tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=7
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7
feature_infos=[7.8935711796623842e-05:0.99898057441425081] [4.7129184411520697e-05:0.99925156123926384] [0.00137031762363371:0.99975379732367176] [0.0003934503106016729:0.99937536984058262] [0.00014133020842688193:0.99945515397852824] [0.0011921322625026987:0.99871881596152701] [0.0014392384169061856:0.99916254084313039] [0.002130833082833683:0.99872076679291544]
tree_sizes=1774 3185 3239 3242 3267 3288 3315 3294

Tree=0
num_leaves=15
num_cat=0
split_feature=2 6 3 3 3 0 6 0 0 2 0 7 0 0
split_gain=118.227 56.6226 38.127 32.1145 30.5614 17.9074 17.0436 14.1879 10.2689 9.41524 9.06296 8.36475 7.64809 7.07803
threshold=0.37427873394811517 0.52876105712552757 0.35369920242532421 0.66296579721987337 0.44396657543213919 0.29664057371066771 0.34500330989233302 0.4431117609049271 0.40258355695292691 0.7179146801154096 0.51397832430200507 0.44618644740379443 0.4952912163955086 0.47491652297486187
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 5 8 -2 10 -1 -3 -7 -4 -8 -6 -5
right_child=1 4 6 13 12 9 11 -9 -10 -11 -12 -13 -14 -15
leaf_value=0.66434584675743458 0.65500395711427217 0.62455610724565269 0.71638902347474931 0.69135932429047653 0.66044198272070098 0.69257627634239949 0.69369139659026358 0.69627148148091245 0.6511146258141054 0.66980523393373004 0.74536230089951971 0.71459271325154461 0.6799602826490091 0.71537532778953217
leaf_weight=58 77 59 55 51 97 115 82 87 95 75 53 115 104 77
leaf_count=58 77 59 55 51 97 115 82 87 95 75 53 115 104 77
internal_value=0.684348 0.672192 0.704609 0.685216 0.6577 0.675344 0.714644 0.683501 0.64094 0.683588 0.730607 0.705893 0.670541 0.705806
internal_weight=1200 750 450 395 355 267 305 145 154 190 108 197 201 128
internal_count=1200 750 450 395 355 267 305 145 154 190 108 197 201 128
is_linear=1
leaf_const=0.66434584675743458 0.65500395711427217 0.62455610724565269 0.71638902347474931 0.69135932429047653 0.66044198272070098 0.69257627634239949 0.69369139659026358 0.69627148148091245 0.6511146258141054 0.66980523393373004 0.74536230089951971 0.71459271325154461 0.6799602826490091 0.71537532778953217
num_features=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
leaf_features=               
leaf_coeff=               
shrinkage=1


Tree=1
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 6 0 0 0 2 0 7 2 0
split_gain=106.7 51.4542 37.8344 34.4096 16.1213 15.3819 15.3663 13.8245 12.8046 8.18048 8.17932 7.54918 7.4053 6.42812
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.34500330989233302 0.28616735149870132 0.27183640859105029 0.4431117609049271 0.67791646267630157 0.51397832430200507 0.44618644740379443 0.78484561194859914 0.45849041084272268
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 13 10 -2 -4 -1 -9 -5 -7 -8 -3
right_child=1 4 7 5 -6 11 12 9 -10 -11 -12 -13 -14 -15
leaf_value=-0.019002179596733688 -0.025697057640119911 0.0074262773773322507 -0.049346650009974839 0.030438838653605096 -0.0056472300633209427 0.0088760932339582502 0.010661447054780691 -0.015492044469794712 0.011327173604212445 -0.034603017997985659 0.057963451841529817 0.028732344292752121 -0.01229152661547357 0.031252745505712547
leaf_weight=58 62 48 80 55 103 82 113 111 87 113 53 115 51 69
leaf_count=58 62 48 80 55 103 82 113 111 87 113 53 115 51 69
internal_value=0 -0.0115488 -0.0199865 0.019248 0.00877835 0.0287812 -0.00449266 -0.0315049 -0.000804568 -0.0251328 0.0439463 0.0204673 0.00352363 0.0214778
internal_weight=1200 750 530 450 220 305 226 304 145 224 108 197 164 117
internal_count=1200 750 530 450 220 305 226 304 145 224 108 197 164 117
is_linear=1
leaf_const=-0.0178525685965947 0.0043557581088551345 -0.038555260259092797 -0.0070398859815515641 -0.0048397631485334715 -0.020737280470919651 0.0066113704223291327 0.011695640021251119 -0.013324269827671209 -0.024719208530997475 0.02587869595607302 0.014722611848362988 0.01875126265799203 -0.0013173875904872292 0.019291952576599415
num_features=3 4 4 4 4 3 4 4 4 3 4 4 4 4 4
leaf_features=0 2 3  0 2 3 6  0 2 3 6  0 2 3 6  0 2 3 6  2 3 6  2 3 6 7  0 2 3 6  0 2 3 6  0 2 3  0 2 3 6  0 2 3 6  2 3 6 7  0 2 3 6  0 2 3 6  
leaf_coeff=0.051288897578033968 -0.053184868271799468 -0.0021425310450971179  -0.019079348592010926 -0.050250161421520195 0.043135396309685596 -0.034971816285434353  0.04215978253790878 -0.043880590144309728 0.086544316258836504 -0.026449292352427753  0.032425927943523107 -0.05298639406116195 0.060075638883077834 -0.040559891967152421  0.022786687209390612 -0.012652691595736522 0.056624022934207742 -0.024420160617873513  -0.057167684022693899 0.083234171845302463 -0.019111215938148088  -0.094461626129087428 0.060508886425481072 -0.035071177504947107 0.022366840649298326  0.033300500375410172 -0.0573288913029526 0.06360004489338722 -0.055010202337733349  0.050688741283010486 -0.038293104687542018 0.035883967904058414 -0.036848907550914148  0.049236162084857864 -0.050830069982848697 0.058245643363117376  0.027038585976470398 -0.066618237762127566 0.039965507178973875 -0.049377414881423935  0.043201389163956355 -0.028639664430933021 0.037802722686457103 -0.063357550045177832  -0.053300884493540403 0.024185705650617263 -0.01386749246079564 0.017277459071202286  0.038820418641695303 -0.042024545055720709 0.037565292330374436 -0.042707414436847335  0.037214062378802919 -0.06024082948561249 0.04347018026014169 -0.043869825605201473  
shrinkage=0.05


Tree=2
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 6 0 0 0 5 0 0 2 0
split_gain=96.2965 46.4374 34.1456 31.0547 14.5495 13.8845 13.868 12.4766 11.5561 7.92437 7.57672 6.85987 6.68328 5.80138
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.34172594579577381 0.28616735149870132 0.27183640859105029 0.4431117609049271 0.59019503892045566 0.51397832430200507 0.64374607215565449 0.78484561194859914 0.45849041084272268
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 13 10 -2 -4 -1 -9 -5 -7 -8 -3
right_child=1 4 7 5 -6 11 12 9 -10 -11 -12 -13 -14 -15
leaf_value=-0.018052070430512056 -0.02441220485845641 0.0070549634901302246 -0.046879317855928096 0.028916896888139573 -0.0053648685484907581 0.011996504832156158 0.010128374869751836 -0.030954079788790407 0.010760814868630949 -0.011380699856413736 0.055537598444005624 0.031043336941645697 -0.011676950553231234 0.029690107532466453
leaf_weight=58 62 48 80 55 103 120 113 143 87 81 52 78 51 69
leaf_count=58 62 48 80 55 103 120 113 143 87 81 52 78 51 69
internal_value=0 -0.0109714 -0.0189872 0.0182856 0.00833943 0.0273421 -0.00426803 -0.0299297 -0.000764339 -0.0238762 0.0418541 0.0194998 0.00334745 0.0204039
internal_weight=1200 750 530 450 220 305 226 304 145 224 107 198 164 117
internal_count=1200 750 530 450 220 305 226 304 145 224 107 198 164 117
is_linear=1
leaf_const=-0.01695993972361818 0.0041379699020686724 -0.036627497642917284 -0.0066878902609726516 -0.0045977775189158798 -0.019700417473430501 0.0082170874106482824 0.011110858793761214 -0.0066802570436745867 -0.02348324856116504 -0.027008797294578814 0.012965995646401753 0.0084801315078088645 -0.0012515178287717532 0.018327354280059893
num_features=3 4 4 4 4 3 4 4 5 3 5 4 4 4 4
leaf_features=0 2 3  0 2 3 6  0 2 3 6  0 2 3 6  0 2 3 6  2 3 6  0 2 3 6  0 2 3 6  0 2 3 5 6  0 2 3  0 2 3 5 6  0 2 3 6  0 2 3 6  0 2 3 6  0 2 3 6  
leaf_coeff=0.048724452640935972 -0.050525626810413643 -0.0020354033814345531  -0.018125379989871692 -0.047737653570990093 0.040978627454574534 -0.033223225996865051  0.040051793570560795 -0.041686560686890521 0.082217101054005245 -0.025126828233393812  0.030804632858379668 -0.050337076598450638 0.057071857793117076 -0.038531898291165413  0.021647355621980058 -0.012020057024674458 0.053792823911627166 -0.023199149065855719  -0.054309300408321874 0.079072465229814884 -0.018155655405783566  0.036698584319059493 -0.071474037313861843 0.04742093791615818 -0.041684292397696332  0.03163547530853239 -0.054462447486816591 0.060420042697600124 -0.052259692882508306  0.040210066186493879 -0.055840616189514594 0.03590977767910726 0.030224778168415289 -0.045283406624708714  0.04677435447393026 -0.048288565972680678 0.055333360904796729  0.035094671564404621 -0.045954967315374698 0.043971521348768278 0.037400635567267408 -0.029619426093708514  0.040603188549343729 -0.023391438163282353 0.036185212483862729 -0.055536304149472838  0.052111210980095996 -0.092342123460708345 0.041263717297006154 -0.041566926821471117  0.03687939766152637 -0.039923318492331106 0.035687027889237631 -0.040572044056663349  0.035353357321190874 -0.057228786192037001 0.041296670683274077 -0.041676331927775229  
shrinkage=0.05


Tree=3
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 6 0 0 0 5 0 7 2 0
split_gain=86.9076 41.9097 30.8164 28.0269 13.1309 12.5307 12.5159 11.2602 10.4294 7.15174 6.83799 6.54676 6.03166 5.23574
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.34172594579577381 0.28616735149870132 0.27183640859105029 0.4431117609049271 0.59019503892045566 0.51397832430200507 0.39960418911376611 0.78484561194859914 0.45849041084272268
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 13 10 -2 -4 -1 -9 -5 -7 -8 -3
right_child=1 4 7 5 -6 11 12 9 -10 -11 -12 -13 -14 -15
leaf_value=-0.01714946691203734 -0.023191594682359738 0.0067022151061488944 -0.044535352039383726 0.027471051788465546 -0.0050966251600823072 0.0064974682305344485 0.0096219561214196149 -0.029406375834845344 0.010222774181493569 -0.010811664902513134 0.052760718490641859 0.025397580289947139 -0.011093102837456209 0.028205602393364129
leaf_weight=58 62 48 80 55 103 72 113 143 87 81 52 126 51 69
leaf_count=58 62 48 80 55 103 72 113 143 87 81 52 126 51 69
internal_value=0 -0.0104228 -0.0180378 0.0173713 0.00792246 0.025975 -0.00405463 -0.0284332 -0.000726122 -0.0226824 0.0397614 0.0185248 0.00318008 0.0193837
internal_weight=1200 750 530 450 220 305 226 304 145 224 107 198 164 117
internal_count=1200 750 530 450 220 305 226 304 145 224 107 198 164 117
is_linear=1
leaf_const=-0.016111942961822834 0.0039310729523086788 -0.03479612309772051 -0.0063534964103251212 -0.0043678884887721203 -0.018715393935928137 0.0091058392153828393 0.010555315928373867 -0.0063462456832983349 -0.022309086191287044 -0.025658356960278541 0.012317697890249946 0.013016408033663929 -0.0011889431247226413 0.017410986798571317
num_features=3 4 4 4 4 3 4 4 5 3 5 4 4 4 4
leaf_features=0 2 3  0 2 3 6  0 2 3 6  0 2 3 6  0 2 3 6  2 3 6  2 3 6 7  0 2 3 6  0 2 3 5 6  0 2 3  0 2 3 5 6  0 2 3 6  2 3 6 7  0 2 3 6  0 2 3 6  
leaf_coeff=0.046288230042174999 -0.047999345731097209 -0.0019336315833277551  -0.01721911343049758 -0.04535077275462332 0.038929696954955947 -0.031562066238936204  0.038049204038243092 -0.039602232693061803 0.078106245847038125 -0.023870485941193648  0.029264401986677679 -0.047820222415061411 0.054218265479912958 -0.036605303296945738  0.020564986000119048 -0.011419053603284813 0.051103182325923237 -0.022039190529871001  -0.051593835651035529 0.075118839198422105 -0.017247872911610652  -0.071566299889266882 0.05453953921304442 -0.038914688410591827 0.010761180990335363  0.030053701327117155 -0.051739325028129238 0.057399040059846751 -0.049646707412142312  0.038199563544368778 -0.053048584594482764 0.034114289719090876 0.028713539789357735 -0.043019236287917199  0.044435636646559563 -0.045874137920674074 0.052566694287538622  0.033339937852045941 -0.043657218760658582 0.041772945817991229 0.035530603656863315 -0.028138455681522026  0.038573028182561586 -0.022221869815713724 0.034375951911908585 -0.052759493758186164  -0.049012485698336765 0.021274645845340692 -0.01037344782724663 0.019802744286700414  0.035035428293433361 -0.037927151585162022 0.033902676428347593 -0.038543440749108232  0.033585689254488925 -0.054367346538336747 0.039231837502343582 -0.039592516720031994  
shrinkage=0.05


Tree=4
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 0 0 0 0 5 6 6 2 7
split_gain=78.4341 37.8235 27.8118 25.2943 11.8506 11.3948 11.3163 10.1623 9.41255 6.45445 6.45222 6.04412 5.76274 4.95819
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.64374607215565449 0.32405487587798415 0.27183640859105029 0.4431117609049271 0.59019503892045566 0.28550969341410515 0.33433738702473942 0.78484561194859914 0.39960418911376611
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 -3 11 -2 -4 -1 -9 -7 -5 -8 -13
right_child=1 4 7 5 -6 10 12 9 -10 -11 -12 13 -14 -15
leaf_value=-0.016291993577033283 -0.021272216576758322 0.018414514956241631 -0.042308584180718756 0.029390333493938672 -0.004841793821593385 0.05443700957629416 0.0098247556092747323 -0.027936056976115422 0.0097116355021516308 -0.010271081550012308 0.029091100912563596 -0.002767421618724863 -0.010538447829072968 0.018123610889956406
leaf_weight=58 66 117 80 64 103 36 109 143 87 81 83 45 51 77
leaf_count=58 66 117 80 64 103 36 109 143 87 81 83 45 51 77
internal_value=0 -0.00990165 -0.0171359 0.0165027 0.00752633 0.0246763 -0.0038519 -0.0270115 -0.000689816 -0.0215483 0.0367588 0.0169461 0.00333398 0.0104179
internal_weight=1200 750 530 450 220 305 226 304 145 224 119 186 160 122
internal_count=1200 750 530 450 220 305 226 304 145 224 119 186 160 122
is_linear=1
leaf_const=-0.015306346182552156 0.0039435339098937488 0.0088847078429420637 -0.0060358216560150169 0.0028286256935927236 -0.017779626366009004 0.0012505610596832641 0.01392356706095299 -0.0060289339440933176 -0.021193631536057068 -0.024375439090520604 -0.0050911514454234919 0.0025819560171895573 -0.0011294949640141994 -0.010318180365907282
num_features=3 4 3 4 4 3 4 4 5 3 5 4 5 4 5
leaf_features=0 2 3  0 2 3 6  2 3 6  0 2 3 6  0 2 3 6  2 3 6  0 2 3 6  0 2 3 6  0 2 3 5 6  0 2 3  0 2 3 5 6  0 2 3 6  0 2 3 6 7  0 2 3 6  0 2 3 6 7  
leaf_coeff=0.043973819936625795 -0.045599376426348842 -0.0018369523020537182  -0.0010725688498327557 -0.043471265790207707 0.035248844449558878 -0.033807450358078729  -0.04396714391058687 0.056488788262010918 -0.031128055973748993  0.027801179839844183 -0.045429211561110884 0.051507351267993863 -0.034775036666879623  0.027279247481542868 -0.03433468491717822 0.043146580191041208 -0.019114892708155563  -0.049014143084912171 0.071362898517722595 -0.016385478487335094  0.039958618514655347 -0.014833168215465688 0.038948154508339529 -0.016162991495506773  0.02610442747669044 -0.051954261669479612 0.053597878686912126 -0.047003219933832774  0.036289585290599606 -0.050396154879278933 0.032408574168605632 0.027277863349272735 -0.04086827371900386  0.042213854747198812 -0.04358043201150244 0.049938359022446616  0.031672940554209196 -0.041474357724981252 0.039684298087905391 0.033754073662039995 -0.026731532512789171  0.04651005973492417 -0.061356865788304973 0.039179298687079991 -0.026847277995428166  0.037349247189614146 -0.065291595759813845 0.031093938923196143 -0.042329013003382723 0.016235745233469431  0.033283656708316921 -0.036030795021235205 0.032207543005072302 -0.036616270032472011  0.041705173074727632 -0.056192614114345389 0.030091448747011196 -0.022858002055439287 0.027027634979810956  
shrinkage=0.05


Tree=5
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 0 0 0 0 5 6 6 7 0
split_gain=70.7868 34.1357 25.1001 22.8281 10.6952 10.2838 10.2231 9.17148 8.49482 5.82514 5.82313 5.45481 5.04669 4.6937
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.64374607215565449 0.28616735149870132 0.27183640859105029 0.4431117609049271 0.59019503892045566 0.28550969341410515 0.33433738702473942 0.60223077379036882 0.45849041084272268
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 13 11 -2 -4 -1 -9 -7 -5 -8 -3
right_child=1 4 7 5 -6 10 12 9 -10 -11 -12 -13 -14 -15
leaf_value=-0.015477393834113047 -0.020954839347471152 0.0054866800865662904 -0.040193155378801748 0.027920816629193726 -0.0045997041132915945 0.051715158878101242 -0.0046897090176378003 -0.02653925409573098 0.0092260536282783613 -0.0097575274801289923 0.02763654606764665 0.0098970070358205472 0.013043290944063172 0.025846560771806516
leaf_weight=58 62 48 80 64 103 36 94 143 87 81 83 122 70 69
leaf_count=58 62 48 80 64 103 36 94 143 87 81 83 122 70 69
internal_value=0 -0.00940657 -0.0162791 0.0156776 0.00715002 0.0234424 -0.0036593 -0.0256609 -0.000655325 -0.0204709 0.0349208 0.0160987 0.00287925 0.0174938
internal_weight=1200 750 530 450 220 305 226 304 145 224 119 186 164 117
internal_count=1200 750 530 450 220 305 226 304 145 224 119 186 164 117
is_linear=1
leaf_const=-0.014541028708738924 0.003537341721410936 -0.033500551144239755 -0.0057340308213479577 0.0026871947327208549 -0.016890645047144659 0.0011880388212425431 -0.0024533018745453994 -0.0057274870514639536 -0.020133950064351994 -0.023156667400997047 -0.0048365936306449704 0.0058901824615991139 0.013928971832298487 0.016096203648970686
num_features=3 4 4 4 4 3 4 5 5 3 5 4 4 5 4
leaf_features=0 2 3  0 2 3 6  0 2 3 6  0 2 3 6  0 2 3 6  2 3 6  0 2 3 6  0 2 3 6 7  0 2 3 5 6  0 2 3  0 2 3 5 6  0 2 3 6  0 2 3 6  0 2 3 6 7  0 2 3 6  
leaf_coeff=0.04177512757612202 -0.043319407972028406 -0.0017451030658778733  -0.016304525970512219 -0.040909669515272022 0.03522076814220932 -0.028293589486481932  0.036146744509228182 -0.035423763959596628 0.071376493256587376 -0.021120559948791959  0.026411120657680698 -0.043157750433809566 0.048931984618798732 -0.033036285943750521  0.025915284356298331 -0.032617950524681485 0.040989249694376985 -0.018159144288433727  -0.04656343603951079 0.067794753887834167 -0.015566204764085302  0.037960680490881776 -0.014091509935253078 0.037000746081432737 -0.015354841063700421  0.025026275684864176 -0.049357590340594573 0.036877648922136644 -0.03074775151439579 0.029744440344575719  0.034475106225493594 -0.047876347857335591 0.03078814548417852 0.025913969225934252 -0.038824859367073299  0.040103162374357029 -0.04140141068896297 0.047441439803537239  0.030089293742242562 -0.039400639444739483 0.037700082863896894 0.032066369700354348 -0.025394955608051231  0.044184556574397509 -0.058289021417225945 0.037220333788335315 -0.025504914295212889  0.03381442811966956 -0.056726944166179384 0.038299872923463374 -0.034731561470893783  0.045362854214229899 -0.046741743956685601 0.045279679144540785 -0.043296801620392601 -0.0061209221760101691  0.031906405701304229 -0.049450621787757679 0.034445803526738317 -0.036056488882133753  
shrinkage=0.05


Tree=6
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 0 0 0 0 7 5 6 7 7
split_gain=63.8851 30.8075 22.6529 20.6023 9.65242 9.28117 9.24356 8.27726 7.66658 5.27474 5.25719 5.25538 4.68866 4.39659
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.64374607215565449 0.29664057371066771 0.27183640859105029 0.4431117609049271 0.2299066814416941 0.59019503892045566 0.28550969341410515 0.60223077379036882 0.70183965838743789
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 -3 9 -2 13 -1 -5 -9 -7 -8 -4
right_child=1 4 7 5 -6 11 12 10 -10 -11 -12 -13 -14 -15
leaf_value=-0.014703524117317885 -0.019741521816745045 0.016619099675614035 -0.04517654727954986 -0.0013232030207291246 -0.0043697190404379657 0.049129400981797113 -0.0044552235490706886 -0.02521229145553458 0.0087647510482394397 0.019560341173869469 -0.0092696511091802415 0.026254718660949222 0.012708038842116576 -0.018536356925254776
leaf_weight=58 63 117 59 38 103 36 94 143 87 148 81 83 69 21
leaf_count=58 63 117 59 38 103 36 94 143 87 148 81 83 69 21
internal_value=0 -0.00893624 -0.0154652 0.0148937 0.00679252 0.0222703 -0.00347634 -0.0243779 -0.000622559 0.0152938 -0.0194473 0.0331748 0.00281021 -0.0381835
internal_weight=1200 750 530 450 220 305 226 304 145 186 224 119 163 80
internal_count=1200 750 530 450 220 305 226 304 145 186 224 119 163 80
is_linear=1
leaf_const=-0.013813977331874195 0.0034830773345581271 0.0080184482597033483 -0.021357977025760991 -0.016097144594472253 -0.016046112781463506 0.0011286324340829879 -0.0023306368927407564 -0.0054411124514944127 -0.019127253119738709 -0.009950557239977266 -0.021998833812647514 -0.0045947635121752484 0.018314965190654144 -0.013188318332431238
num_features=3 4 3 5 4 3 4 5 5 3 4 5 4 5 5
leaf_features=0 2 3  0 2 3 6  2 3 6  0 2 3 6 7  0 2 3 7  2 3 6  0 2 3 6  0 2 3 6 7  0 2 3 5 6  0 2 3  0 2 3 7  0 2 3 5 6  0 2 3 6  0 2 3 6 7  0 2 3 6 7  
leaf_coeff=0.039686371189171246 -0.041153437113881447 -0.0016578480071417268  -0.014871686813111795 -0.039037241181685813 0.033410920001683705 -0.02709027046875423  -0.039680347002179019 0.050981131796859813 -0.02809307084275452  0.024664070735117075 -0.040357696007892234 0.03289245477391041 -0.031181169817893029 0.039824537841974955  0.015614809129909916 -0.068827472670611969 0.039770109448749397 -0.017624181362095627  -0.044235264087233932 0.064405015601227342 -0.014787894209448194  0.036062652372148563 -0.013386940244031099 0.035150709815977434 -0.014587098209230653  0.023774961902057079 -0.046889710763807838 0.035033766452618249 -0.02921036345604679 0.028257218275260079  0.032751351535403428 -0.04548253041606172 0.029248738808744169 0.024618270586461977 -0.036883617626446874  0.03809800479032948 -0.039331339416867152 0.045069368671283971  0.032150613909922486 -0.044656658624188265 0.024658855778172974 0.018644829757921099  0.028584828626186921 -0.037430607029606947 0.035815078699161229 0.030463050621604461 -0.024125207494779047  0.041975327878082426 -0.055374572301498365 0.035359316919840157 -0.024229667580729419  0.040775120709343374 -0.047498749371003825 0.042324916395241677 -0.045854601702352761 -0.0056918275804141777  0.085924781553744015 -0.046023062851470314 0.055712291800564896 -0.041569738389727773 0.027051066532959925  
shrinkage=0.05


Tree=7
num_leaves=15
num_cat=0
split_feature=2 3 6 3 6 6 0 7 0 0 7 7 0 0
split_gain=57.6563 27.8038 20.4442 18.5936 8.71131 8.69091 8.34286 7.79872 6.91909 6.30643 5.23091 4.6767 4.28605 4.27975
threshold=0.37427873394811517 0.6919725159370681 0.42619832195089846 0.35369920242532421 0.52876105712552757 0.34500330989233302 0.32405487587798415 0.66050159898545646 0.4431117609049271 0.27183640859105029 0.39960418911376611 0.60223077379036882 0.51397832430200507 0.59272301265227478
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 6 8 -3 12 -2 9 -1 -4 -7 -8 -5 -6
right_child=1 4 7 5 13 10 11 -9 -10 -11 -12 -13 -14 -15
leaf_value=-0.013968348036648643 -0.018260099337379817 0.015788144726678329 -0.042940445616841322 0.022778148932213135 -0.01330715419169058 0.0040537118601029027 -0.0043881598045118157 -0.011889084091286778 0.0083265135214589114 -0.023310643279411156 0.021023534081085395 0.012938743628172288 0.042702818593396891 0.0071941473784492074
leaf_weight=58 66 117 57 55 57 71 93 102 87 145 126 67 53 46
leaf_count=58 66 117 57 55 57 71 93 102 87 145 126 67 53 46
internal_value=0 -0.00848943 -0.0146919 0.014149 0.00645289 0.0211568 -0.00330252 -0.023159 -0.000591431 -0.0288497 0.0149075 0.00286748 0.032556 -0.00415123
internal_weight=1200 750 530 450 220 305 226 304 145 202 197 160 108 103
internal_count=1200 750 530 450 220 305 226 304 145 202 197 160 108 103
is_linear=1
leaf_const=-0.013123278176675657 0.0032333399302118429 0.0076175258947117188 -0.021762244287131693 -0.0040888754539865069 -0.015694303595778437 0.0076260464388739242 -0.0063331677247511209 -0.0008537771350990653 -0.018170890893810656 -0.0031909160539496995 0.010135593610509553 0.022289749791255177 0.013441920610480197 0.0072375004130819324
num_features=3 4 3 5 4 4 4 5 4 3 5 4 5 4 4
leaf_features=0 2 3  0 2 3 6  2 3 6  0 2 3 6 7  0 2 3 6  0 2 3 6  2 3 6 7  0 2 3 6 7  2 3 6 7  0 2 3  0 2 3 6 7  2 3 6 7  0 2 3 6 7  0 2 3 6  0 2 3 6  
leaf_coeff=0.03770205250017547 -0.039095766026715321 -0.0015749569078237658  -0.0013811158528031166 -0.036894409109973346 0.030237506154466479 -0.029372972784140972  -0.037696329591800609 0.048432075329280268 -0.026688417869800009  0.028661437814268179 -0.039041795717533571 0.030464487496198567 -0.028129486445603293 0.039559958264834098  0.015841197694691722 -0.0057294086727563533 0.042636529922347767 -0.018686263902268331  0.045487447347801462 -0.058604714650007321 0.065242238611730494 -0.033141453011410249  -0.064198551579012636 0.043631771545522162 -0.031691367672873415 0.010727858321579332  0.025506322847049012 -0.043620924912483997 0.034199127508188293 -0.025596016001337957 0.028338793144911202  -0.033963522410317859 0.033002252861167224 -0.025240695328102625 0.022031931385921411  0.036193104930827995 -0.03736477218819434 0.042815901058053767  0.029172767316144467 -0.042629877833691321 0.02939148774102365 -0.041347707734889473 0.029187845400925651  -0.040359919152176717 0.017330647041548186 -0.0090499396286516827 0.017940712943919392  0.034910773702960099 -0.048011344248458702 0.038891527557838979 -0.042150550513596757 -0.005197127468657037  0.028966784365919554 -0.019395851139486987 0.027196597374493515 -0.048564690959641867  0.02318521171282617 -0.035075185531263348 0.032896075001363913 -0.027631419037158003  
shrinkage=0.05


end of trees

feature_importances:
Column_0=40
Column_6=25
Column_3=17
Column_2=14
Column_7=11
Column_5=5

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 8]
[learning_rate: 0.05]
[num_leaves: 15]
[num_threads: 1]
[seed: 0]
[deterministic: 1]
[force_col_wise: 1]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 7719]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2437]
[extra_trees: 0]
[extra_seed: 11797]
[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: 21238]
[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: 1]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 38]
[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: 8855]
[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
