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lgb_model
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tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=8
objective=regression
feature_names=1 2 3 4 5 6 7 8 9
feature_infos=[250:900] [0:99] [1:31.74824973581978] [0:42] [0:17.864640831832958] [0:1] [0:1] [0:70] [1:31.74824973581978]
tree_sizes=5972 6185 6095
Tree=0
num_leaves=69
num_cat=0
split_feature=6 6 6 2 2 6 6 2 2 6 2 2 2 2 4 6 2 6 2 6 6 1 6 4 0 4 6 4 6 6 6 2 2 1 2 2 4 4 3 2 6 6 0 2 6 2 6 6 5 1 6 4 6 2 4 2 2 4 4 6 0 0 7 7 1 1 5 0
split_gain=112.382 28.5693 15.7906 7.2829 3.66487 3.69851 2.88356 2.2236 1.75112 1.5485 1.10779 0.981462 0.7934 0.747525 0.729031 0.460238 0.432113 0.40352 0.398004 0.352606 0.311461 0.259278 0.24991 0.225343 0.215726 0.199354 0.185088 0.14993 0.184156 0.143685 0.175465 0.14034 0.135215 0.134361 0.11645 0.111996 0.228276 0.111652 0.112175 0.110261 0.0966225 0.0955214 0.0874254 0.0848287 0.0817802 0.0799465 0.0777082 0.0718664 0.07139 0.0706778 0.0677053 0.0635502 0.0551704 0.0547626 0.0544332 0.0507701 0.0494119 0.0458946 0.0382702 0.0297294 0.0267077 0.0237939 0.0328187 0.0220546 0.0212075 0.0120614 0.0107103 0.00264861
threshold=0.48475518146830909 0.19965148308872774 0.72605458130522171 15.478752407238462 20.945068748987556 0.32294665286359725 0.58060525682786102 3.3672365000000002 12.541585956675414 0.10781136710298801 19.759726374054623 6.8045632630195643 5.13823282285 13.165338377975152 5.3298072021427618 0.83728588931912185 25.723796552336534 0.38771017301774341 5.9840858381644999 0.40290071636750052 0.26154188301356024 3.5000000000000004 0.64382841660086221 7.0524647602615635 625.00000000000011 1.8570134178500002 0.58788173160157997 5.0329047716180373 0.51525764780459971 0.39512713611744216 0.46088779407932862 21.316716686517925 11.235610539563625 1.5000000000000002 9.1212411669498543 6.8045632630195643 1.0000000180025095e-35 0.95545000000000002 1.0000000180025095e-35 9.1212411669498543 0.79035160443300134 0.52307854288570643 375.00000000000006 4.2662194050000002 0.49193661377657655 17.037939395771549 0.13851935346190142 0.42692930128163736 0.70710784313725505 2.5000000000000004 0.2327355413199628 4.0991744515558599 0.3385132660237492 17.526801213898398 1.9500072783814855 9.8476039319413591 17.526801213898398 1.7448359203144999 7.3394689112218359 0.37270402526264323 625.00000000000011 625.00000000000011 1.5000000000000002 3.5000000000000004 4.5000000000000009 2.5000000000000004 0.24038461538461539 375.00000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 6 5 11 27 33 15 12 26 42 43 17 22 34 47 21 -11 59 25 37 49 -17 58 50 56 41 -29 -19 51 -12 -22 61 40 64 -37 -7 52 46 -4 44 -3 65 -2 -21 -20 -6 -24 -8 -13 63 -39 -28 -46 -23 -5 66 -16 -15 -30 62 67 -31 -14 -9 -44 -1
right_child=2 4 8 10 16 13 14 9 -10 18 31 20 35 19 24 23 -18 29 39 45 32 55 48 -25 -26 -27 53 28 60 30 -32 -33 -34 -35 -36 36 -38 38 -40 -41 -42 -43 57 -45 54 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 -64 -65 -66 -67 -68 -69
leaf_value=0.31625348636908157 0.33938692352744315 0.32548166038542892 0.35338625238104238 0.33144385417397149 0.31539779187097455 0.33138216292867623 0.34725046416926431 0.31067393423381151 0.34239518373218936 0.31610454608658789 0.325578771092425 0.31656315154434572 0.30590920499864604 0.32016810639341536 0.34510094005870018 0.36287410718838958 0.30929972729044791 0.33418720991871703 0.3105628866584908 0.32780133552590018 0.32259577797118039 0.32602348823631166 0.35177109421555031 0.35638607318037507 0.33928593682802111 0.31394858273748194 0.33550395711584524 0.33145519068834889 0.33770387633329491 0.32918199861814806 0.33347443805256732 0.3208365805712573 0.31825670181207011 0.31218617062213927 0.35126330302533537 0.30008385851383701 0.30519230591848967 0.32789601036997296 0.32542280154090109 0.30858886097088828 0.35702998334552249 0.34046772886685339 0.32440436340354423 0.30756210673202722 0.33745232177825535 0.32471365508354366 0.3138471027598449 0.31876522561608295 0.34811840704577784 0.34377907147134285 0.32013257420936014 0.3276547163513967 0.33086214046333595 0.33227234106900899 0.33470505248156401 0.32335457309251076 0.32872894055480228 0.32113867598550438 0.3425525720599969 0.32252677849662814 0.33563197051501936 0.31411935566595689 0.31428809573460148 0.33111195282013212 0.30422687339807569 0.30935720168660563 0.32298888275501186 0.31567763755079536
leaf_weight=190 109 206 153 124 160 121 107 188 110 186 146 102 186 110 118 114 111 100 196 197 159 196 114 101 188 187 108 101 107 117 117 109 131 212 107 176 174 158 124 168 139 103 105 210 155 146 114 105 101 130 111 177 104 102 135 112 146 106 118 104 149 192 167 120 126 111 109 140
leaf_count=190 109 206 153 124 160 121 107 188 110 186 146 102 186 110 118 114 111 100 196 197 159 196 114 101 188 187 108 101 107 117 117 109 131 212 107 176 174 158 124 168 139 103 105 210 155 146 114 105 101 130 111 177 104 102 135 112 146 106 118 104 149 192 167 120 126 111 109 140
internal_value=0.325777 0.31802 0.341028 0.337221 0.32388 0.324971 0.340755 0.310319 0.354015 0.308322 0.328878 0.320621 0.306134 0.327612 0.344792 0.356096 0.314538 0.328811 0.31218 0.3245 0.31814 0.327341 0.347586 0.359826 0.341813 0.316331 0.331708 0.336638 0.335071 0.33071 0.330055 0.323552 0.320636 0.314388 0.354086 0.303852 0.302623 0.328732 0.327901 0.310652 0.355121 0.337752 0.323875 0.309103 0.337051 0.326487 0.311771 0.316732 0.350055 0.345346 0.318423 0.329088 0.329073 0.333934 0.336173 0.325053 0.329976 0.32284 0.343827 0.321314 0.336498 0.315065 0.315431 0.330159 0.30523 0.310185 0.323683 0.316009
internal_weight=0 6331 3194 2470 3595 3219 1735 2736 724 1835 735 1216 1171 2003 876 614 376 1446 664 557 690 815 452 215 424 400 480 859 357 631 531 255 290 901 399 662 350 507 386 478 292 502 526 509 399 343 310 265 215 237 213 414 262 210 290 308 270 320 236 214 256 689 497 237 312 299 214 330
internal_count=9525 6331 3194 2470 3595 3219 1735 2736 724 1835 735 1216 1171 2003 876 614 376 1446 664 557 690 815 452 215 424 400 480 859 357 631 531 255 290 901 399 662 350 507 386 478 292 502 526 509 399 343 310 265 215 237 213 414 262 210 290 308 270 320 236 214 256 689 497 237 312 299 214 330
is_linear=0
shrinkage=1
Tree=1
num_leaves=68
num_cat=0
split_feature=6 6 6 2 2 6 6 2 2 6 2 2 2 4 2 6 6 2 2 2 6 6 0 6 4 2 6 7 4 5 0 2 1 6 2 4 2 4 3 0 2 5 6 6 7 5 1 6 6 6 6 6 6 6 4 5 6 6 6 0 7 1 1 5 5 5 0
split_gain=91.0295 23.1412 12.7904 5.89915 2.97243 2.96961 2.33688 1.80112 1.44479 1.25428 0.909048 0.814095 0.707742 0.664974 0.64265 0.377871 0.377372 0.322381 0.300764 0.291009 0.258244 0.200694 0.196626 0.19433 0.170257 0.157136 0.146306 0.145764 0.134309 0.203861 0.131414 0.112553 0.10883 0.101976 0.0907117 0.184898 0.0893074 0.0762559 0.0745856 0.0708146 0.0687073 0.0672402 0.0666929 0.0629405 0.0600404 0.0578205 0.0548654 0.0548397 0.0501783 0.0472935 0.0449605 0.0396882 0.0386703 0.0374043 0.0371738 0.0324955 0.0286233 0.0276869 0.019972 0.0192705 0.0265808 0.0171735 0.0097663 0.00867488 0.00773429 0.00619946 0.00214323
threshold=0.48475518146830909 0.19965148308872774 0.72605458130522171 15.478752407238462 21.677215185922389 0.32294665286359725 0.57573140218735253 3.3672365000000002 11.235610539563625 0.10781136710298801 19.339924096963529 6.8045632630195643 14.357266879836818 5.3298072021427618 5.13823282285 0.38032449955536479 0.83728588931912185 5.9840858381644999 9.8476039319413591 25.723796552336534 0.26154188301356024 0.40290071636750052 625.00000000000011 0.64382841660086221 1.8570134178500002 21.316716686517925 0.59348753617599448 4.5000000000000009 0.95545000000000002 0.19090909090909094 625.00000000000011 11.235610539563625 1.5000000000000002 0.51333819461180374 6.8045632630195643 1.0000000180025095e-35 9.1212411669498543 0.9850000000000001 1.5000000000000002 375.00000000000006 4.2662194050000002 0.93541666666666667 0.43261681107248595 0.13851935346190142 2.5000000000000004 0.70710784313725505 4.5000000000000009 0.2327355413199628 0.50240818687979016 0.43921958636536684 0.44316397074817299 0.79035160443300134 0.53474048218832027 0.39512713611744216 1.7448359203144999 0.6858552631578948 0.49238578680203049 0.40669631244361421 0.54530398926918067 625.00000000000011 1.5000000000000002 4.5000000000000009 2.5000000000000004 0.24038461538461539 0.63484848484848488 0.57979626485568769 375.00000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 3 6 5 11 27 32 16 14 26 39 15 23 40 18 41 -11 28 57 24 -14 55 44 47 -12 52 48 -7 37 42 -22 59 -29 61 -36 43 -30 -31 -3 62 51 53 -19 -8 -25 -32 -13 56 -48 -23 -4 -5 -17 63 -15 -2 -6 -35 60 66 -16 -9 -41 -24 -50 -1
right_child=2 4 8 10 19 12 13 9 -10 17 25 20 21 22 34 30 -18 36 -20 -21 31 50 64 45 -26 -27 -28 33 29 38 46 -33 -34 58 35 -37 -38 -39 -40 54 -42 -43 -44 -45 -46 -47 49 -49 65 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 -64 -65 -66 -67 -68
leaf_value=-0.0085710707453129781 0.010749497688282487 -0.00026571387847666706 0.023868575409260732 0.0027533488344934028 -0.0097105973280090449 0.0050447383490949569 0.015847215881125417 -0.013592668002193551 0.017318430207808506 -0.0087051171438824754 0.00029876505431354345 -0.0082923721401143222 -0.0044691158183277867 0.015170619079194845 -0.01788092423462611 0.0061778610413570148 0.031464852524840936 -0.013692610952181626 -0.0028169712630405157 -0.014829453984501272 -0.0028630083513836238 -0.0014847666743771388 0.011282715623443178 0.023394777642010822 -0.010730427971805569 -0.0044462864021273417 0.0079665856651002561 0.0058653397498774932 0.001458744921266515 -0.0024948248860802349 0.0045132789224817497 -0.0068135948880600847 -0.012231655155614814 0.0084397182832849429 -0.023123736362875229 -0.018526133417202346 -0.015469233889367549 0.0050148580414137852 0.00088525244085135293 -0.001235281374974881 -0.016393312922694619 0.028061084726418384 0.0077667451654261218 -0.010736816636598749 0.0190246245323984 0.020107359420605164 0.00081223950518066659 -0.0050798918428933892 0.012421854387257396 0.0035069993996631184 0.00092507041368643369 0.026371308261182627 0.0052454869180607495 0.003692283863346418 -0.0041744003089494051 0.017525375448669278 0.008644681122853274 -0.0075004221377272572 0.010342279657882803 -0.010491788522440031 -0.010339922644442048 -0.019395023128851493 -0.014777727524664531 -0.0025092142072472706 0.012528830020989565 0.011346156599512228 -0.0090893350933612393
leaf_weight=190 153 206 130 106 111 121 100 188 169 186 194 102 176 142 186 104 192 196 159 111 159 150 100 114 191 109 175 129 109 115 148 132 212 109 176 174 168 135 151 105 210 109 102 114 147 101 136 111 114 125 160 124 151 145 106 100 112 116 112 192 167 126 111 109 100 102 140
leaf_count=190 153 206 130 106 111 121 100 188 169 186 194 102 176 142 186 104 192 196 159 111 159 150 100 114 191 109 175 129 109 115 148 132 212 109 176 174 168 135 151 105 210 109 102 114 147 101 136 111 114 125 160 124 151 145 106 100 112 116 112 192 167 126 111 109 100 102 140
internal_value=0 -0.00698151 0.0137256 0.0102995 -0.0017072 -0.000780886 0.0134804 -0.0139117 0.025414 -0.0157096 0.00279104 -0.00468005 0.00155746 0.0169991 -0.0176784 0.00260146 0.0278791 -0.0122376 0.00107001 -0.0106332 -0.00692642 -0.00177216 0.0142262 0.019652 -0.00856244 -0.00140816 0.00573634 0.00965252 0.00204947 0.0013388 0.00419336 -0.00465507 -0.0102501 0.00809977 -0.0197326 -0.0208381 -0.0136121 0.00342632 -0.000576013 -0.00171192 -0.0150066 0.0259825 0.00561285 -0.0126057 0.0177383 0.0218505 0.00297513 -0.00661832 0.0107824 0.00210288 -0.00024094 0.0250904 0.00421765 0.00473049 -0.00264288 0.0161437 0.00985996 -0.00858122 0.00940397 -0.0096404 -0.00931147 -0.0184924 -0.0140326 -0.00188421 0.0119058 0.0119139 -0.00879098
internal_weight=0 6331 3194 2470 3595 3257 1735 2736 724 1835 735 1221 2036 904 1171 1550 555 664 790 338 695 486 442 462 404 303 432 831 631 510 760 291 901 350 662 350 478 244 266 526 509 363 351 310 247 215 409 213 481 261 310 254 257 249 320 242 265 227 221 689 497 312 299 214 200 216 330
internal_count=9525 6331 3194 2470 3595 3257 1735 2736 724 1835 735 1221 2036 904 1171 1550 555 664 790 338 695 486 442 462 404 303 432 831 631 510 760 291 901 350 662 350 478 244 266 526 509 363 351 310 247 215 409 213 481 261 310 254 257 249 320 242 265 227 221 689 497 312 299 214 200 216 330
is_linear=0
shrinkage=0.1
Tree=2
num_leaves=67
num_cat=0
split_feature=6 6 6 2 2 2 6 2 6 6 6 2 2 2 2 2 6 6 2 2 2 6 5 4 6 7 5 6 6 6 1 2 4 6 2 6 6 7 2 4 2 7 3 4 5 6 4 4 6 6 4 2 0 3 2 6 6 7 6 0 4 7 1 2 0 0
split_gain=74.7102 18.9057 10.3077 4.49535 2.58752 2.18789 1.40839 1.44862 1.37498 1.35538 0.691077 0.679357 0.490943 0.453454 0.409849 0.39185 0.333919 0.31902 0.307157 0.294423 0.289764 0.259047 0.227834 0.163963 0.16222 0.153515 0.169104 0.144366 0.118922 0.109715 0.101796 0.099936 0.121393 0.0978143 0.0947586 0.094695 0.0945151 0.0834965 0.0830877 0.0793326 0.0749588 0.0749344 0.0892361 0.0713545 0.190383 0.12987 0.074977 0.0670693 0.0618359 0.0739328 0.0588383 0.0518078 0.051183 0.0496045 0.046982 0.0373064 0.0310339 0.0260931 0.0259099 0.0253905 0.0211626 0.0176426 0.015712 0.00599343 0.00105679 0.000512937
threshold=0.48475518146830909 0.23867738933755392 0.69656236702204333 15.478752407238462 20.166934582832983 13.770378226635897 0.18170407705400096 3.3672365000000002 0.32294665286359725 0.57573140218735253 0.10781136710298801 19.759726374054623 9.8476039319413591 11.235610539563625 12.541585956675414 6.8045632630195643 0.83728588931912185 0.38032449955536479 24.737830585494688 4.2662194050000002 9.1212411669498543 0.38771017301774341 0.62284482758620696 0.95545000000000002 0.28710889243569243 2.5000000000000004 0.59449404761904778 0.64382841660086221 0.5530200369089181 0.44316397074817299 1.5000000000000002 5.9840858381644999 1.0000000180025095e-35 0.40669631244361421 21.677215185922389 0.53812351324532648 0.1431496414340743 4.5000000000000009 9.8476039319413591 4.5173737477050651 7.6004263651289774 1.5000000000000002 1.0000000180025095e-35 0.95545000000000002 0.44058823529411767 0.34349173526041238 1.8544329050000001 1.6208410106247466 0.39512713611744216 0.41818306522092236 5.8300429005422538 5.9840858381644999 625.00000000000011 1.5000000000000002 18.000997177481448 0.4923857868020306 0.50480443182609769 1.5000000000000002 0.19408946705088398 625.00000000000011 6.9798895881878904 3.5000000000000004 1.5000000000000002 5.13823282285 375.00000000000006 375.00000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 9 8 12 7 30 15 22 19 28 16 21 27 41 25 -15 33 62 47 43 35 36 38 -4 -27 39 -5 50 57 61 40 -6 -13 37 -12 55 -17 53 -33 -3 64 -10 45 46 -45 58 -23 -50 -19 -29 -51 -11 -30 -2 -57 59 -8 65 -31 63 -9 -21 -43 -1
right_child=2 4 5 11 18 -7 20 10 13 14 23 34 -14 17 -16 24 -18 29 -20 31 -22 48 -24 -25 -26 26 -28 51 54 60 -32 32 -34 -35 -36 -37 -38 -39 -40 -41 -42 42 -44 44 -46 -47 -48 -49 49 52 -52 -53 -54 -55 -56 56 -58 -59 -60 -61 -62 -63 -64 -65 -66 -67
leaf_value=-0.008233111024156272 0.0099640955795742264 -0.0033046300339191676 0.020681415692987482 0.00262861313121276 -0.0086002186763719513 0.0090856705875425586 -0.0055478948053678777 -0.014264733039593717 0.0036998654989300809 0.017394556365279343 -0.011510126594500385 -0.000315721832651969 0.019186823315115158 -0.0038721169050946317 0.010539552420312681 -0.0052546785783138764 0.028639544041159398 0.0014680353609199423 -0.012187879387277306 -0.014939127310445345 -0.010836115425581654 0.0067056835537557744 0.012361824591974236 -0.013974121943161661 -0.0029682960970594816 0.021701386840400256 0.027011247937099858 0.01900254969051577 0.0070024761048341991 0.0035931807240780485 -0.011731812868750583 -0.017754751256022064 -0.016040864191722862 -0.0046284440535984501 -0.0042675471100718501 0.010180474112557221 -0.0078261211081657196 0.0057938833264443903 -0.0087801563765520074 0.012894243385615584 -0.021139166414559547 -0.0012299862892150315 0.0021027247330884027 0.0019920047297025188 -0.0024403679089980241 0.0039436325573392848 -0.001479197487245912 -0.0072588285888710207 0.0017716955390740209 0.0060754868669803249 -0.0013943988421108409 0.016198334947678149 0.0033980105831806955 0.01433389017424269 0.0043351285655442119 0.006402347137619154 0.0088153506110374147 -0.010175619543174899 -0.0032987203997047899 -0.0098845136483201642 0.0016128992480238498 -0.016776027916895069 -0.0127757618454915 -0.015903870573603787 -0.0016702895906693946 -0.0084856522883824496
leaf_weight=196 107 111 133 189 114 120 101 120 121 105 193 152 187 196 188 151 181 113 148 123 149 100 157 183 184 100 150 136 159 106 208 129 170 136 101 170 109 190 120 159 133 113 105 145 124 193 109 138 114 148 197 128 138 107 113 101 113 200 104 155 110 163 174 137 106 146
leaf_count=196 107 111 133 189 114 120 101 120 121 105 193 152 187 196 188 151 181 113 148 123 149 100 157 183 184 100 150 136 159 106 208 129 170 136 101 170 109 190 120 159 133 113 105 145 124 193 109 138 114 148 197 128 138 107 113 101 113 200 104 155 110 163 174 137 106 146
internal_value=0 -0.00639021 0.0123187 0.00890609 -0.00103186 0.021624 -0.0120509 -0.0129998 3.91193e-05 0.0117585 -0.0147774 0.00227039 0.0236274 0.00154914 0.014641 -0.00320827 0.0250997 -0.000428564 -0.0085772 -0.0161136 -0.00715395 0.00274706 0.00892759 -0.0116119 -0.00525993 0.0234268 0.0248874 0.0158553 0.00455552 0.000854563 -0.00979015 -0.0170523 -0.0181223 -0.00643962 -0.00189338 0.00813583 -0.0101805 0.00745559 -0.00681582 0.0145832 -0.0194728 -0.00106225 -0.000293991 0.00149394 0.00102646 0.00198821 0.000502346 -0.00555437 0.00448135 0.00392524 -0.000350956 0.017643 0.0047836 0.0158498 0.0058944 0.00843911 0.00767656 -0.0092107 -0.00440691 -0.00882237 0.00258476 -0.0159595 -0.0133835 -0.0154475 -0.00144316 -0.00834096
internal_weight=0 6233 3246 2375 3202 871 3031 2539 2804 1661 1634 714 751 1914 823 890 564 722 398 1149 492 1192 838 485 455 383 250 635 461 526 905 855 432 250 253 681 302 511 271 371 262 435 324 692 571 447 254 343 500 400 310 264 286 212 272 321 214 697 205 497 216 423 294 260 219 342
internal_count=9479 6233 3246 2375 3202 871 3031 2539 2804 1661 1634 714 751 1914 823 890 564 722 398 1149 492 1192 838 485 455 383 250 635 461 526 905 855 432 250 253 681 302 511 271 371 262 435 324 692 571 447 254 343 500 400 310 264 286 212 272 321 214 697 205 497 216 423 294 260 219 342
is_linear=0
shrinkage=0.1
end of trees
feature_importances:
7=71
3=55
5=24
1=14
6=12
2=11
8=10
4=4
parameters:
[boosting: gbdt]
[objective: regression]
[metric: rmse]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 20]
[learning_rate: 0.1]
[num_leaves: 253]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 100]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.84884]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 2]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0.000122471]
[lambda_l2: 3.90687e-05]
[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: 4]
[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]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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]
[objective_seed: 5]
[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: ]
[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:[]