LightGBM tuning
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iteration,model,params,avg_val_accuracy,test_accuracy,avg_val_f1_macro,test_f1_macro,avg_val_f2_macro,test_f2_macro,avg_val_recall_macro,test_recall_macro,avg_val_precision_macro,test_precision_macro,avg_val_f1_class0,test_f1_class0,avg_val_f1_class1,test_f1_class1,avg_val_f2_class0,test_f2_class0,avg_val_f2_class1,test_f2_class1,avg_val_recall_class0,test_recall_class0,avg_val_recall_class1,test_recall_class1,avg_val_precision_class0,test_precision_class0,avg_val_precision_class1,test_precision_class1,avg_val_TP,test_TP,avg_val_TN,test_TN,avg_val_FP,test_FP,avg_val_FN,test_FN
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0,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9800327989031355,0.9865689865689866,0.8432734469569239,0.8579034533521438,0.8463273763470681,0.8203934680779092,0.8515899964656558,0.7997561022084183,0.8467708025227314,0.94671748888719,0.9896627823964457,0.9931178310740355,0.6968841115174019,0.7226890756302521,0.9886230584594005,0.9961092749864033,0.7040316942347358,0.6446776611694153,0.9879434313179386,0.9981136030182352,0.7152365616133732,0.6013986013986014,0.9914509724774107,0.9881718198796431,0.7020906325680519,0.9052631578947369,115.6,86,5342.4,4762,65.2,9,46.0,57
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3,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9815776420702832,0.9863654863654864,0.8455250397471108,0.8527317741939091,0.851180169252375,0.8116037206067368,0.8560545222244521,0.7894761913835484,0.8397679021960645,0.9548922056384743,0.9904940690829267,0.9930171964564878,0.7005560104112949,0.7124463519313304,0.9897826471143268,0.9963192236908148,0.712577691390423,0.6268882175226587,0.9893117129559206,0.9985328023475163,0.7227973314929838,0.5804195804195804,0.9916932758915257,0.9875621890547264,0.6878425285006033,0.9222222222222223,116.8,83,5349.8,4764,57.8,7,44.8,60
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5,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}",0.9738916604581723,0.9841269841269841,0.8025200050073021,0.8153870162297128,0.8172016877562314,0.7655609827221695,0.8304562261576022,0.7408395419294602,0.786640795675313,0.9649596907692003,0.9864721416756025,0.9918851435705368,0.6185678683390019,0.6388888888888888,0.9842165537635422,0.9962382445141066,0.6501868217489205,0.5348837209302325,0.9827282639860885,0.9991616013414378,0.6781841883291158,0.4825174825174825,0.9902946012147016,0.9847139020863458,0.5829869901359244,0.9452054794520548,109.6,69,5314.2,4767,93.4,4,52.0,74
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6,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9758668095023328,0.9857549857549858,0.8319131959827037,0.8480460411925193,0.83648147809202,0.8099384625546296,0.8470383217819697,0.7891617918865875,0.837126679288301,0.9400137837819753,0.9874143411395636,0.9927022518765638,0.676412050825844,0.7033898305084746,0.9852194107898138,0.9958167747333194,0.6877435453942262,0.6240601503759399,0.9838013579263348,0.9979040033535946,0.7102752856376046,0.5804195804195804,0.9912623666088203,0.9875544492843809,0.6829909919677812,0.8924731182795699,114.8,83,5320.0,4761,87.6,10,46.8,60
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7,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9799609404845302,0.9863654863654864,0.8356089261900165,0.8502218435235476,0.8424847836937512,0.8060361396040803,0.849894371275871,0.7826927840551818,0.833324479344755,0.9645093543477004,0.989649616242281,0.9930201062610688,0.6815682361377521,0.7074235807860262,0.9886428417992136,0.9965707594513216,0.696326725588289,0.6155015197568389,0.9879798321921068,0.9989520016767973,0.711808910359635,0.5664335664335665,0.991360609249212,0.9871582435791217,0.6752883494402981,0.9418604651162791,115.0,81,5342.6,4766,65.0,5,46.6,62
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8,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9788835219845173,0.9824989824989825,0.8447608916561954,0.7847476895995307,0.8501664229702659,0.731095666408683,0.8623706346469232,0.7060841066290657,0.8535131525544359,0.9749521168248134,0.9890168583971096,0.9910640066500416,0.700504924915281,0.5784313725490197,0.9872172266340092,0.9961565776830847,0.7131156193065226,0.4660347551342812,0.9860555856806267,0.999580800670719,0.7386856836132198,0.4125874125874126,0.9921751115484485,0.9826911188955285,0.7148511935604234,0.9672131147540983,119.4,59,5332.2,4769,75.4,2,42.2,84
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10,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9826543577827115,0.9867724867724867,0.849945187641918,0.857127840635882,0.8505929045312721,0.8154847231608375,0.8517764206155822,0.7930774947123721,0.8517348757306525,0.9605514096185739,0.9910592993829926,0.993225638353309,0.7088310759008433,0.721030042918455,0.9908523507331463,0.9965283587083821,0.7103334583293978,0.6344410876132931,0.990716402307769,0.9987424020121568,0.7128364389233954,0.5874125874125874,0.9914123087311719,0.9877694859038143,0.7120574427301333,0.9333333333333333,115.2,84,5357.4,4765,50.2,6,46.4,59
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11,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9778063549406129,0.9845339845339846,0.819159693921654,0.8233176898039513,0.8202611587853837,0.7754476744811455,0.8241231417502857,0.7512242525866504,0.8278968094003802,0.9601932076606461,0.9885315521050252,0.992089925062448,0.6497878357382829,0.6545454545454545,0.987772777417953,0.9961958112119058,0.6527495401528147,0.5546995377503852,0.9872770326762481,0.9989520016767973,0.6609692508243233,0.5034965034965035,0.9898370295531704,0.9853214802563572,0.66595658924759,0.935064935064935,106.8,72,5338.8,4766,68.8,5,54.8,71
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13,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9835522108311172,0.9837199837199837,0.8602770200263891,0.8089235130232585,0.8600049787250741,0.7585751528706971,0.862452673066857,0.7338465349364531,0.869026427653249,0.9639846097024019,0.9915123948643714,0.9916788017474516,0.7290416451884066,0.6261682242990654,0.9912077541125379,0.9961549713712542,0.7288022033376103,0.52099533437014,0.9910122397768397,0.9991616013414378,0.7338931063568744,0.46853146853146854,0.9920508401945402,0.9843072475738179,0.746002015111958,0.9436619718309859,118.6,67,5359.0,4767,48.6,4,43.0,76
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18,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9801044509987804,0.9865689865689866,0.8420089722217277,0.8543196878009516,0.8496888640114886,0.8121616449258658,0.858919795063265,0.7895809912158687,0.8405709518832005,0.9600745182511498,0.9897089913626296,0.9931221342225928,0.6943089530808259,0.7155172413793104,0.9884199250461327,0.9964866786565728,0.7109578029768443,0.6278366111951589,0.9875735062372577,0.9987424020121568,0.7302660838892723,0.5804195804195804,0.9919101471927126,0.9875647668393782,0.6892317565736887,0.9325842696629213,118.0,83,5340.4,4765,67.2,6,43.6,60
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98,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}",0.9757590895741461,0.9863654863654864,0.8306305711532695,0.8514876808093439,0.8424455189578607,0.8088285616516482,0.8572649261865767,0.7860844877193651,0.8232091279357544,0.959589157216592,0.9873718875745228,0.9930186516619777,0.6738892547320163,0.70995670995671,0.9847613118629841,0.9964450020911753,0.7001297260527374,0.6212121212121212,0.9830598730770872,0.9987424020121568,0.7314699792960663,0.5734265734265734,0.9918856059775703,0.9873601326150021,0.6545326498939386,0.9318181818181818,118.2,82,5316.0,4765,91.6,6,43.4,61
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||||
99,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}",0.9803566163421324,0.9863654863654864,0.8287216718316655,0.8514876808093439,0.826870478670944,0.8088285616516482,0.8265725018855902,0.7860844877193651,0.835832349357525,0.959589157216592,0.9898767867575804,0.9930186516619777,0.6675665569057507,0.70995670995671,0.98984672961169,0.9964450020911753,0.663894227730198,0.6212121212121212,0.9898293071221504,0.9987424020121568,0.66331569664903,0.5734265734265734,0.9899373580453338,0.9873601326150021,0.6817273406697164,0.9318181818181818,107.2,82,5352.6,4765,55.0,6,54.4,61
|
||||
|
Reference in New Issue
Block a user