PLOS_model_results.csv

,model,accuracy,precision,recall,f1_score,dataset,task_type
0,RandomForest,0.9453781512605042,0.9459445542923052,0.9453781512605042,0.9452362203953674,D1,classification
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12,DecisionTree,0.9853658536585366,0.9857839721254356,0.9853658536585366,0.9853637641109759,D3,classification
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704,LogisticRegression,0.5185185185185185,0.581275720164609,0.5185185185185185,0.5012025012025012,D190,classification
705,RandomForest,1.0,1.0,1.0,1.0,D191,classification
706,KNN,0.7727272727272727,0.8,0.7727272727272727,0.7821067821067821,D191,classification
707,DecisionTree,1.0,1.0,1.0,1.0,D191,classification
708,SVM,0.5909090909090909,0.5123966942148761,0.5909090909090909,0.5319073083778967,D191,classification
709,LogisticRegression,0.8181818181818182,0.8272727272727274,0.8181818181818182,0.8195592286501377,D191,classification
710,RandomForest,0.9590409590409591,0.9590567169974707,0.9590409590409591,0.9590402232241019,D192,classification
711,KNN,0.962037962037962,0.9625070805195028,0.962037962037962,0.9620264404737869,D192,classification
712,DecisionTree,0.9530469530469531,0.9530623879474086,0.9530469530469531,0.9530461095495804,D192,classification
713,SVM,0.9630369630369631,0.9630820751966813,0.9630369630369631,0.963035487373844,D192,classification
714,LogisticRegression,0.9600399600399601,0.9601046523392437,0.9600399600399601,0.9600378063329197,D192,classification
715,RandomForest,0.5517241379310345,0.5530377668308702,0.5517241379310345,0.5517241379310345,D194,classification
716,KNN,0.5172413793103449,0.5235109717868338,0.5172413793103449,0.5102785145888594,D194,classification
717,DecisionTree,0.5517241379310345,0.5506792058516197,0.5517241379310345,0.5452037617554859,D194,classification
718,SVM,0.5172413793103449,0.5517241379310345,0.5172413793103449,0.4600725952813067,D194,classification
719,LogisticRegression,0.5517241379310345,0.5761494252873564,0.5517241379310345,0.528335832083958,D194,classification
720,RandomForest,0.9090909090909091,0.9178145087235997,0.9090909090909091,0.9122130394857668,D195,classification
721,KNN,1.0,1.0,1.0,1.0,D195,classification
722,DecisionTree,0.9696969696969697,0.9747474747474749,0.9696969696969697,0.9707376798285889,D195,classification
723,SVM,0.8181818181818182,0.7658402203856749,0.8181818181818182,0.7761784511784511,D195,classification
724,LogisticRegression,0.9696969696969697,0.9709595959595961,0.9696969696969697,0.9683358406762661,D195,classification
725,RandomForest,0.8986342943854325,0.8846010187240879,0.8986342943854325,0.8870718834679053,D196,classification
726,KNN,0.8921092564491654,0.8785040845937083,0.8921092564491654,0.8826544346514358,D196,classification
727,DecisionTree,0.8779969650986343,0.8785296033923803,0.8779969650986343,0.8782613918095262,D196,classification
728,SVM,0.8971168437025797,0.8805180944487818,0.8971168437025797,0.8787434936802534,D196,classification
729,LogisticRegression,0.8977238239757208,0.8816378667413626,0.8977238239757208,0.8815015247534012,D196,classification
730,RandomForest,0.9168246745038554,0.9170038033875743,0.9168246745038554,0.9168340188667807,D197,classification
731,KNN,0.9585387435216787,0.9592319322471361,0.9585387435216787,0.9585406316306478,D197,classification
732,DecisionTree,0.9290860826697004,0.930138839402055,0.9290860826697004,0.9290817995197078,D197,classification
733,SVM,0.8272026292504108,0.8272094366701865,0.8272026292504108,0.8271716262865143,D197,classification
734,LogisticRegression,0.8768802932625458,0.8788956451785267,0.8768802932625458,0.876599468868527,D197,classification
735,RandomForest,0.9026063100137174,0.9038609514339832,0.9026063100137174,0.9026202384522345,D198,classification
736,KNN,0.887517146776406,0.8931103360814966,0.887517146776406,0.887348130212287,D198,classification
737,DecisionTree,0.887517146776406,0.8891443894197609,0.887517146776406,0.8875218032244921,D198,classification
738,SVM,0.8175582990397805,0.8252084041103017,0.8175582990397805,0.8170115320518819,D198,classification
739,LogisticRegression,0.8861454046639232,0.8862925945397954,0.8861454046639232,0.886083585145588,D198,classification
740,RandomForest,1.0,1.0,1.0,1.0,D199,classification
741,KNN,0.5769230769230769,0.5494505494505495,0.5769230769230769,0.5628517823639775,D199,classification
742,DecisionTree,0.9230769230769231,0.9423076923076923,0.9230769230769231,0.9265471370734528,D199,classification
743,SVM,0.7692307692307693,0.591715976331361,0.7692307692307693,0.6688963210702341,D199,classification
744,LogisticRegression,1.0,1.0,1.0,1.0,D199,classification
745,RandomForest,0.6004,0.5967512488216636,0.6004,0.5984632995622902,D200,classification
746,KNN,0.6492,0.42146063999999994,0.6492,0.511109192335678,D200,classification
747,DecisionTree,0.5568,0.6025228684495005,0.5568,0.5668737283702634,D200,classification
748,SVM,0.6492,0.42146063999999994,0.6492,0.511109192335678,D200,classification
749,LogisticRegression,0.6922,0.6771150250069748,0.6922,0.6602782988516442,D200,classification