tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
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 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=1017 1039 1044 1034 1038 1028 1031 1035 1037 1037 1031 1041 1040 1041 1038 1044 1034 1049 1037 1042 1041 1042 1038 1035 1041 1044 1034 1039 1034 1038 1042 1042 1036 1042 1044 1033 1043 1027 1046 1032 1027 1040 1037 1032 1024 1042 1049 1039 1045 1042 1031 1037 1036 1029 1036 1040 1037 1025 1048 1041 1032 1032 1032 1037 1031 1042 1031 1034 1037 1029 1042 1043 1041 1044 1041 1031 1042 1043 1037 1031 1029 1045 1041 1043 1038 1044 1039 1023 1033 1031 1023 1039 1057 1017 1034 1058 1048 1046 1049 1054 1038 1046 1032 1039 1036 1038 1046 1042 1036 1048 1041 1033 1048 1044 1050 1035 1042 1036 1047 1036 1043 1042 1036 1044 1034 1038 1048 1033 1045 1045 1045 1036 1040 1041 1038 1019 1036 1024 1042 1033 1046 1032 1030 1042 1044 1039 1047 1045 1046 1041 1039 1046 1054 1047 1048 1049 1052 1034 1055 1045 1042 1032 1038 1043 1028 1044 1011 1042 1048 1040 1032 1020 1034 1034 1029 1052 1041 1044 1037 1027 1030 1023 1023 1028 1024 1025 1048 1023 1044 1019 1048 1031 1047 1033 1027 1058 1028 1039 1027 1048

Tree=0
num_leaves=8
num_cat=0
split_feature=18 7 7 1 6 6 21
split_gain=2636.48 1712.87 2116.69 247.742 157.578 144.44 41.9724
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.0026376470923423763 6.0529777329065844e-05 1.0000000180025095e-35 -0.20624444633722303
decision_type=2 2 2 2 2 2 2
left_child=3 5 -3 6 -5 -2 -1
right_child=1 2 -4 4 -6 -7 -8
leaf_value=-0.37825747428736584 -0.31913039793999554 -0.35423977632834286 -0.3287508005402397 -0.44591374726467004 -0.40508937024066205 -0.32964292318192662 -0.32389454368349996
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341751 -0.340014 -0.345597 -0.416816 -0.427237 -0.324495 -0.364832
internal_weight=142713 139486 102582 3226.83 2687.97 36904.3 538.857
internal_count=587687 574399 422428 13288 11069 151971 2219
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 48 38 1 28
split_gain=4237.05 1543.81 903.86 627.573 472.882 354.619 349.852
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
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leaf_value=-0.028226271134366338 0.019433496438852504 -0.0102428938502731 0.0024469306045475747 0.0049670292069053596 0.053437494179968612 -0.074083420826981591 -0.031080056551707775
leaf_weight=1588.8383355140686 23533.342895165086 26308.744108170271 2799.7377513051033 70258.370218545198 3289.0045825839043 4738.7912643551826 10185.911576345563
leaf_count=6552 96751 108413 11527 289249 13523 19667 42005
internal_value=4.86901e-05 0.00577512 -0.0365366 0.000823238 0.0236031 -0.0625689 -0.0238516
internal_weight=142703 123389 19313.3 96567.1 26822.3 6327.63 12985.6
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.084

Tree=2
num_cat=0
split_feature=48 28 18 8 28 38 6
split_gain=3579.07 1288.67 823.611 603.394 433.964 390.677 174.098
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_value=-0.018425039128943825 0.017743409006986621 0.012040238511075458 -0.0049335449685236482 -0.0031521898910126414 -0.035045045024405169 0.048535378487868638 -0.079270896917235087
leaf_weight=375.08865016698837 23606.442529901862 24829.616345822811 4860.4429039657116 71749.141491517425 11065.954293861985 3315.7458541840315 2875.8491425067186
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=4.14155e-05 0.00528399 -0.0337204 0.00075366 -0.0258556 0.0215358 -0.0722506
internal_weight=142678 123501 19177.3 96578.8 15926.4 26922.2 3250.94
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=1968.82 1630.48 1265.53 652.049 436.904 132.194 112.714
threshold=-0.014725709334015845 0.021683344617486004 -1.256108224391937 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.022014825912003665 -0.039224484012119788 -0.051867057568880361 -0.0084417220686348049 0.010533477792615252 0.037646989692964011 0.010274821151686112 0.078526279791455031
leaf_weight=9360.4437756091356 11282.094010993838 1222.4066580235958 57206.382367476821 35376.526361122727 3192.6705321669579 24431.879693210125 559.28512960672379
leaf_count=38247 47243 5029 236175 145592 12965 100167 2269
internal_value=3.50222e-05 -0.00586388 -0.0135126 0.0084493 0.0165462 0.0135268 0.0437407
internal_weight=142632 105087 68488.5 36598.9 37544.3 33792.3 3751.96
internal_count=587687 434039 283418 150621 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 48 0 6 38 7
split_gain=2833.3 1093.67 819.158 502.986 510.331 275.146 41.6154
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
leaf_value=0.014258591003258657 0.015019898489963818 -0.011308237528639308 0.0045794674472026693 -0.077017235149752505 -0.03366337578893399 0.040498900847285052 -0.015100826421418509
leaf_weight=400.66081148386002 24481.958742171526 33958.685471102595 70304.91097509861 3449.9300618767738 4308.3235563188791 3406.7458079010248 2274.6670770794153
leaf_count=1648 99884 140723 289249 14842 18129 13750 9462
internal_value=2.98689e-05 0.00335698 -0.000595163 -0.0421115 -0.0529419 0.0181323 -0.0107039
internal_weight=142586 132152 104264 10433.6 7758.25 27888.7 2675.33
internal_count=587687 543606 429972 44081 32971 113634 11110

Tree=5
num_cat=0
split_feature=48 7 8 18 7 6 6
split_gain=2400.73 599.214 702.582 585.45 377.245 118.468 46.4972
threshold=-1.1056645214557645 -0.024109717458486554 0.057788373902440078 -0.020219163037836548 -0.0097913797944784147 1.0000000180025095e-35 0.2529620230197907
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.01659618031333079 0.017193932146132174 -0.003546877626458755 0.01254090692896483 0.010573680195713255 -0.026708535002968443 -0.067540963271241733 0.010151701606030048
leaf_weight=365.51124413311481 19129.359807401896 67791.593754068017 26697.373318791389 2232.0516125410795 13483.794889032841 2710.3103167712688 10112.894041478634
leaf_count=1534 78027 279396 109336 9247 56737 11993 41429
internal_value=1.95278e-06 0.00425061 0.000998643 -0.0279727 -0.0214135 -0.061487 0.0147585
internal_weight=142523 123731 94489 18791.7 15715.8 3075.82 29242.3
internal_count=587699 508188 388732 79511 65984 13527 119456

Tree=6
num_cat=0
split_feature=48 47 28 17 9 18 17
split_gain=2100.72 821.47 597.662 378.513 353.47 242.631 212.503
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 0.019179280847311023 -0.021240289323031899 -0.9409729242324828
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.076254487549454367 0.067229627461318081 -0.016482217883643558 -0.042385727167199495 0.00278577122048992 0.0096596591693093609 -0.036616314636827442 0.015569868694809585
leaf_weight=1337.1361597925425 574.79124538600445 20030.494741141796 1329.6602815389633 83879.289684951305 4462.6211197972298 5886.5337557196617 24953.320360973477
leaf_count=6137 2306 83634 5501 345055 18454 25258 101354
internal_value=-5.09416e-07 -0.0190607 0.00545863 0.00208088 -0.0117192 -0.0439535 0.016733
internal_weight=142454 31716.8 110737 85208.9 24493.1 7223.67 25528.1
internal_count=587699 133483 454216 350556 102088 31395 103660

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 14
split_gain=1840.3 797.116 542.11 366.157 447.438 211.046 21.1969
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0536020100698813e-05 3.7910240888595585 0.008640053682029249
leaf_value=-0.0029270886588432026 0.012459885996489469 -0.0094976458658137374 0.0034483174277559476 -0.068546471861094221 -0.026800704071511045 0.034609441100431841 -0.019677855357338354
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internal_value=-2.66146e-06 0.0026377 -0.000751202 -0.034545 -0.044042 0.0151858 -0.00763674
internal_weight=142375 132265 104139 10110.1 7472.68 28125.2 2637.4
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=18 28 28 38 1 34 21
split_gain=1045.36 825.713 790.421 246.175 125.078 49.5329 20.7773
threshold=-0.020662431605160233 -0.014725709334015845 0.018866457976400856 1.0000000180025095e-35 -0.0026376470923423763 1.5559740066528323 -0.20222809165716168
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
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leaf_count=1685 138664 268942 151786 15189 8044 2849 540
internal_value=-4.59852e-06 0.00102739 -0.00291881 0.0116171 -0.0502383 -0.0585282 -0.0130689
internal_weight=142283 139419 101570 37849.3 2864.2 2341.88 522.314
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Tree=9
num_cat=0
split_feature=48 7 7 1 7 7 0
split_gain=1457.8 585.525 834.774 302.658 233.341 74.946 44.3907
threshold=-1.4875389337539671 -0.0058368276804685584 0.044861363247036941 -0.0026376470923423763 0.063237678259611144 -0.077107463032007204 -0.0027339300140738483
leaf_value=-0.0010506646868423948 0.014789862730023759 -0.0072867856028964893 0.0091648083024500615 -0.045795574287422355 0.024363559051766525 0.0073802154361873847 -0.019926100261135327
leaf_weight=1615.6028165221214 19050.90388213098 59374.373044639826 34354.800046741962 6049.7281562387943 354.06521672010422 19481.530872285366 1928.5865899324417
leaf_count=6772 77539 246092 140476 27277 1506 79658 8379
internal_value=-5.66892e-06 0.00232679 -0.00125674 -0.0310165 -0.0419165 0.0110436 -0.0113218
internal_weight=142210 132262 93729.2 9947.98 6403.79 38532.4 3544.19
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Tree=10
num_cat=0
split_feature=48 47 34 8 8 8 29
split_gain=1336.28 528.797 338.165 259.696 317.703 116.564 47.2213
threshold=-0.72379013895988453 -0.5827713906764983 1.5559740066528323 -0.014864472672343252 0.056312030181288726 0.057788373902440078 -0.05486496910452842
left_child=1 2 -1 6 -5 -3 -2
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internal_weight=142166 31263 16103.1 110903 80516.5 15159.9 30386.4
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Tree=11
num_cat=0
split_feature=48 6 6 28 17 44 28
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threshold=-0.72379013895988453 1.0000000180025095e-35 6.0543263316503733e-05 -0.0035241957521066065 -0.9409729242324828 3.7910240888595585 -0.081908166408538804
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internal_count=587878 133616 89119 454262 277006 177256 44497

Tree=12
num_cat=0
split_feature=48 7 7 28 28 38 7
split_gain=948.357 471.886 699.319 240.241 299.568 216.852 43.1611
threshold=-0.72379013895988453 0.0020101865520700817 0.040770240128040321 -0.0035241957521066065 0.021683344617486004 1.0000000180025095e-35 -0.073202367871999727
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Tree=13
num_cat=0
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split_gain=646.092 447.41 621.649 199.943 225.696 46.634 17.7257
threshold=-0.020219163037836548 -0.0089428424835205061 0.039893422275781638 0.00089833911624737095 6.0539568949025131e-05 -0.23239897191524503 -0.4329931885004043
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Tree=14
num_cat=0
split_feature=48 28 6 1 37 7 9
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threshold=-1.4875389337539671 -0.0035241957521066065 6.0548378314706504e-05 -0.0026376470923423763 0.36435024440288549 0.061627229675650604 -0.01220920169726014
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internal_weight=143308 66352.5 65316.9 76955.3 16574.6 60380.6 1035.61
internal_count=600788 279267 274656 321521 71002 250519 4611

Tree=189
num_cat=0
split_feature=28 17 6 17 28 28 3
split_gain=8.35962 26.6354 12.4893 9.35759 51.7076 14.7018 6.14785
threshold=-2.0459009408950801 -0.86012724041938771 -0.9054386019706725 -0.89186540246009816 -0.16370568424463269 -1.0817925930023191 0.00016424980276497084
leaf_value=0.077332959348459906 0.028501778284283796 0.014163373323848372 -0.013080921125119122 -0.011546515366343477 -0.010521928567804805 0.00021371759219744309 -0.027775071095504578
leaf_weight=46.320791661739349 275.24219320714474 338.02639031410217 183.00323213636875 754.10794007778168 1849.2556014358997 139857.13884240016 4.2902128696441642
leaf_count=226 1246 1370 739 3045 8762 585380 20
internal_value=0.000107646 0.0102454 0.00459426 6.70454e-05 -0.00546616 0.000150647 0.0684231
internal_weight=143307 571.641 521.03 142736 2124.5 140611 50.611
internal_count=600788 2355 2109 598433 10008 588425 246

Tree=190
num_cat=0
split_feature=33 16 27 8 2 2 1
split_gain=7.86059 15.9089 18.5249 11.4437 8.56478 59.4219 11.5874
threshold=2.7485474348068242 0.044377289712429054 0.0050217153038829574 0.014203843660652639 -0.004635357065126299 -0.0046504966448992482 -0.0036749573191627856
leaf_value=0.00015303430828685267 0.0019614982800944827 0.0051783726124883384 -0.014795254858421035 -0.019766594230106935 -0.0012987744348083943 -0.0079181560019411235 0.0012620529967965644
leaf_weight=63430.571642793715 2514.9096849858761 164.14449658989906 571.25614735484123 619.5605183839798 16369.406541734934 7163.0237006023526 52305.994103252888
leaf_count=261571 10572 689 2453 2562 68674 35653 217904
internal_value=-0.000119979 -0.00385426 -0.00114021 -0.014542 -1.62141e-05 -0.000665937 0.000651656
internal_weight=143139 3869.87 3086.17 783.705 139269 70593.6 68675.4
internal_count=600078 16276 13025 3251 583802 297224 286578

Tree=191
num_cat=0
split_feature=6 0 50 27 20 33 1
split_gain=10.9894 15.6013 14.5502 10.401 10.0576 25.0806 11.1519
threshold=2.371862649917603 0.0079743834212422388 0.4223229736089707 0.0048840451054275045 -0.027878073975443837 -0.393197551369667 -0.010608994401991366
leaf_value=-0.0035905872341369912 -0.048032307608623308 0.084827084280873141 -0.0022645203960363972 0.008096729638956553 0.00081174044930898339 0.0022531176652367483 -0.0011077319301830548
leaf_weight=6465.4124934561551 63.489058300852776 12.549409061670302 214.95333091914654 1858.6101739928126 29249.603304535151 26112.270799133927 79150.636029202491
leaf_count=30399 313 54 1092 7883 119782 110226 330329
internal_value=-0.00010996 0.0058508 -0.0127003 0.00861134 -0.000200849 0.00109337 -0.000589801
internal_weight=143128 2149.6 278.442 1871.16 140978 32577.7 108400
internal_count=600078 9342 1405 7937 590736 140625 450111

Tree=192
num_cat=0
split_feature=35 9 46 48 20 9 1
split_gain=6.94489 24.9302 25.9559 14.9382 9.42505 15.1045 13.9469
threshold=-1.2374798059463499 -0.091653909534215913 -0.0046810016501694909 -0.33299300819635386 0.018170196563005451 0.029579650610685352 -0.015931338071823117
leaf_value=0.010523237053770023 0.0036057036415480925 -0.0062117898611992028 0.0012733046580874739 0.00065237921273501105 0.00014399812330735082 -0.0057533689795779084 0.00013308089678363316
leaf_weight=1251.4342736750841 8908.7395700365305 9375.3569281026721 5018.7892637550831 7980.7699737995863 8678.7676769345999 4737.047037422657 97169.929024361074
leaf_count=5084 36518 39710 22510 32123 36011 19138 408984
internal_value=-0.000100769 -0.00141671 -0.00360197 0.00199038 0.000159417 -0.00193833 0.00042472
internal_weight=143121 23626.4 14394.1 9232.2 119494 13415.8 106079
internal_count=600078 99427 62220 37207 500651 55149 445502

Tree=193
num_cat=0
split_feature=6 17 0 24 8 34 1
split_gain=9.21373 13.5325 12.0049 8.8037 15.0363 10.9039 5.67225
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 0.10144596546888353 -0.0056424618232995263 -0.99756887555122364 -0.00045897201925981784
leaf_value=-0.00039483054003885932 -0.10507056399325383 -0.01057404503629112 0.0083135207148651597 -0.0035865435764174457 0.0020618144702949644 -0.00046015141329607548 0.020156609877514893
leaf_weight=54190.230056263506 10.999474562704561 272.08927822113037 1864.9633793532848 9292.8149232491851 26021.382951393723 51460.808807559311 3.32332520186901
leaf_count=229973 70 1371 7880 38641 106426 215696 21
internal_value=-9.23369e-05 0.00536336 0.00590876 -0.0001756 0.000402128 -0.000938361 -0.0760141
internal_weight=143117 2151.38 2137.05 140965 80211.6 60753.6 14.3228
internal_count=600078 9342 9251 590736 336399 254337 91

Tree=194
num_cat=0
split_feature=6 17 0 29 6 35 28
split_gain=7.7206 11.8877 10.072 8.61986 20.2599 8.29105 3.40763
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 -0.22357961535453794 1.1264142394065859 -1.6251586079597471 0.37684145569801336
leaf_value=0.0017024261366258692 0.0035992999893415898 -0.0097233713965069139 0.0076032653302971842 -0.0074738704897257336 -0.0069804036330033655 -0.00042527785876975258 -0.096079200093874911
leaf_weight=27730.775774676353 3.1420833840966216 271.08445652574301 1867.7583182305098 1190.2471794858575 2035.3274978995323 110002.90472392738 10.529604084789751
leaf_count=119953 22 1371 7880 5559 9077 456147 69
internal_value=-8.46228e-05 0.00490814 0.00540723 -0.000160865 0.00110872 -0.000500728 -0.0731707
internal_weight=143112 2152.51 2138.84 140959 29766.1 111193 13.6717
internal_count=600078 9342 9251 590736 129030 461706 91

Tree=195
num_cat=0
split_feature=48 7 7 1 1 48 51
split_gain=8.8512 18.0581 24.9696 12.7896 55.5298 19.2233 8.10618
threshold=0.42069473117589956 -0.041823862120509141 0.0030745218973606829 -0.0037464592605829235 -0.0036749573191627856 -0.70983687043189991 -0.13725738972425458
leaf_value=0.0032827471660828913 0.00042300251903470011 0.0050323866862475161 0.00029509602503086124 -0.0075450754833941138 -0.00016554313322756763 -0.00064191111130348845 -0.0033081650944381692
leaf_weight=12684.450046472251 8174.571106210351 11975.362384423614 22793.654675468802 8684.5261033214629 41947.554317891598 28800.835775196552 8259.9585012346506
leaf_count=54507 32850 49294 92166 43690 177628 117356 33466
internal_value=-4.32159e-05 0.000842198 0.00192674 -0.000535374 -0.0014313 0.000558084 -0.00145227
internal_weight=143321 51203.5 34769 92117.4 50632.1 41485.3 16434.5
internal_count=600957 207776 141460 393181 221318 171863 66316

Tree=196
num_cat=0
split_feature=6 25 19 12 55 43 45
split_gain=8.89545 15.5139 9.45385 8.82467 8.3654 15.6844 10.8936
threshold=-3.7249670028686519 0.88173732161521923 -0.024141530506312844 -0.14012638479471204 0.53411155939102184 0.66967812180519115 0.17919377982616427
leaf_value=0.068063876063624171 0.00032710554914344616 0.0076760799923414067 0.0016028650876041483 0.057082530635105523 -0.00067626908721825309 -0.0085323061385352179 0.015983898049332954
leaf_weight=15.607874438166617 93872.301109239459 40.497354045510292 465.90639933943748 68.921783402562141 46670.013891179115 1864.8070756644011 314.61308732628822
leaf_count=77 393131 169 1928 279 195983 8102 1288
internal_value=-3.9658e-05 0.0102452 0.00375714 0.0387966 -8.22418e-05 -0.000978114 0.000379404
internal_weight=143313 590.933 481.514 109.419 142722 48534.8 94186.9
internal_count=600957 2453 2005 448 598504 204085 394419

Tree=197
num_cat=0
split_feature=17 13 12 6 0 23 16
split_gain=7.89591 11.8408 11.2406 8.36313 36.9914 21.8096 7.34121
threshold=3.7556935548782353 -0.85261079668998707 0.86757999658584606 -0.0032315314747393127 -0.0022947916295379396 -0.027622920460999009 -0.2192258685827255
leaf_value=-0.00014319933346958698 0.073247146649257563 -0.017760015474579144 0.00084237022737617762 -0.013330197613261657 -0.0068541362144380431 0.00064675271004728334 0.005706410437844746
leaf_weight=59706.040855258703 34.832162201404572 100.13713995367289 26.746173456311226 796.13653480261564 6418.5582266487181 74678.721791759133 1551.5108223445714
leaf_count=243029 141 415 108 3852 36723 310058 6631
internal_value=-3.63438e-05 0.00563207 0.0417986 -0.000104926 -0.000794614 0.000499319 0.00428367
internal_weight=143313 1713.23 61.5783 141599 66124.6 75474.9 1651.65
internal_count=600957 7295 249 593662 279752 313910 7046

Tree=198
num_cat=0
split_feature=53 18 49 6 6 25 16
split_gain=8.10767 17.3435 12.2217 11.999 8.7005 12.1182 7.22236
threshold=-0.056010695174336426 -0.02126310300081968 -0.25953947752714152 -0.0032315314747393127 -3.7249670028686519 0.88173732161521923 -0.1068240739405155
leaf_value=0.0043164460518278578 0.020822949632998699 0.011326611875909179 -0.00070063959544017067 0.090059112487041945 -0.0015574574771924402 0.035383575834278369 9.6767791795098946e-05
leaf_weight=475.09850968420506 56.433801759034395 894.06192533671856 1789.1188926026225 25.707472793757915 22118.910671152174 108.89858992397785 117827.06052079052
leaf_count=1975 395 3807 7716 124 91246 445 495249
internal_value=-3.33574e-05 0.0044709 0.00330696 0.0424916 -0.000121991 0.0101096 -0.000164688
internal_weight=143295 2765.32 2683.18 82.1413 140530 583.997 139946
internal_count=600957 12042 11523 519 588915 2420 586495

Tree=199
num_cat=0
split_feature=28 44 23 38 55 35 28
split_gain=7.57407 44.7385 21.5193 18.9035 28.8795 18.7441 12.5324
threshold=0.13853999972343448 1.0000000180025095e-35 -0.059369843453168862 1.0000000180025095e-35 -0.28788721561431879 -1.4442537426948545 0.0039976737461984166
leaf_value=-0.00059904005597481811 0.014621763102157757 -0.038942133757472776 -0.010288541866337455 0.010242713275169032 -0.00089978179404414087 -0.0005954434868688603 0.0012816089265919146
leaf_weight=89828.494705528021 607.7512215077877 204.24356104433537 1956.6866195946932 3211.4492546021938 3356.8909650295973 9484.8427895158529 34644.843132115901
leaf_count=381057 2444 1097 8119 13217 14162 38150 142711
internal_value=-3.05849e-05 -0.0020277 -0.0129968 0.000156162 0.0045481 0.000320899 -7.55963e-05
internal_weight=143295 12253.5 2160.93 131042 6568.34 10092.6 124473
internal_count=600957 49810 9216 551147 27379 40594 523768

end of trees

feature_importances:
Column_6=155
Column_7=108
Column_28=98
Column_17=80
Column_48=79
Column_8=74
Column_9=50
Column_23=48
Column_1=47
Column_34=47
Column_21=45
Column_12=40
Column_0=39
Column_18=33
Column_33=29
Column_16=28
Column_55=28
Column_47=24
Column_5=20
Column_13=20
Column_24=19
Column_29=19
Column_45=18
Column_46=18
Column_25=17
Column_14=14
Column_26=14
Column_27=13
Column_35=13
Column_37=13
Column_2=12
Column_22=12
Column_3=11
Column_11=11
Column_19=11
Column_20=11
Column_31=11
Column_44=11
Column_38=10
Column_4=9
Column_50=9
Column_51=9
Column_53=8
Column_49=7
Column_43=6
Column_15=2

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: 0.084]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[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

objective=binary metric=binary_logloss num_leaves=31 max_depth=3 learning_rate=0.084 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=901 910 913 927 914 910 912 914 913 911 923 911 916 915 921 925 917 926 919 923 915 927 927 931 922 928 913 914 910 907 920 920 906 922 820 937 915 837 826 921 928 919 906 914 911 914 915 914 915 912 916 917 908 902 909 903 911 912 920 911 905 918 917 911 908 906 913 910 911 909 911 904 915 920 920 916 917 905 903 901 913 911 926 920 919 918 922 925 924 925 909 915 913 916 912 915 923 924 917 909 917 916 912 918 911 914 906 920 912 921 912 912

Tree=0
num_cat=0
split_feature=45 17 0 55 34 0 49
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 0.0378807 0.0249231
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.00014868218383498879 0.00019935781542514437 0.0018646733412176614 0.060380311649805916 0.00014716467368486262 0.0022225793513500824 8.7907036164895579e-05 9.9139951421407384e-05
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.80149e-05 0.000688312 0.0119588 9.57695e-05 0.000271094 9.22551e-05 0.000147329
internal_weight=587687 2227 102 585460 11505 573955 2125
internal_count=587687 2227 102 585460 11505 573955 2125

Tree=1
num_cat=0
split_feature=45 17 33 55 34 0 49
split_gain=0.0926282 1.61465 7.84106 0.0428968 0.330871 0.031784 0.0209119
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.056600228705327035 8.8238229012239502e-05 0.0016136672679688141 -0.00099871303330830948 4.0429320192153203e-05 0.0019415092177269167 -1.3850679880697093e-05 -3.5613340540281352e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-4.59185e-06 0.000536121 0.0108599 -6.64864e-06 0.000153949 -9.86783e-06 4.05795e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 27
split_gain=0.0777202 1.35479 7.42242 0.0341921 0.210649 0.0299589 0.0185539
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16744337230920794
leaf_value=-0.001590036433681639 0.00081769512283345945 8.2641324707308781e-05 0.054450209933798767 -1.2800219096390635e-05 1.1805877865887506e-05 0.00016299789907339314 -0.0013177186241145652
leaf_weight=81 2517 2056 21 550798 25219 6926 69
leaf_count=81 2517 2056 21 550798 25219 6926 69
internal_value=-4.20614e-06 0.000491086 0.00994766 -6.09015e-06 8.49391e-05 -1.06171e-05 3.71708e-05
internal_weight=587687 2227 102 585460 27736 557724 2125
internal_count=587687 2227 102 585460 27736 557724 2125

Tree=3
num_cat=0
split_feature=55 26 26 33 13 13 13
split_gain=0.0354626 0.315138 13.714 0.119489 0.0287235 0.232982 0.0174281
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.5233278092144481e-05 -0.00012649403127803807 -5.3645175611226995e-05 0.065675280402725786 0.0010542489105881247 -7.7737329330103293e-06 0.00089708304317680601 -6.0672837655461864e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-3.85282e-06 0.000141224 0.00173735 2.16724e-05 -6.78767e-06 5.31839e-05 -1.26545e-05
internal_weight=587687 11653 812 10841 576034 51330 524704
internal_count=587687 11653 812 10841 576034 51330 524704

Tree=4
num_cat=0
split_feature=45 24 5 0 55 34 0
split_gain=0.0640491 0.5834 9.61457 0.0301867 0.0298996 0.275404 0.0215681
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 0.10345410183072092 2.0211037397384648 1.468370318412781 -0.034956371411681168
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Column_15=57
Column_7=41
Column_16=41
Column_20=41
Column_4=40
Column_51=38
Column_9=33
Column_46=33
Column_49=33
Column_5=32
Column_0=31
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Column_6=5
Column_34=5
Column_10=4
Column_12=3
Column_48=2
Column_11=1
Column_25=1
Column_27=1
Column_50=1

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.084 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50