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lgb_model1
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lgb_model1
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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=6326 6808 6745
Tree=0
num_leaves=73
num_cat=0
split_feature=6 6 6 2 2 2 6 2 6 6 6 2 2 2 2 2 6 2 2 6 2 2 6 2 2 2 4 7 6 4 4 6 6 2 1 4 6 7 6 4 2 6 7 4 2 2 4 6 6 4 5 5 6 1 6 2 7 0 6 6 0 7 1 6 6 2 6 2 1 6 3 0
split_gain=116.034 30.9046 16.4525 6.08651 4.56889 3.8293 3.62404 2.61408 1.78552 1.65139 1.54078 1.16885 0.913158 0.797819 0.599428 0.586945 0.543817 0.493918 0.449833 0.349256 0.348901 0.335903 0.302862 0.300984 0.264802 0.22123 0.207634 0.22299 0.200948 0.183605 0.180026 0.169213 0.167749 0.165468 0.157434 0.151286 0.137999 0.133573 0.126782 0.128081 0.120619 0.113299 0.108611 0.101418 0.293859 0.0989596 0.0812777 0.0804551 0.0782032 0.0730382 0.0700769 0.0681112 0.0645089 0.0544431 0.054429 0.047908 0.0478813 0.0507322 0.0384338 0.0370226 0.0367378 0.0349466 0.0187977 0.0174584 0.0598475 0.0143282 0.0101918 0.00816206 0.00894236 0.00306664 0.000897547 0.0005577
threshold=0.48450959112202013 0.19965148308872774 0.65601723031284653 16.533958139970668 13.770378226635897 20.945068748987556 0.31401139217763568 3.3672365000000002 0.11234916265278236 0.79371934631641639 0.57906090285317757 6.8045632630195643 9.8476039319413591 19.759726374054623 5.13823282285 12.541585956675414 0.41939467351611098 5.9840858381644999 25.723796552336534 0.38728676199753148 9.8476039319413591 9.1212411669498543 0.26154188301356024 11.235610539563625 16.014389835021309 14.926548873441712 0.95545000000000002 1.5000000000000002 0.69615129497919592 1.8570134178500002 4.5190943555550653 0.55052391099532005 0.86563622714195587 21.677215185922389 1.5000000000000002 3.1859343044232822 0.33829434272811959 4.5000000000000009 0.38025315882809091 5.9436339708234209 9.1212411669498543 0.5200247275193729 3.5000000000000004 1.0000000180025095e-35 6.8045632630195643 4.2662194050000002 2.6117161174239132 0.13851935346190142 0.42793711464369605 1.7879743273905648 0.24038461538461539 0.62284482758620696 0.45618855184676682 5.5000000000000009 0.59723026675483293 14.357266879836818 1.5000000000000002 625.00000000000011 0.44610518365953455 0.23471470909561543 375.00000000000006 3.5000000000000004 4.5000000000000009 0.49238578680203049 0.50468019226433691 6.8045632630195643 0.17598340780345104 4.2662194050000002 2.5000000000000004 0.34686508558405277 1.0000000180025095e-35 375.00000000000006
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 2 2 2 2
left_child=1 7 3 10 9 6 11 34 14 20 23 45 19 31 42 30 38 66 48 26 28 32 29 37 -6 52 -8 -28 -4 59 54 -5 -11 -15 56 -24 49 51 55 -40 47 -25 60 44 62 70 -38 -19 -7 -29 -47 63 -18 61 -12 69 57 71 -27 -13 -9 -21 -16 -2 -65 -30 -10 68 -62 -14 -3 -1
right_child=2 5 4 13 24 18 12 8 17 21 15 22 16 33 43 -17 25 40 -20 53 -22 -23 35 41 -26 58 27 36 65 -31 -32 -33 -34 -35 -36 -37 46 -39 39 -41 -42 -43 -44 -45 -46 50 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 67 -63 -64 64 -66 -67 -68 -69 -70 -71 -72 -73
leaf_value=0.3166971011375953 0.33901068113200572 0.32540246853705002 0.34866154065413707 0.32816142599803844 0.34057574718051076 0.3156235664287767 0.33202579230318496 0.3109463523036739 0.31600769734972206 0.35801148532505461 0.34515087170946723 0.31708559461145097 0.32261459360588018 0.32542939212665911 0.30597202527844503 0.33801462012614358 0.32858596354688802 0.31071601547107586 0.30947078187232135 0.33385489280981073 0.34578475462182229 0.35390540019468336 0.32306651109772383 0.33148635127596926 0.33346822366336687 0.32441733104858311 0.32442165908910237 0.32888065454027854 0.35228694819148698 0.3141141921503407 0.34265316179962968 0.33266820805326119 0.36310609569086261 0.32047111923037769 0.31235722475033739 0.31816454840250447 0.33222385679019856 0.33556475161363258 0.32714769533680821 0.32273628002557181 0.3086731847814958 0.33548516285382191 0.30582691690839614 0.30621782501746048 0.30025491248265557 0.32433930521714638 0.32840873869464376 0.31408149446231592 0.31904362322493751 0.32559618629578047 0.320879667089912 0.34060784523447102 0.33189474857507495 0.32989997364551621 0.3481161788661602 0.32041446567616283 0.31423903935447628 0.3145602713615111 0.32696613750656289 0.31968734096249779 0.30864639403507116 0.33168810621638584 0.30439792744664901 0.33561607215469658 0.33882469625795519 0.35387826929597938 0.31740358895705995 0.3081303942957021 0.3098772309990474 0.32339482467073966 0.32575157228916596 0.31644380067179145
leaf_weight=224 109 157 177 149 101 166 125 110 109 183 116 112 102 171 192 168 122 181 111 119 169 146 135 111 109 103 167 127 105 191 191 189 100 111 212 118 122 189 139 125 166 196 108 197 176 134 103 117 112 145 104 135 114 108 133 111 239 182 139 107 138 199 126 100 139 124 101 109 104 100 139 152
leaf_count=224 109 157 177 149 101 166 125 110 109 183 116 112 102 171 192 168 122 181 111 119 169 146 135 111 109 103 167 127 105 191 191 189 100 111 212 118 122 189 139 125 166 196 108 197 176 134 103 117 112 145 104 135 114 108 133 111 239 182 139 107 138 199 126 100 139 124 101 109 104 100 139 152
internal_value=0.325967 0.31837 0.34095 0.335807 0.350301 0.32426 0.325316 0.310653 0.3085 0.353106 0.339089 0.320864 0.327664 0.327405 0.306278 0.343043 0.325511 0.312655 0.314853 0.329533 0.349603 0.357802 0.318059 0.336634 0.336887 0.328006 0.328287 0.327583 0.351192 0.31638 0.344963 0.330682 0.359812 0.323478 0.314779 0.32078 0.328645 0.337819 0.323445 0.325059 0.310834 0.334039 0.308682 0.304299 0.303534 0.324346 0.330477 0.312037 0.317001 0.32713 0.322827 0.338701 0.330184 0.33184 0.346735 0.322084 0.315424 0.315931 0.325881 0.318357 0.309351 0.332499 0.305348 0.337961 0.337482 0.353149 0.316679 0.308851 0.309175 0.323001 0.325566 0.316595
internal_weight=0 6799 3421 2207 1214 3856 3467 2943 1934 1004 1587 1197 2270 620 1260 608 1055 674 389 1215 575 429 663 979 210 478 789 664 406 410 440 338 283 282 1009 253 497 672 577 264 464 307 569 691 494 534 225 298 278 272 238 483 236 426 249 313 797 558 242 219 461 318 318 348 239 229 210 351 242 202 296 376
internal_count=10220 6799 3421 2207 1214 3856 3467 2943 1934 1004 1587 1197 2270 620 1260 608 1055 674 389 1215 575 429 663 979 210 478 789 664 406 410 440 338 283 282 1009 253 497 672 577 264 464 307 569 691 494 534 225 298 278 272 238 483 236 426 249 313 797 558 242 219 461 318 318 348 239 229 210 351 242 202 296 376
is_linear=0
shrinkage=1
Tree=1
num_leaves=75
num_cat=0
split_feature=6 6 6 2 2 6 6 2 2 6 2 2 2 0 2 2 6 6 6 2 6 2 4 4 4 7 5 4 6 6 4 6 2 2 1 6 4 6 5 6 6 2 5 6 7 6 2 6 4 6 5 6 5 4 1 6 5 0 7 0 6 0 2 6 6 2 4 1 6 5 2 1 0 0
split_gain=93.9878 25.0328 13.4251 6.82923 3.11788 2.90325 2.40475 2.1174 1.48943 1.44627 1.057 0.96817 0.823999 0.60582 0.485531 0.40007 0.395489 0.354406 0.350806 0.290906 0.250198 0.231928 0.209319 0.20486 0.193197 0.292223 0.174514 0.170634 0.167687 0.159222 0.156992 0.131593 0.148533 0.127767 0.127519 0.125361 0.112485 0.110607 0.108385 0.106918 0.0980608 0.0976979 0.0932308 0.0893779 0.087971 0.0823738 0.199469 0.0813298 0.0760923 0.0726003 0.069368 0.0651656 0.0645825 0.0642469 0.0613401 0.0607826 0.0557112 0.0438412 0.0387813 0.0410907 0.0299866 0.0297542 0.0295446 0.0282793 0.0259144 0.0240668 0.0202748 0.0152216 0.00825329 0.00755298 0.00660742 0.00723961 0.000449671 0.00038363
threshold=0.48450959112202013 0.19965148308872774 0.72475842444800842 15.478752407238462 21.677215185922389 0.31401139217763568 0.57906090285317757 3.3672365000000002 12.541585956675414 0.11234916265278236 18.907138244292295 6.8045632630195643 11.235610539563625 625.00000000000011 5.13823282285 5.9840858381644999 0.83728588931912185 0.4439414775627088 0.38728676199753148 25.723796552336534 0.26154188301356024 21.677215185922389 6.9518099616726694 0.95545000000000002 4.655735920314501 2.5000000000000004 0.18465909090909091 5.0806514458709637 0.63990260535744159 0.59723026675483293 1.8570134178500002 0.36174407854435486 14.926548873441712 11.235610539563625 1.5000000000000002 0.51525764780459971 7.2585886767827379 0.33332336001652652 0.90454545454545465 0.3592678681414388 0.39516849147281424 9.1212411669498543 0.62284482758620696 0.45340210113216645 3.5000000000000004 0.069786614242001568 6.8045632630195643 0.2747543368284589 2.5805495199594133 0.49193661377657655 0.69782608695652182 0.13851935346190142 0.64142857142857157 6.1451604648129869 2.5000000000000004 0.51525764780459971 0.39009661835748799 625.00000000000011 1.5000000000000002 625.00000000000011 0.23471470909561543 375.00000000000006 23.915389833483282 0.55052391099532005 0.53433035865544831 17.037939395771549 0.95545000000000002 4.5000000000000009 0.17598340780345104 0.63484848484848488 4.2662194050000002 2.5000000000000004 375.00000000000006 825.00000000000011
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 2 2 2 2 2 2
left_child=1 7 3 6 5 11 27 34 16 14 29 47 18 24 44 68 38 31 23 62 30 52 -18 -7 25 -8 37 42 -27 64 60 -14 -33 -22 58 -29 -19 -25 53 48 -20 51 49 57 61 46 67 54 -28 -2 -26 -17 -12 -4 66 56 -51 -42 59 72 -13 -9 -6 -37 -5 -34 -3 -16 -11 -15 71 -63 -1 -48
right_child=2 4 8 10 19 12 13 9 -10 15 21 20 17 69 45 41 22 36 40 -21 33 -23 -24 26 50 28 39 35 -30 -31 -32 32 65 -35 -36 63 -38 -39 -40 -41 43 -43 -44 -45 -46 -47 73 -49 -50 55 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 70 -64 -65 -66 -67 -68 -69 -70 -71 -72 -73 -74 -75
leaf_value=-0.0083428716990083304 0.012554181149944539 -0.00072796095317124608 0.025864600892635647 0.0032311199935411115 -0.0076389624615586897 0.0054529505601666013 0.016904883629422697 -0.013518545755770064 0.014907137322558956 -0.0089633354630981304 -0.00066127469867799491 -0.0079932277608165837 -0.0046516915864602947 0.011644682205487401 -0.017995440241477308 -0.013725848968916607 0.033845316455589858 0.0042985005915262466 0.0077405244487271626 -0.0148465599477033 -0.002643649306938898 -0.0048436991828687088 0.027726499128795209 0.0013552838264787195 0.015442091675593862 0.019784951301779118 3.003752421999338e-05 0.0052137046251904398 0.025206664992020372 0.0084077125722266579 -0.010750702984674869 0.0007052364889680294 -0.0017601327396914949 -0.0071464017627820529 -0.012248760725416103 0.008380627776071032 0.00024277304975073083 0.0051791890832534855 0.028009465956001258 0.002093451105786672 0.0045273622971577559 -0.01556439689364094 0.013279698573724559 0.0068257588236354146 -0.018126038032534739 -0.01758183385402827 -0.022419405733064508 -0.0039537527028914192 -0.0032588182070080415 0.010203508510278245 0.018495852821449839 -0.010696917867458655 0.0024758198070860098 0.022934746854503259 -0.0026132267086705768 0.011549943686650016 0.0070340998047109709 0.0021877413581982588 -0.010555127231714017 -0.010266018338447893 -0.0056516558664066793 -0.015588508291705414 -0.0099185326109495452 0.010517890200722123 0.0053064108029544392 -0.0036716942721905198 0.00096164711234420918 -0.01941212848874925 -0.0077070327510719242 0.012873181884083734 -0.016052908207481367 -0.014480755081209688 -0.0085708421340593057 -0.022713483383548269
leaf_weight=224 104 174 145 101 132 125 183 110 117 109 184 112 164 100 192 181 104 125 103 111 138 116 121 194 196 125 170 102 105 174 195 200 112 116 212 133 151 124 111 133 179 166 134 106 108 169 104 105 120 109 120 117 102 155 135 101 113 145 239 182 107 138 100 116 149 160 120 126 101 101 109 104 152 100
leaf_count=224 104 174 145 101 132 125 183 110 117 109 184 112 164 100 192 181 104 125 103 111 138 116 121 194 196 125 170 102 105 174 195 200 112 116 212 133 151 124 111 133 179 166 134 106 108 169 104 105 120 109 120 117 102 155 135 101 113 145 239 182 107 138 100 116 149 160 120 126 101 101 109 104 152 100
internal_value=0 -0.00683689 0.0134849 0.0101569 -0.00153588 -0.000647348 0.0135448 -0.0137824 0.0252767 -0.0157198 0.00260163 -0.00463347 0.00142591 0.0171229 -0.0177199 -0.0119808 0.0271842 -0.000912777 0.0029505 -0.0106361 -0.00717098 -0.00107216 0.0305548 0.00170817 0.0184631 0.0198873 0.00107645 0.00989614 0.0222601 0.00608482 -0.00868691 -0.0022114 -0.00136347 -0.00470007 -0.0100688 0.00816673 0.00207965 0.00284641 0.025339 -0.000254133 0.00496897 -0.0136199 0.0109782 0.00430506 -0.0155566 -0.0195013 -0.0201227 -0.00145919 -0.00133083 0.0102559 0.0166018 -0.0125367 0.000457507 0.0243509 -0.000848609 0.00951581 0.00859031 0.00348035 -0.00948896 -0.00903228 -0.00684923 -0.0149546 -0.00862159 0.00937635 0.00446804 -0.00288463 -3.82833e-05 -0.0185568 -0.00835917 0.0122621 -0.0154046 -0.0151125 -0.00843506 -0.0225636
internal_weight=0 6799 3421 2668 3856 3513 1842 2943 753 1934 826 1202 2311 930 1260 674 636 912 1399 343 668 402 225 866 729 413 741 912 230 424 414 636 472 254 1009 351 276 318 411 423 533 464 561 430 569 691 522 534 290 427 316 298 286 300 429 323 222 324 797 558 219 461 232 249 250 272 294 318 210 201 351 242 376 204
internal_count=10220 6799 3421 2668 3856 3513 1842 2943 753 1934 826 1202 2311 930 1260 674 636 912 1399 343 668 402 225 866 729 413 741 912 230 424 414 636 472 254 1009 351 276 318 411 423 533 464 561 430 569 691 522 534 290 427 316 298 286 300 429 323 222 324 797 558 219 461 232 249 250 272 294 318 210 201 351 242 376 204
is_linear=0
shrinkage=0.1
Tree=2
num_leaves=74
num_cat=0
split_feature=6 6 6 2 2 2 6 2 6 6 6 2 2 2 2 6 2 2 2 6 0 2 0 7 6 2 2 6 6 0 6 2 4 5 6 2 4 1 6 6 6 6 5 7 2 2 4 3 4 0 6 6 4 2 2 0 6 5 5 5 6 4 2 2 1 6 1 7 5 0 5 0 0
split_gain=76.4736 19.1609 11.4609 4.07646 3.76984 2.54497 1.38529 1.98094 1.2333 0.946575 0.807635 0.563884 0.541547 0.458024 0.428843 0.412215 0.396126 0.359388 0.356619 0.309497 0.300268 0.290522 0.236461 0.271283 0.213195 0.180295 0.177021 0.15628 0.15179 0.150732 0.141129 0.112096 0.108056 0.119319 0.106676 0.104779 0.117649 0.104453 0.103591 0.0979087 0.0970219 0.0922829 0.0808781 0.0794968 0.077032 0.0755759 0.0749208 0.0744995 0.0744889 0.068511 0.0642031 0.0639604 0.0573956 0.0520649 0.0512196 0.0417724 0.0404383 0.0414572 0.0401531 0.0389531 0.0909242 0.0383206 0.0283618 0.0256275 0.0255364 0.0184595 0.0165264 0.0148737 0.0122938 0.0118733 0.00906429 0.00107687 0.000346163
threshold=0.472705827432712 0.23842681508672312 0.64367612547882935 16.533958139970668 12.541585956675414 19.339924096963529 0.15334613982340733 3.3672365000000002 0.31401139217763568 0.7877049755835891 0.54800390564763324 9.1212411669498543 20.166934582832983 11.235610539563625 6.8045632630195643 0.10424859276725131 15.478752407238462 12.541585956675414 24.737830585494688 0.38025315882809091 375.00000000000006 4.2662194050000002 375.00000000000006 2.5000000000000004 0.38728676199753148 9.1212411669498543 2.4404500000000002 0.27131573583997654 0.69615129497919592 625.00000000000011 0.84880094878132228 22.026898730344715 0.95545000000000002 0.18465909090909091 0.43774504654151164 5.9840858381644999 1.0000000180025095e-35 4.5000000000000009 0.50736789749717748 0.39516849147281424 0.38728676199753148 0.41220551578398607 0.64142857142857157 1.5000000000000002 5.13823282285 7.6004263651289774 1.9117865000000003 1.0000000180025095e-35 5.5849751725269607 625.00000000000011 0.33829434272811959 0.19999951043270547 0.92678650000000007 18.460967262157006 10.552175813983117 825.00000000000011 0.58482210929622547 0.56949806949806958 0.41042780748663105 0.44058823529411767 0.34686508558405277 2.4243858143989145 11.898542223376715 14.926548873441712 1.5000000000000002 0.42995694540452195 1.5000000000000002 2.5000000000000004 0.18465909090909091 625.00000000000011 0.36992481203007521 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 2 2 2 2 2 2 2
left_child=1 6 3 10 9 8 7 26 14 22 20 44 42 24 43 21 -6 29 40 70 46 64 23 -4 32 30 69 61 -25 56 -11 -14 -10 50 58 55 45 -17 48 -26 -7 -41 53 -3 52 -37 -2 71 -22 -43 -34 -13 -8 -5 -29 67 -12 -58 -21 60 -35 -16 -40 -19 -9 -42 -28 -23 -46 72 -15 -45 -1
right_child=2 5 4 12 16 18 11 15 13 25 17 51 31 19 27 37 -18 63 -20 34 38 35 -24 28 39 -27 66 54 -30 -31 -32 -33 33 59 -36 36 -38 -39 62 41 65 49 -44 47 68 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 57 -59 -60 -61 -62 -63 -64 -65 -66 -67 -68 -69 -70 -71 -72 -73 -74
leaf_value=-0.0080685902627118354 0.011793633496751416 -0.003323359914432414 0.017598943090302164 0.0033392114259055959 0.013200772239958093 -0.0087509055882926384 -0.0062749631246376281 -0.014615204489383901 0.0041681779146005215 0.025085558521513798 0.013391022464600499 -0.014074318971525505 -0.0011936464420333418 -0.0044359562323827897 -0.0059903208448797395 -0.010653535341672175 0.0063332856294317274 0.010034335669705371 -0.012235281511168466 -0.0018083586605456949 0.0064859578195641827 -0.01481245735482186 0.01652330323901896 0.020141974203646579 0.006781526012560323 0.02243320694201574 -0.010560063794004364 -0.0018913349693308618 0.025398539822970384 0.010620793617401978 0.029504221675414985 -0.0054545476077067284 0.0014405355008665843 -0.0010104581508093707 0.0026526219764658257 -0.01785819675600326 -0.016122712383528127 -0.014198947252508568 0.008903267299918206 0.00085154972939783429 -0.005914443948727019 0.0060001793296461494 0.0052837785496802452 -0.0010504264333161208 -0.0065627910794204287 -0.021269562704548443 0.0086609405446018434 0.0019114072827245629 0.003251381757318172 0.0027532676992087931 0.0045625787356306192 -0.010548674353474055 -0.0029676000524712135 0.00067534820620512945 -0.0050152143760661353 -0.017754925092901479 0.016978899050733767 0.014418570180774174 0.00055853019159408251 -0.0013727666008213719 0.0027827734881320657 -0.0086252147800746221 0.0067707186125475494 0.0079252305918756077 -0.012845112673763336 -0.0040157588224362861 -0.011798332093627406 -0.016147730837282822 -0.0079197204996158937 -0.0091292574565622325 -0.0031655689165364133 -0.0014976585395919035 -0.0082650145485103129
leaf_weight=238 171 108 157 153 167 100 107 150 126 182 147 105 146 110 113 188 169 131 144 125 187 157 199 100 108 134 236 104 122 115 120 107 186 145 178 128 157 149 146 105 101 129 106 107 140 132 138 111 115 131 102 101 103 141 106 112 107 155 168 153 112 108 109 103 179 104 199 179 128 179 115 109 158
leaf_count=238 171 108 157 153 167 100 107 150 126 182 147 105 146 110 113 188 169 131 144 125 187 157 199 100 108 134 236 104 122 115 120 107 186 145 178 128 157 149 146 105 101 129 106 107 140 132 138 111 115 131 102 101 103 141 106 112 107 155 168 153 112 108 109 103 179 104 199 179 128 179 115 109 158
internal_value=0 -0.00648183 0.0116263 0.0072979 0.0189267 -0.00113454 -0.0119667 -0.0130421 -3.53362e-05 0.0219686 0.00998092 -0.00797205 0.00062526 0.00133375 -0.00318614 -0.0153099 0.00974663 0.0123646 -0.00813364 -0.000735691 0.00789452 -0.0161817 0.0193149 0.0207807 0.00244427 0.0254866 -0.00960438 -0.00542176 0.0230308 0.0138197 0.0268414 -0.00299574 0.00147287 0.000986309 0.000721773 -0.0171437 -0.0182847 -0.0122211 0.00650755 0.00413648 -0.00619709 0.0033538 0.00291557 -0.000971056 -0.00608711 -0.0195902 0.0103946 -0.000194111 0.00525429 0.00436428 0.0025463 -0.0123458 -0.00465284 0.00206169 -0.00346821 -0.0160816 0.0147191 0.0154642 -0.000451193 -0.000109461 0.000642576 -0.00727802 0.00799176 0.00910602 -0.0136522 -0.00495127 -0.0111266 -0.0155238 -0.00721092 -0.0084528 -0.0037867 -0.00127617 -0.00814699
internal_weight=0 6533 3627 2277 1350 3308 3225 2541 2859 1014 1624 684 653 1993 866 1531 336 758 449 696 866 1194 578 379 1297 436 1010 431 222 524 302 253 824 698 471 865 417 337 557 473 305 365 400 435 478 260 309 327 302 260 288 206 210 294 210 448 409 262 293 410 257 221 255 234 329 205 435 336 268 575 225 216 396
internal_count=10160 6533 3627 2277 1350 3308 3225 2541 2859 1014 1624 684 653 1993 866 1531 336 758 449 696 866 1194 578 379 1297 436 1010 431 222 524 302 253 824 698 471 865 417 337 557 473 305 365 400 435 478 260 309 327 302 260 288 206 210 294 210 448 409 262 293 410 257 221 255 234 329 205 435 336 268 575 225 216 396
is_linear=0
shrinkage=0.1
end of trees
feature_importances:
7=76
3=63
5=23
1=17
6=16
2=11
8=11
4=2
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:[]