tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=52
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 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52
feature_infos=[-6.4327485380117011:11.091424521615867] [-5.9461102106969204:15.221579961464361] [-6.3188831741366585:25.03457814661132] [-7.1376547705753861:29.512893982808009] [-10.253456221198165:29.885057471264354] [-12.765957446808518:30.071942446043167] [-13.780551222048876:44.366197183098599] [0:5.370452373085894] [0:3.3016139040271328] [0.10009586842687351:3.1288957782543898] [-4.501211486638268:9.8209413276760582] [-5.9917709790165308:19.398595460623369] [-3.3948197202429142:8.7211546515251204] [-3.1766289357520625:9.4482206861217097] [-5.1488143397875996:14.536399117971966] [-2.6085325106500084:7.5423030390542944] [-3.3948197202429151:8.7211546515251293] [0:1] [3.0754387709780673:99.185764006526185] [-29.206730821759777:78.651229944875524] [0:1] [0:1] [0.49130853666579516:36.130144951717455] [-0.48265591712541839:1.561193466098334] [0:1] [0:28.551639326527706] [0.088928959489710108:5.9258190224943306] [0:1] [-3423.2456149134096:1085116.0291766948] [9.2234971753231427:100] [0:100] [0:1] [0:1] [0:1] [0:1] [-5.9461102106969204:15.221579961464361] [-6.3188831741366585:25.03457814661132] [-7.1376547705753861:29.512893982808009] [0:1] [0:1] [0.079681274900398613:1] [-13.043478260869556:10.973451327433615] [1.8:8345.3999999999996] [0:27.504143188597947] [0:23] [0:1] [0:1] [0:1] [1:15.372] [0:1] [0:1] [0:1] none
tree_sizes=2145 2235 2229 2232 2239 2238 2244 2238 1929 2230 2227 2238 2238 2228 2240 2238 1827 2232 2247 2135 2234 2237 2232 2235 2234 2235 2237 2242 2244 2236 2231 2242 2229 2243 2234 1827 2233 2246 2237 2234 1832 1931

Tree=0
num_leaves=20
num_cat=0
split_feature=0 42 23 0 42 42 33 6 29 48 6 42 34 25 43 1 33 30 3
split_gain=48.0386 15.2477 7.44636 6.93236 9.91884 6.24681 8.29904 6.27458 5.81541 7.43069 6.83494 4.60728 8.90823 7.34845 4.53015 5.93779 5.67412 5.44032 6.15071
threshold=0.66029788748247509 131.50000000000003 1.478902574961938 0.074353501890345189 67.300000000000026 9.6000000000000032 0.71327922077921924 0.22077897589372067 47.810434450777429 1.7100000000000002 2.413946749875751 72.600000000000009 0.052631578947368231 3.7893216982656299 3.6221644232316197 3.6954425056972222 0.61158282553579102 63.601631589682434 7.2527642465012097
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 -1 -5 -2 11 -8 -6 10 -10 12 -7 -13 15 -3 -17 18 -16
right_child=1 14 -4 4 8 6 7 -9 9 -11 -12 13 -14 -15 17 16 -18 -19 -20
leaf_value=0.31856400306851257 0.31290457270598837 0.36450659010390268 0.38645321276436007 0.32163394967018527 0.37726393013005538 0.32567432242172278 0.33466631455734386 0.37361215629544187 0.33392606489302462 0.31290442692922876 0.37800339848074826 0.35205391668236324 0.36338749720973723 0.32121158439362885 0.35879046411108562 0.32280948812808968 0.36514263213055909 0.3837903741460989 0.38645369024259335
leaf_weight=11.022200509905817 1.695655882358557 11.365004792809485 1.526877388358115 7.1464156359434119 1.9387669861316661 2.9313246756792122 1.720141902565955 5.549578383564949 2.3742680549621582 1.9378924369812009 2.1084200292825699 4.1433819979429227 6.179218515753746 6.0078163743019104 12.236881479620935 2.519435077905654 1.6720444113016126 6.6890521943569174 3.2234078198671332
leaf_count=47 7 61 9 31 11 13 8 31 11 8 12 21 33 26 64 11 9 39 19
internal_value=0.349679 0.357666 0.348131 0.329367 0.337046 0.346058 0.348177 0.364397 0.350221 0.342055 0.354658 0.342055 0.351253 0.3338 0.365191 0.357822 0.339697 0.370366 0.364558
internal_weight=93.9878 67.4598 29.754 26.528 15.5058 28.2271 26.5315 7.26972 8.35935 6.42058 4.48269 19.2617 9.11054 10.1512 37.7058 15.5565 4.19148 22.1493 15.4603
internal_count=471 351 148 120 73 139 132 39 42 31 23 93 46 47 203 81 20 122 83
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=0 30 26 9 43 0 9 0 0 33 4 43 48 1 48 26 4 39 48
split_gain=46.0939 11.1634 8.04986 7.04529 9.24963 6.59337 6.41085 8.94536 6.1609 6.09541 7.83294 5.60265 4.97686 4.89029 4.26371 4.1413 3.7171 3.55722 7.15838
threshold=0.66029788748247509 94.618994184311774 3.2973870294364027 0.75580751872205187 2.3786962494544199 0.074353501890345189 1.2364050747689599 2.8850257423876262 0.34078684493622508 0.47358023134207178 0.77936967101717169 2.0936650498374294 1.6535000000000002 0.59510188514764206 1.2065000000000003 2.0452934546355555 1.3038009111307483 0.90566037735849136 1.1860000000000002
left_child=5 2 3 4 13 -1 12 14 11 -6 -11 -7 -5 -2 -8 -14 -10 -4 -19
right_child=1 -3 17 6 9 8 7 -9 16 10 -12 -13 15 -15 -16 -17 -18 18 -20
leaf_value=-0.036692152624274367 0.0037168515496387687 -0.033506385725957148 0.021829101462963827 0.018454838506953973 0.020158392106755515 -0.020517102451518675 0.0036016583913429578 0.021813002306512081 -0.034892436161141675 -0.025947743410645426 0.0016560543863248819 0.016125352850827852 0.0096071581348754174 -0.03498759080267555 -0.034671296176069101 -0.027213241979126199 -0.01257259180320966 -0.024146537037852522 0.015972275279929966
leaf_weight=11.091659829020502 1.334811776876452 2.7755919992923728 8.5823556929826719 12.105100989341741 3.535142824053767 2.7936046719551078 1.3332570046186436 2.1074067801237106 6.5232572704553586 4.4200560301542309 12.467099726200102 2.5188298672437668 2.5905531644821158 4.6327563971281052 3.009724348783493 1.5496375411748884 3.7188311964273453 1.9627761989831913 5.0289561599493027
leaf_count=47 7 12 49 68 20 13 7 12 28 20 65 14 14 20 13 7 18 9 28
internal_value=-0.0063578 0.00148138 0.00298329 -0.000557731 -0.00681741 -0.0261969 0.00672084 -0.00830652 -0.0187128 -0.00111553 -0.00556903 -0.00314351 0.0126876 -0.0263303 -0.0229219 -0.00417455 -0.0267883 0.0141437 0.00470971
internal_weight=94.0814 67.4352 64.6596 49.0855 26.3899 26.6462 22.6957 6.45039 15.5545 20.4223 16.8872 5.31243 16.2453 5.96757 4.34298 4.14019 10.2421 15.5741 6.99173
internal_count=471 351 339 253 132 120 121 32 73 105 85 27 89 27 20 21 46 86 37
shrinkage=0.0178167

Tree=2
num_cat=0
split_feature=10 42 23 42 18 19 23 34 30 19 7 2 10 5 6 43 22 26 26
split_gain=31.1702 9.92231 8.31416 7.64472 7.62393 7.64514 6.7313 5.9721 5.61932 5.62219 5.66673 5.28271 5.11462 5.06866 9.73167 6.79042 4.38579 4.24669 8.65003
threshold=0.95124750731807606 35.900000000000013 1.4598256317820526 131.50000000000003 91.515281367322899 37.766524189540526 1.1964398614817837 0.2857142857142842 63.871668142692613 5.0396653138117502 2.1814205800589588 1.4605206146052099 2.2818841466397348 0.59991650832037513 1.7385491746105599 5.6995230524642304 1.0772619322924697 2.3022620823295274 1.4139613036432843
left_child=1 16 3 4 5 7 13 11 9 -5 12 -2 -11 14 17 -15 -1 18 -3
right_child=2 6 -4 8 -6 -7 -8 -9 -10 10 -12 -13 -14 15 -16 -17 -18 -19 -20
leaf_value=-0.0031042635513646873 0.030344564934313322 -0.018021377593994869 0.026009806695673758 0.029909323797371077 -0.042517058690171264 -0.02981029709539975 0.015995135386031433 0.030130138410358692 0.018827786744763198 0.0051820931216994322 0.030151550655131327 -0.010498692605808288 -0.01289485708261847 -0.02659644895799609 0.019744075694161058 0.0069118822685567795 -0.03486630488072015 -0.031304060566272454 0.030302444796401103
leaf_weight=1.5820035934448231 1.1881677359342555 5.1155671477317863 4.6227072030305854 2.0239958614111009 1.947255566716193 2.9452903568744651 2.5147913396358481 2.0307401418685913 7.9623210728168479 9.9859445244073921 1.692150980234145 6.5278557389974594 9.8880507200956327 12.725468978285788 3.3682430982589713 2.260789528489112 10.809080392122267 3.4395164400339127 1.5267304629087446
leaf_count=8 7 24 27 12 8 13 14 12 45 53 10 32 48 57 19 12 46 15 9
internal_value=-0.00623867 -0.0173383 0.00322876 0.00094889 -0.00969207 -0.00465582 -0.0119445 0.0029455 0.00588595 0.0015177 -0.00114693 -0.00420922 -0.00381187 -0.0144154 -0.00647533 -0.0215415 -0.0308112 -0.015235 -0.00691403
internal_weight=94.1567 43.3422 50.8145 46.1918 14.6393 12.6921 30.9511 9.74676 31.5525 23.5901 21.5661 7.71602 19.874 28.4363 13.4501 14.9863 12.3911 10.0818 6.6423
internal_count=471 204 267 240 72 64 150 51 168 123 111 39 101 136 67 69 54 48 33

Tree=3
num_cat=0
split_feature=0 42 2 42 19 42 0 42 29 48 10 19 18 1 28 34 19 40 19
split_gain=43.1174 13.9266 7.16743 7.19107 6.27309 8.58851 6.10837 8.99008 5.5075 7.03482 6.49707 5.183 5.9077 5.08477 4.59714 5.69347 4.83843 5.28815 4.75999
threshold=0.66029788748247509 131.50000000000003 0.81888431203499545 75.100000000000009 23.438948965530066 45.400000000000013 0.074353501890345189 67.300000000000026 47.810434450777429 1.7100000000000002 0.57505957425363363 25.399730756009841 89.751617380704289 0.56048587659363058 336.6231426819258 0.31180555555555206 25.809902943286964 0.81967213114754156 5.0396653138117502
left_child=6 2 13 4 5 -4 -1 -8 -9 10 -10 12 -5 -2 18 -16 17 -17 -3
right_child=1 14 3 11 -6 -7 7 8 9 -11 -12 -13 -14 -15 15 16 -18 -19 -20
leaf_value=-0.035279221447265918 -0.0039027502548654325 0.02016555169674639 -0.028407095124529245 0.010833701744481544 0.019163535479572068 0.020784775681545853 -0.03258048582539378 0.02089871207757292 -0.021191453874856814 -0.041557043979447601 0.021726587002446233 -0.029072490530212547 -0.028538874076359903 -0.030940400961083567 0.020203716855498294 -0.031158862337328366 0.029858494868391598 0.010572755271933151 -0.0025878046832507043
leaf_weight=11.189224004745485 3.5860992819070834 3.6808156222105053 2.7061417102813738 3.6775818914175016 6.5408520549535751 1.9301859885454176 7.24024374783039 1.9331468492746333 2.3923923671245575 1.959247291088104 2.1046174317598343 3.8588706403970718 1.8026505559682844 5.745252788066864 14.733267560601236 2.0319790691137309 1.1796304136514661 1.8336654156446455 14.092465713620184
leaf_count=47 18 21 12 20 37 11 31 11 11 8 12 17 8 25 84 9 7 10 72
internal_value=-0.00612272 0.00148015 -0.00760392 -0.00171579 0.00792605 -0.00792764 -0.0252297 -0.0180353 -0.00548228 -0.0133814 -0.00110563 -0.0132553 -0.00211752 -0.0205497 0.00870052 0.0146099 -0.00172533 -0.0113636 0.00212442
internal_weight=94.2183 67.3995 29.8476 20.5163 11.1772 4.63633 26.8189 15.6296 8.3894 6.45626 4.49701 9.3391 5.48023 9.33135 37.5518 19.7785 5.04527 3.86564 17.7733
internal_count=471 351 148 105 60 23 120 73 42 31 23 45 28 43 203 110 26 19 93

Tree=4
num_cat=0
split_feature=0 30 26 0 0 29 33 40 48 43 39 28 33 37 33 39 48 0 18
split_gain=41.4443 10.0556 7.44868 6.57693 5.83625 5.70462 5.52925 6.75953 5.58918 4.82267 4.73804 4.4946 4.09425 3.72933 3.51683 3.37153 6.83372 2.85531 2.13472
threshold=0.66029788748247509 94.618994184311774 3.2973870294364027 3.3871317282354712 0.074353501890345189 47.810434450777429 0.4646954352836713 0.97545180722891633 1.3715000000000004 2.4383767502120972 0.49583333333333357 182.60507325850151 0.52380952380952561 1.8443845509734105 0.47705096073516956 0.90566037735849136 1.1860000000000002 0.34078684493622508 89.751617380704289
left_child=4 2 3 6 -1 12 9 8 -8 10 -2 -5 -6 17 -15 -4 -17 -7 -18
right_child=1 -3 15 11 5 13 7 -9 -10 -11 -12 -13 -14 14 -16 16 18 -19 -20
leaf_value=-0.03450405612651667 0.019899607089814988 -0.031541408579054422 0.021200512432734849 -0.0079832826163947612 0.029830701531403488 -0.014421699380395364 -0.0028785348204958673 0.018782403263444207 -0.018532080417218471 0.022222807068402826 -0.01696931144549927 0.029723198266049151 -0.011738167684188143 0.016066525219987471 -0.020721902485260381 -0.023623789074078069 0.029714705217296092 -0.036370643325692419 0.0059836852934037022
leaf_weight=11.236328423023226 1.7610213607549647 2.8093735277652732 8.5026308894157392 1.4019714593887318 1.1788843125104898 2.738725006580351 20.271856665611271 3.1805104762315741 11.263750344514845 4.6891407072544098 2.9765451997518539 3.5303596705198288 2.077503964304924 1.257009789347648 2.3991275131702423 1.9696564525365818 2.0169864445924759 6.0105934292078018 2.9825144857168198
leaf_count=47 10 12 49 7 7 13 103 18 53 27 14 21 10 7 11 9 12 25 16
internal_value=-0.00601055 0.00145532 0.00289151 -0.000506844 -0.024706 -0.0176764 -0.00268709 -0.00597291 -0.00846962 0.00941371 -0.00326455 0.0190055 0.00331089 -0.0231855 -0.0080737 0.0136707 0.00448407 -0.0295003 0.0155579
internal_weight=94.2545 67.3563 64.5469 49.0752 26.8982 15.6618 44.1428 34.7161 31.5356 9.42671 4.73757 4.93233 3.25639 12.4055 3.65614 15.4718 6.96916 8.74932 4.9995
internal_count=471 351 339 253 120 73 225 174 156 51 24 28 17 56 18 86 37 38 28

Tree=5
num_cat=0
split_feature=42 40 32 19 19 37 39 37 2 19 33 9 30 48 33 6 16 42 40
split_gain=25.8925 11.9039 7.61567 7.36461 6.95101 6.84217 6.09747 5.50875 5.34331 5.87927 5.26144 7.73833 5.07155 4.68588 4.20199 4.15668 4.4893 4.03799 6.26497
threshold=40.20000000000001 0.84143680847748203 0.50000000000000011 47.657929083699358 6.621208026814366 0.79417639020288322 0.90461975835110164 -1.0000000180025095e-35 1.3179812068729537 21.978697988241045 0.58333333333333681 0.54382517126704988 69.271255463017695 1.5240000000000002 0.58722048727193721 1.2548019396687484 0.1912652095075382 132.70000000000002 0.96354535790219775
left_child=3 2 4 -1 7 -3 10 -2 15 12 11 -7 -10 -11 -15 -4 -17 18 -8
right_child=1 5 8 -5 -6 6 17 -9 9 13 -12 -13 -14 14 -16 16 -18 -19 -20
leaf_value=-0.030100884162666548 0.0075121948042217723 -0.0245581955556484 -0.03074454455336607 0.0093097340364662381 0.015050421947590565 -0.018134060018145236 -0.029116591937156499 -0.030611456163909066 -0.023300221527444688 0.017381776082484673 0.029643265133653084 0.019671438492398909 0.015797802017543067 -0.025231557116260791 0.015627660074121228 0.0055965337473298724 -0.025313060973529207 0.0071744837304198814 0.0047919353823705413
leaf_weight=14.89821118116379 2.2682934552431107 2.2301077842712393 7.162680000066759 1.6742685139179219 7.0314492732286453 2.5520105957984907 2.9568822532892254 2.5620791614055616 6.5765989124774915 4.2603535652160645 5.8735050410032272 5.2629345655441284 1.2538986057043073 2.2180805206298833 1.2487326264381406 2.8422829806804657 3.13863205909729 14.101928934454916 4.1671950370073318
leaf_count=64 12 10 31 9 39 12 13 11 30 24 35 30 7 10 7 15 14 76 22
internal_value=-0.00590121 -0.00158934 -0.00826233 -0.0261193 0.00374619 0.00569778 0.00763036 -0.0127091 -0.0132253 -0.00615937 0.016902 0.00732582 -0.0170394 0.00486618 -0.0105142 -0.0215889 -0.0106241 0.00165117 -0.00928206
internal_weight=94.2801 77.7076 40.5631 16.5725 11.8618 37.1446 34.9145 4.83037 28.7013 15.5577 13.6885 7.81495 7.8305 7.72717 3.46681 13.1436 5.98092 21.226 7.12408
internal_count=471 398 200 73 62 198 188 23 138 78 77 42 37 41 17 60 29 111 35

Tree=6
num_cat=0
split_feature=10 42 29 23 42 30 23 13 18 15 13 13 3 11 11 36 26 22 6
split_gain=26.9239 8.63856 7.97659 8.70283 7.43199 6.57663 6.05139 6.02116 5.77053 7.69471 6.76822 4.62235 4.16461 4.13453 3.96955 6.24391 4.63155 3.94516 3.94513
threshold=0.95124750731807606 35.900000000000013 46.654281219574443 1.4598256317820526 131.50000000000003 63.871668142692613 1.1964398614817837 2.7641127890414583 91.515281367322899 0.016126490537489321 0.51113592278674636 0.44160692861451328 2.9468770877496779 1.4516818782073895 0.49726527752204103 0.54424287300999252 1.2176442298623178 1.0772619322924697 8.5690118477003612
left_child=1 17 -2 4 8 7 12 11 9 -4 -11 -6 13 14 15 -3 -16 -1 -7
right_child=2 6 3 -5 5 18 -8 -9 -10 10 -12 -13 -14 -15 16 -17 -18 -19 -20
leaf_value=-0.0023004479226510304 0.029593263936298769 -0.013552570956692263 -0.035979373080570816 0.025047737912515175 0.029397851080950565 0.029172828024896555 0.015580732812943917 0.023306149492735531 -0.040325173529212804 0.023332106463117116 -0.0099291276662235913 -0.0071702266030935508 -0.040163813272336396 0.017885804836830339 -0.032011916767580917 0.014770794220922926 -0.010106975963745395 -0.032334445258299024 0.0034993393687768985
leaf_weight=1.5898255109786976 3.3547640442848197 9.8939578980207568 2.3780642896890631 4.3924780935049048 1.1702472865581608 4.3272659331560126 2.4977710694074622 2.7578989863395682 1.9717694669961918 2.7599687576293928 6.5524342060089111 17.584553152322769 1.7259232401847828 1.4280323535203923 5.8589205443859083 3.2929812222719184 6.423271968960762 10.954298436641691 3.3871510624885559
leaf_count=8 20 47 10 26 7 26 14 16 8 16 32 88 7 8 25 18 31 46 18
internal_value=-0.00579413 -0.016046 0.00304623 0.00116263 -0.00128357 0.00378718 -0.0110147 -0.00127387 -0.0121312 -0.00737576 -7.12442e-05 -0.00488841 -0.0133355 -0.011614 -0.013268 -0.00647976 -0.0205563 -0.028528 0.0179005
internal_weight=94.3016 43.665 50.6366 47.2818 42.8894 29.2271 31.1209 21.5127 13.6622 11.6905 9.3124 18.7548 28.6231 26.8972 25.4691 13.1869 12.2822 12.5441 7.71442
internal_count=471 204 267 247 221 155 150 111 66 58 48 95 136 129 121 65 56 54 44

Tree=7
num_cat=0
split_feature=10 29 23 23 6 13 40 40 7 43 28 13 40 18 14 39 19 26 15
split_gain=25.9258 7.74994 8.44436 7.71547 6.14989 6.2717 6.58907 7.89198 4.52813 6.25451 8.53702 5.65111 5.20447 4.75668 4.04005 5.21904 4.00912 5.32969 5.00125
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Tree=8
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Tree=9
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Tree=10
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Tree=11
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split_gain=21.542 9.8984 8.11049 7.11157 6.02235 5.95156 5.92356 5.48635 7.29917 5.47169 5.01921 4.52833 4.34839 4.87661 3.97344 6.13726 3.87078 3.79148 2.93513
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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leaf_value=-0.025820715580894885 -0.034120696633382568 0.01499349858478363 0.027205550003386987 -0.023999640945895916 -0.034638369107595261 0.024438908760992337 -0.023335642985810506 -0.017446844813605089 0.028689312416367262 -0.0034702219469141325 -0.0028051620091447595 -0.030003581959076629 0.0062860993111707401 -0.010255736155304668 0.027181301358576881 0.027219981341662352 -0.018495708950466837 0.02416816547602009 -0.00091823657127356763
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internal_weight=93.8138 66.6803 29.8599 27.1335 9.25742 6.26188 28.4367 26.6906 7.16589 5.41205 19.5247 10.3282 9.19642 4.43328 36.8204 33.977 31.2899 28.748 24.5988
internal_count=471 351 148 120 44 32 139 132 39 31 93 47 46 24 203 185 168 156 131

Tree=16
num_leaves=16
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split_feature=0 30 23 13 0 25 43 33 9 9 25 48 0 19 25
split_gain=28.3816 7.00097 5.99184 5.47334 4.4552 4.67356 7.91701 3.98334 4.2246 4.9893 4.47288 3.72297 3.60714 2.86197 1.24178
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 7 14 6 13 8 10 -10 -2 -7 -8 -6 -1
right_child=1 -3 -4 -5 5 11 12 -9 9 -11 -12 -13 -14 -15 -16
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leaf_weight=8.1478525251150149 3.2491050660610226 2.8351317495107642 4.3059126436710349 2.3886394947767249 1.6010575294494609 4.4879436194896689 2.0028839111328129 2.5253626555204383 29.437291204929352 5.6323219239711753 16.195916697382927 2.2549753189086914 1.8537579774856565 3.5746742784976959 3.1927089095115653
leaf_count=33 14 12 27 15 8 18 12 15 159 27 82 11 9 15 14
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internal_count=471 351 339 312 120 73 44 297 282 186 96 29 21 23 47

Tree=17
num_cat=0
split_feature=0 42 23 0 42 29 48 10 9 43 43 42 33 34 9 2 2 29 9
split_gain=27.4142 9.40409 4.9843 4.30908 6.21545 4.27651 5.75833 5.22221 3.84575 5.66142 5.01208 5.61007 4.63727 5.483 3.6299 4.18248 4.31487 4.14453 4.3023
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left_child=3 2 8 -1 -5 -6 7 -7 9 -2 -11 -12 13 -10 -3 16 17 18 -16
right_child=1 14 -4 4 5 6 -8 -9 12 10 11 -13 -14 -15 15 -17 -18 -19 -20
leaf_value=-0.028281236103037209 -0.026545499096215012 0.027823667687680843 0.026747110409826847 -0.025848805989355694 0.020122481457275989 -0.016888657506012081 -0.035464204459703205 0.021525546501524936 -0.03242032891450549 0.014292438868744267 -0.0023729693760087462 -0.028322461203515174 0.014748281631222208 0.015636009789789674 -0.014900535845952207 0.026743347094801775 -0.018223118395780395 0.023365790662245291 0.0063383173527057999
leaf_weight=11.323710143566133 5.8328365981578925 2.5705902129411689 1.4004237800836552 7.3449742347002021 1.8971708565950374 2.4310705214738846 1.9973698556423185 2.0883218497037888 1.908022299408912 3.1066842675209037 7.8301317095756513 3.9933532327413559 4.4910494834184647 1.2456294745206831 3.5245806127786734 2.7970082461833945 2.5467897057533255 3.7775263786315909 21.467504903674126
leaf_count=47 25 16 9 31 11 11 8 12 8 17 40 17 25 7 17 18 12 23 117
internal_value=-0.00478708 0.00136746 -0.00606565 -0.0198974 -0.0138731 -0.00341873 -0.0102722 0.000861825 -0.00768327 -0.011661 -0.00584592 -0.0111374 0.0031202 -0.0134391 0.00740734 0.00586885 0.00400441 0.0059721 0.00334303
internal_weight=93.5747 66.4921 29.8081 27.0826 15.7589 8.41393 6.51676 4.51939 28.4077 20.763 14.9302 11.8235 7.6447 3.15365 36.684 34.1134 31.3164 28.7696 24.9921
internal_count=471 351 148 120 73 42 31 23 139 99 74 57 40 15 203 187 169 157 134

Tree=18
num_cat=0
split_feature=0 23 13 0 25 43 9 3 0 14 9 0 19 13 48 0 19 39 2
split_gain=26.4927 6.3761 5.71352 4.16625 4.46465 7.62082 4.04372 7.31445 6.46802 5.11137 4.52498 6.30227 4.09196 4.29994 3.54192 3.43416 2.69075 2.49634 2.25822
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left_child=3 2 6 -1 5 16 7 -2 9 -9 12 18 -8 -14 -6 -7 -5 -10 -12
right_child=1 -3 -4 4 14 15 10 8 17 -11 11 -13 13 -15 -16 -17 -18 -19 -20
leaf_value=-0.027827274300775133 -0.025444904328362352 0.022469291328085859 0.027132493604451396 -0.0003582465732336494 -0.033799717949985042 0.02984315220201145 0.029600772803201145 0.019731284876075905 0.0016850345066490864 -0.0057855997621255014 -0.0059269472484807543 0.017959026842817038 0.0056691578545731451 -0.015282583211817503 -0.0064041340003716885 -0.0038784358013554008 -0.028175030428936369 -0.022814110815689216 -0.033783231412909433
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internal_value=-0.00470887 0.00134558 -9.76197e-05 -0.0195759 -0.0136478 -0.00544519 -0.00116938 -0.00732428 -0.00139976 0.00752373 0.00231855 -0.0124156 0.00487292 0.00325793 -0.0246293 0.0135683 -0.0195719 -0.0155164 -0.0240957
internal_weight=93.4285 66.3914 62.1456 27.0371 15.7335 9.00636 59.7923 21.6276 16.2988 9.98625 38.1647 5.63877 32.5259 30.5319 6.72718 3.83915 5.16721 6.31253 4.07269
internal_count=471 351 324 120 73 44 309 107 84 54 202 27 175 163 29 21 23 30 18

Tree=19
num_leaves=19
num_cat=0
split_feature=0 30 23 13 40 29 41 1 43 2 13 19 41 25 34 29 5 1
split_gain=25.6056 6.5985 5.53467 5.08364 4.06364 7.38883 3.5803 3.41697 2.96449 4.82121 4.11402 3.76976 4.75184 4.24193 2.67575 2.29132 1.1337 1.6116
threshold=0.66029788748247509 94.618994184311774 1.4598256317820526 2.7641127890414583 0.78700128700128436 72.648663661258084 0.19334027327417849 -0.69598177382609305 2.5011069516564026 5.9097263979512542 1.6016219691149207 11.035426725442145 -2.6795448126219195 0.8932252011807702 0.67467948717949122 58.278063037858381 0.51902648917574468 0.51322506044914074
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 8 7 6 14 -1 11 10 -10 13 -13 -2 15 -6 17 -9
right_child=1 -3 -4 -5 5 -7 -8 16 9 -11 -12 12 -14 -15 -16 -17 -18 -19
leaf_value=-0.0038304059756888338 -0.014269314194475682 -0.025307472150076855 0.022240920102672652 0.02688481414396849 -0.00036618647203151767 -0.032747620980539197 0.029543650384480077 -0.013431824696005805 0.0023042967777679424 -0.021647062102621496 0.020693717309022575 0.018536261611095634 -0.014320701826038663 0.018817603174652048 0.017435636161307208 -0.028259001520510148 -0.031822203476375779 -0.030074037538933285
leaf_weight=2.2730736285448119 1.9108927398920084 2.8273475468158713 4.2132845968008033 2.3328856080770484 2.1406122744083391 2.9736695289611816 1.1655461788177488 3.513631835579873 30.959457367658615 2.3706995844840995 4.4120481461286536 1.5771365165710456 12.244386091828343 3.4517265856266022 1.2573314309120176 1.6596911698579786 8.1111561805009824 3.8945395946502686
leaf_count=11 9 12 27 15 11 12 7 16 164 11 26 9 58 20 7 7 33 16
internal_value=-0.00463166 0.00132383 0.00251013 0.00110727 -0.0192615 -0.00964559 0.00139359 -0.0242319 5.08611e-05 0.00294955 0.00459812 -0.00565192 -0.0105714 0.00702753 -0.00509388 -0.0125479 -0.02722 -0.0221809
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internal_count=471 351 339 312 120 44 32 76 297 201 190 96 67 29 25 18 65 32

Tree=20
num_cat=0
split_feature=42 41 26 5 3 9 26 1 30 23 28 1 42 39 39 1 33 42 29
split_gain=16.8585 8.50754 5.6476 5.49428 5.83439 5.65196 4.88256 4.79895 5.42025 4.57063 4.18345 5.74506 4.09229 3.80278 4.05288 3.66719 3.6153 3.8829 3.56252
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left_child=9 2 6 -3 -5 15 7 13 -9 -1 11 -7 -8 14 -2 -6 17 -4 -12
right_child=1 3 16 4 5 10 12 8 -10 -11 18 -13 -14 -15 -16 -17 -18 -19 -20
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internal_value=-0.00455561 -0.00103657 -0.00749122 0.00442304 0.00671727 0.00296504 -0.00330526 -0.00806327 0.00579427 -0.0208805 0.00613214 -0.00553768 0.00915445 -0.0138738 -0.00242437 -0.0166955 -0.0196869 -0.0244218 0.0107177
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internal_count=471 398 171 227 205 157 131 92 30 73 138 36 39 62 27 19 40 33 102

Tree=21
num_cat=0
split_feature=0 42 23 0 42 22 22 0 42 33 13 41 42 25 42 33 7 1 43
split_gain=24.1629 8.65744 4.58255 3.93936 5.61372 3.61372 4.08801 6.48871 3.5537 5.49152 4.34171 4.02747 3.85855 5.50381 4.8037 3.46135 3.34615 3.19069 4.26359
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left_child=3 2 8 -1 -5 -3 7 16 -2 12 -11 -12 14 -14 -10 -6 -7 18 -8
right_child=1 5 -4 4 15 6 17 -9 9 10 11 -13 13 -15 -16 -17 -18 -19 -20
leaf_value=-0.026773465856378416 -0.032119629429805105 0.021048610131921431 0.026084892597951152 -0.024375595656216102 0.0066691641504029054 -0.0046801610967131214 0.0075058145811455505 0.026696700151533449 -0.021834111508893857 -0.016694339981563777 0.028115749830811519 -0.0034651605574062242 -0.0023025229750229742 -0.028794341023960654 0.0062550435914676848 -0.01658250986049431 -0.040792750059790328 0.026279656717911996 -0.021643734408962254
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internal_value=-0.00448062 0.00130968 -0.00582693 -0.0187211 -0.0129457 0.00713267 0.00486911 -0.0111656 -0.007361 -0.0057539 0.00764898 0.0156097 -0.0106392 -0.0181001 -0.00222518 -0.00298928 -0.0236808 0.00745285 0.00545854
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internal_count=471 351 148 120 73 203 172 22 139 132 39 31 93 47 46 42 15 150 133

Tree=22
num_cat=0
split_feature=0 42 23 40 29 28 25 9 43 43 42 22 22 2 2 19 40 30 0
split_gain=23.356 8.36913 4.44927 3.8887 6.95993 4.50471 3.59856 3.53915 5.16715 4.75219 5.10445 4.73426 3.51799 4.16338 3.60893 4.12612 4.20703 3.40657 4.78362
threshold=0.66029788748247509 131.50000000000003 1.478902574961938 0.78700128700128436 72.648663661258084 12.852030060718961 4.8462828820989543 0.61904974755048547 2.540597748882194 3.9914438757102024 89.100000000000009 3.5476099453409389 2.7071970616932712 7.0363136670348885 5.9097263979512542 5.0396653138117502 0.86206896551724133 71.975074237377029 2.3319838668257713
left_child=3 2 7 -1 5 -5 -7 8 -2 -10 -11 -9 -3 14 15 -14 -17 -13 -19
right_child=1 12 -4 4 -6 6 -8 11 9 10 -12 17 13 -15 -16 16 -18 18 -20
leaf_value=-0.023300177051636058 -0.025278178071536865 0.020797860827569365 0.025872241963295257 -0.021888405798042923 -0.031539364871658156 0.024087962421732254 -0.0091753894778620164 0.02975939098409781 0.014166548166740517 -0.0022496060482115419 -0.02703160843457475 0.010406682326146759 0.02330016160195976 0.025935919714402417 -0.017409424683714425 -0.0060689678196047285 0.0093029146437393125 -0.03664269548132456 0.0068072167354100398
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internal_count=471 351 148 120 44 32 24 139 99 74 57 40 203 172 154 142 122 30 15

Tree=23
num_cat=0
split_feature=0 42 25 30 9 42 29 0 42 29 48 6 9 2 2 29 9 30 9
split_gain=22.586 8.08994 4.34772 4.67083 5.24835 6.24377 4.60233 3.79539 5.37111 3.91547 5.29087 4.78598 3.42226 3.77204 3.78185 3.93115 3.91125 3.10521 3.29495
threshold=0.66029788748247509 131.50000000000003 17.019526514827998 80.140133134573261 0.48242370778126081 66.300000000000011 55.431786393872478 0.074353501890345189 67.300000000000026 47.810434450777429 1.7100000000000002 2.413946749875751 0.33473071686732181 7.0363136670348885 5.9097263979512542 66.741668125233801 0.49259073650032786 59.821786854254007 0.77885254639672896
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leaf_weight=2.1986113786697432 1.6156594753265441 2.5996838808059755 1.194246508181094 1.7357873618602733 2.7119633257389069 2.8937089294195175 14.47737580537796 2.4670671671628943 2.2270257100462905 5.8422846496105176 1.2030769288539911 16.006554126739502 4.6139073818922043 12.090034425258645 1.1357871890068043 1.5710611194372166 4.3918340802192688 6.8657971024513236 1.3613438308238981
leaf_count=11 7 16 9 8 12 17 65 18 17 32 8 82 30 61 7 7 26 31 7
internal_value=-0.00337845 0.00113725 -0.0045575 -0.0147348 -0.00632159 0.00317255 -0.0191254 0.00583913 0.00442918 0.00300174 -0.00147246 -0.00490358 0.0114781 -0.00578857 -0.00441069 -0.0059603 0.00431617 -0.00919295 0.0118626
internal_weight=89.2028 63.824 28.8644 25.3788 8.7028 5.99084 16.676 34.9596 32.4925 30.2655 19.8093 17.2096 10.4562 27.6702 26.0545 24.9187 5.9629 18.9558 4.25505
internal_count=471 351 148 120 44 32 76 203 185 168 106 90 62 139 132 125 33 92 24

Tree=40
num_cat=0
split_feature=0 23 13 30 33 0 29 15 33 34 40 29 48 0 25
split_gain=13.9722 4.06273 4.00595 3.33706 2.96646 2.921 3.53417 2.54256 4.09022 2.41485 1.94388 3.75364 2.0544 2.00581 1.12818
threshold=0.66029788748247509 1.4598256317820526 2.7641127890414583 94.618994184311774 0.87159910651412298 0.074353501890345189 47.810434450777429 1.9039546057896242 0.4646954352836713 0.32222222222222036 0.81818181818181779 74.470504535942496 1.5630000000000002 0.34078684493622508 3.7392760538158289
left_child=5 2 3 4 7 14 9 8 -2 -7 13 12 -12 -8 -1
right_child=1 -3 -4 -5 -6 6 10 -9 -10 -11 11 -13 -14 -15 -16
leaf_value=-0.025555381606421859 0.010895445749557149 0.019344747784322609 0.024610103518377138 -0.020357349556524941 0.019668536311364036 -0.0098620328386408527 -0.0050096101819538628 -0.016958020279105413 -0.0022583192254954799 0.021777556813951878 0.019423595271607808 -0.027428931587088361 -0.0094242246644738771 -0.025920385617552864 -0.012588240333484881
leaf_weight=7.3642764240503329 9.1919403225183469 3.6596579104661933 2.0299491435289374 2.6567943394184104 2.3507350534200659 1.3976610600948327 2.051970422267912 2.9157308340072623 40.866503834724426 1.6935392469167707 1.7025118172168734 1.5896497964859007 1.4518477469682691 5.0149348378181458 2.9966002851724625
leaf_count=33 53 27 15 12 15 7 10 14 215 10 10 7 7 22 14
internal_value=-0.00332818 0.00112013 8.72914e-06 -0.000852588 8.40794e-05 -0.0145394 -0.00948782 -0.000784999 0.000157038 0.00747204 -0.0139266 -0.00510467 0.00614595 -0.0198487 -0.0218051
internal_weight=88.9343 63.6713 60.0117 57.9817 55.3249 25.263 14.9021 52.9742 50.0584 3.0912 11.8109 4.74401 3.15436 7.06691 10.3609
internal_count=471 351 324 309 297 120 73 282 268 17 56 24 17 32 47

Tree=41
num_cat=0
split_feature=0 23 13 30 33 0 25 25 9 9 25 19 0 9 25 28
split_gain=13.5581 3.95836 3.90787 3.23473 2.87991 2.84975 3.4894 4.28195 2.70306 3.7965 3.53863 2.16177 1.88103 1.60088 1.11245 1.06906
threshold=0.66029788748247509 1.4598256317820526 2.7641127890414583 94.618994184311774 0.87159910651412298 0.074353501890345189 3.6748324809243251 2.0768551673410296 0.48242370778126081 1.2364050747689599 3.296064992501313 5.9107348878557646 0.38931725569205661 0.46750090051279203 3.7392760538158289 12.852030060718961
left_child=5 2 3 4 8 14 7 11 10 -10 -2 -7 -9 -8 -1 -13
right_child=1 -3 -4 -5 -6 6 13 12 9 -11 -12 15 -14 -15 -16 -17
leaf_value=-0.025305003917257655 -0.024954370780510781 0.019178942788801192 0.024449587112596215 -0.020086817176434405 0.019444383744633517 0.0055389196970857795 -0.024222159433535853 0.028989984112325611 0.0045400794789707474 -0.011489946197255522 -0.003022424387924411 -0.029214597946475605 0.00017526597069032434 -0.0023879385072664394 -0.012400205420502318 -0.010397713873048713
leaf_weight=7.3051660954952258 2.7806594818830517 3.6258336901664725 2.0070768743753424 2.6447127610445014 2.3356053978204718 1.7468829452991466 4.8988530337810507 1.5554854571819308 30.056824743747711 5.5570085793733588 14.577679470181463 1.6484337747097018 1.3375114500522611 1.3624008893966673 2.9879200905561447 2.2898077666759491
leaf_count=33 12 27 15 12 15 9 22 10 167 27 76 7 7 7 14 11
internal_value=-0.00327696 0.00110189 8.72819e-06 -0.000837754 8.27153e-05 -0.0143555 -0.00935878 -0.00197753 -0.00077098 0.00203882 -0.00653579 -0.0109571 0.0156684 -0.0194713 -0.021559 -0.0182742
internal_weight=88.7179 63.5854 59.9596 57.9525 55.3078 25.1325 14.8394 8.57812 52.9722 35.6138 17.3583 5.68512 2.893 6.26125 10.2931 3.93824
internal_count=471 351 324 309 297 120 73 44 282 194 88 27 17 29 47 18

end of trees

feature_importances:
Column_0=78
Column_42=75
Column_29=39
Column_33=38
Column_9=37
Column_28=36
Column_23=35
Column_43=31
Column_2=30
Column_25=29
Column_30=29
Column_40=29
Column_48=28
Column_19=27
Column_1=23
Column_13=20
Column_26=17
Column_6=16
Column_10=16
Column_22=16
Column_34=15
Column_39=15
Column_3=14
Column_41=9
Column_5=8
Column_7=8
Column_18=8
Column_14=7
Column_15=7
Column_16=7
Column_32=7
Column_4=6
Column_11=5
Column_37=5
Column_35=3
Column_36=3
Column_12=2
Column_8=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: auc]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.0178167]
[num_leaves: 20]
[num_threads: 0]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 7]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.724076]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.724802]
[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: 4.2186e-08]
[lambda_l2: 4.57011e-05]
[linear_lambda: 0]
[min_gain_to_split: 0.854563]
[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: 0.700361]
[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