 119 213 60 59 203 123 200 116
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=10
num_cat=0
split_feature=22 28 5 6 20 26 7 21 27
split_gain=1.31371 1.00752 1.08145 1.16261 0.750302 0.716062 0.00172362 2.48698e-05 3.65976e-06
threshold=127.75000000000001 0.32064999639987951 0.06061499938368798 0.023729999549686912 14.820000171661379 0.22985000163316729 0.058264998719096191 24.224999427795414 0.15720000118017199
decision_type=2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 -3 -4 -2 -8 -9
right_child=6 4 5 -5 -6 -7 7 8 -10
leaf_value=0.10233717189265622 -0.11091240845201994 0.05432412043602064 0.11033779646274609 -0.093422280899030541 -0.10376043455877429 0.026135577941678381 -0.10203515685869535 -0.1012517486254388 -0.10067434256539456
leaf_weight=0.42443882091902185 0.23297884035855509 0.42325430130586017 1.7528064930811522 1.0636680170428006 1.0329403760842977 2.3830731967464089 0.23558272328227758 0.14630928169935942 0.43956182524561882
leaf_count=64 6 29 112 30 36 80 15 13 70
internal_value=0.000813723 0.0163222 0.0355174 -0.0375876 -0.0578119 0.0618209 -0.103321 -0.101167 -0.100819
internal_weight=8.13461 7.08018 5.62399 1.48811 1.45619 4.13588 1.05443 0.821454 0.585871
internal_count=455 351 286 94 65 192 104 98 83
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=11
num_cat=0
split_feature=7 15 1 19 9 24 21 11 26 9
split_gain=1.19807 1.14525 1.45211 0.670801 0.473861 0.411735 0.337303 0.11344 0.0807473 0.00429599
threshold=0.055919999256730087 0.017485000193119053 18.085000038146976 0.010964999906718733 0.055895000696182258 0.14870000630617144 18.380000114440922 1.0784999728202822 0.28024999797344213 0.053100001066923148
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=1 2 9 6 -4 7 -2 -3 -8 -1
right_child=3 5 4 -5 -6 -7 8 -9 -10 -11
leaf_value=0.12020114732256404 0.031756472775569144 0.054186037628099919 -0.11254531818156266 0.07059468810258232 -0.018459498278538034 -0.011208097963739264 -0.039672844605089179 0.11262592390982172 -0.10425342853223002 0.10137917716340242
leaf_weight=0.15042170998640392 0.23355072177946601 0.42875902680680189 0.84832027647644315 0.34101879689842451 1.4507678847294299 0.40831395518034685 0.22143849544227112 1.4743100353516636 1.5405054143629966 0.62560170167125762
leaf_count=3 10 42 12 8 58 17 15 64 127 99
internal_value=0.000783837 0.0267244 -0.0132519 -0.0590184 -0.0531754 0.0799097 -0.0811685 0.0994595 -0.096137 0.105028
internal_weight=7.72301 5.38649 3.07511 2.33651 2.29909 2.31138 1.99549 1.90307 1.76194 0.776023
internal_count=455 295 172 160 70 123 152 106 142 102
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=11
num_cat=0
split_feature=22 27 5 26 4 10 6 0 21 11
split_gain=1.10728 1.09376 1.02501 0.757196 0.434094 0.0441402 0.000576882 0.000462571 7.22208e-05 6.36269e-06
threshold=85.075000762939467 0.15124999731779101 0.06061499938368798 0.22985000163316729 0.089189998805522933 0.25784999132156378 0.22680000215768817 13.144999980926515 31.840000152587894 1.9459999799728396
decision_type=2 2 2 2 2 2 2 2 2 2
left_child=6 2 4 -4 -2 -3 8 -7 9 -1
right_child=1 5 3 -5 -6 7 -8 -9 -10 -11
leaf_value=0.10057312522090045 -0.018018112179560928 -0.046200931642967312 0.087789869927797998 -0.0034011746278362954 -0.13615029558217967 -0.10578209922943656 0.10765498862561969 -0.1011943358808915 0.10301195807727465 0.10132791180414813
leaf_weight=0.39616793626919378 0.68884196411818244 0.15924171777442087 1.5108097137417646 2.2917876662686467 0.56718920101411641 0.29573600552976109 0.18165506049990654 0.85562544735148549 0.19806952821090817 0.15553011861629784
leaf_count=92 40 12 81 73 6 8 3 112 11 17
internal_value=0.000759146 -0.0141337 0.00695928 0.0328299 -0.0713634 -0.0955477 0.102599 -0.102373 0.101374 0.100786
internal_weight=7.30065 6.36923 5.05863 3.8026 1.25603 1.3106 0.931423 1.15136 0.749768 0.551698
internal_count=455 332 200 154 46 132 123 120 120 109
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_21=66
Column_7=40
Column_27=39
Column_23=30
Column_1=27
Column_13=26
Column_20=25
Column_22=24
Column_26=17
Column_28=17
Column_24=14
Column_0=11
Column_6=10
Column_10=10
Column_11=10
Column_15=10
Column_9=8
Column_12=7
Column_5=6
Column_16=6
Column_17=5
Column_4=4
Column_25=4
Column_14=3
Column_2=2
Column_3=2
Column_18=2
Column_29=2
Column_8=1
Column_19=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 6]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[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
