PLOS_Gradio_app / pairwise_comparison_results.csv
Navinor's picture
Upload pairwise_comparison_results.csv
427a915 verified
metric,tree_model,non_tree_model,tree_mean,non_tree_mean,tree_std,non_tree_std,n_datasets,t_statistic,p_value
accuracy,RandomForest,KNN,0.8981629926676269,0.7993995209049249,0.1502025408878673,0.19541340480957473,150,10.010174358643102,2.330011487444331e-18
accuracy,RandomForest,SVM,0.8981629926676269,0.7615427969910293,0.1502025408878673,0.21454616276521002,150,8.316698902164703,5.255224374109862e-14
accuracy,RandomForest,LogisticRegression,0.8981629926676269,0.7801257861512856,0.1502025408878673,0.18471538819344094,150,8.364166673786878,3.9972147139080896e-14
accuracy,DecisionTree,KNN,0.8635454049953601,0.7993995209049249,0.18060688517671622,0.19541340480957473,150,6.066549223950752,1.0308343312991248e-08
accuracy,DecisionTree,SVM,0.8635454049953601,0.7615427969910293,0.18060688517671622,0.21454616276521002,150,5.975305443273526,1.6220463184823798e-08
accuracy,DecisionTree,LogisticRegression,0.8635454049953601,0.7801257861512856,0.18060688517671622,0.18471538819344094,150,5.428132743065989,2.2593452204918647e-07
precision,RandomForest,KNN,0.8987028040649087,0.7928104580865538,0.14141403359322452,0.20946291153757726,150,9.371637438820674,1.0775536957757532e-16
precision,RandomForest,SVM,0.8987028040649087,0.7080970917142184,0.14141403359322452,0.2749020462230878,150,9.387573634051847,9.798833809225372e-17
precision,RandomForest,LogisticRegression,0.8987028040649087,0.7834643783755901,0.14141403359322452,0.18856494596401063,150,8.63813333819984,8.158339375460458e-15
precision,DecisionTree,KNN,0.8696717362210029,0.7928104580865538,0.17292752795433727,0.20946291153757726,150,7.21359331138363,2.562766590020733e-11
precision,DecisionTree,SVM,0.8696717362210029,0.7080970917142184,0.17292752795433727,0.2749020462230878,150,8.048728081639421,2.437904925807604e-13
precision,DecisionTree,LogisticRegression,0.8696717362210029,0.7834643783755901,0.17292752795433727,0.18856494596401063,150,6.452398947142659,1.4547483260856653e-09
recall,RandomForest,KNN,0.8981629926676269,0.7993995209049249,0.1502025408878673,0.19541340480957473,150,10.010174358643102,2.330011487444331e-18
recall,RandomForest,SVM,0.8981629926676269,0.7615427969910293,0.1502025408878673,0.21454616276521002,150,8.316698902164703,5.255224374109862e-14
recall,RandomForest,LogisticRegression,0.8981629926676269,0.7801257861512856,0.1502025408878673,0.18471538819344094,150,8.364166673786878,3.9972147139080896e-14
recall,DecisionTree,KNN,0.8635454049953601,0.7993995209049249,0.18060688517671622,0.19541340480957473,150,6.066549223950752,1.0308343312991248e-08
recall,DecisionTree,SVM,0.8635454049953601,0.7615427969910293,0.18060688517671622,0.21454616276521002,150,5.975305443273526,1.6220463184823798e-08
recall,DecisionTree,LogisticRegression,0.8635454049953601,0.7801257861512856,0.18060688517671622,0.18471538819344094,150,5.428132743065989,2.2593452204918647e-07
f1_score,RandomForest,KNN,0.8927444712437569,0.7881125126622395,0.15617083065505244,0.20717816725112784,150,9.834490321567182,6.7249243244546895e-18
f1_score,RandomForest,SVM,0.8927444712437569,0.7139055142749663,0.15617083065505244,0.2588780336086611,150,9.291241269016648,1.7392311849091353e-16
f1_score,RandomForest,LogisticRegression,0.8927444712437569,0.7614980222925535,0.15617083065505244,0.20414518983730184,150,8.63515635053487,8.301162207928286e-15
f1_score,DecisionTree,KNN,0.8619911090600241,0.7881125126622395,0.18320924986994877,0.20717816725112784,150,6.651898988476921,5.156747146603774e-10
f1_score,DecisionTree,SVM,0.8619911090600241,0.7139055142749663,0.18320924986994877,0.2588780336086611,150,7.653819775119571,2.260513472436346e-12
f1_score,DecisionTree,LogisticRegression,0.8619911090600241,0.7614980222925535,0.18320924986994877,0.20414518983730184,150,6.197759384288762,5.335681619215958e-09