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. 2020 Nov 5;10:19128. doi: 10.1038/s41598-020-76129-8

Table 3.

Performance metric statistics of each feature selection-prediction method combination.

FS_name Pred_method nfold mse roc_auc roc_auc_prob Accuracy f1_score Precision_score Recall_score Sensitivity Specificity mcc
Boruta RandomForest Validation 0.102941 0.897059 0.933391 0.897059 0.895956 0.914634 0.897059 0.794118 1 0.811503
Boruta RandomForest 0 0.090909 0.823529 0.895425 0.909091 0.903813 0.909091 0.909091 0.666667 0.980392 0.727607
Boruta RandomForest 1 0.19697 0.707843 0.866667 0.80303 0.80059 0.798576 0.80303 0.533333 0.882353 0.426119
Boruta RandomForest 2 0.092593 0.910714 0.950397 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
Boruta RandomForest 3 0.12963 0.857143 0.934524 0.87037 0.875171 0.88604 0.87037 0.833333 0.880952 0.662994
Boruta RandomForest 4 0.148148 0.815476 0.863095 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
Boruta RandomForest 5 0.185185 0.791667 0.865079 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
Boruta RandomForest 6 0.407407 0.410714 0.605159 0.592593 0.592593 0.592593 0.592593 0.083333 0.738095 − 0.17857
Boruta RandomForest 7 0.203704 0.660714 0.855159 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
Boruta RandomForest 8 0.111111 0.839286 0.865079 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
Boruta RandomForest 9 0.092593 0.880952 0.954365 0.907407 0.908701 0.910778 0.907407 0.833333 0.928571 0.740888
Boruta SVC Validation 0.117647 0.882353 0.947232 0.882353 0.882251 0.883681 0.882353 0.852941 0.911765 0.766032
Boruta SVC 0 0.166667 0.727451 0.878431 0.833333 0.826455 0.824074 0.833333 0.533333 0.921569 0.494266
Boruta SVC 1 0.19697 0.731373 0.870588 0.80303 0.805232 0.807841 0.80303 0.6 0.862745 0.452509
Boruta SVC 2 0.092593 0.910714 0.968254 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
Boruta SVC 3 0.185185 0.821429 0.902778 0.814815 0.826211 0.858025 0.814815 0.833333 0.809524 0.566947
Boruta SVC 4 0.111111 0.89881 0.894841 0.888889 0.894048 0.910088 0.888889 0.916667 0.880952 0.726205
Boruta SVC 5 0.203704 0.779762 0.871032 0.796296 0.807411 0.832362 0.796296 0.75 0.809524 0.500851
Boruta SVC 6 0.388889 0.452381 0.460317 0.611111 0.616546 0.622264 0.611111 0.166667 0.738095 − 0.09261
Boruta SVC 7 0.185185 0.732143 0.793651 0.814815 0.814815 0.814815 0.814815 0.583333 0.880952 0.464286
Boruta SVC 8 0.185185 0.702381 0.809524 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
Boruta SVC 9 0.148148 0.815476 0.890873 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
Boruta LogisticRegression Validation 0.161765 0.838235 0.944637 0.838235 0.835351 0.863721 0.838235 0.705882 0.970588 0.701493
Boruta LogisticRegression 0 0.166667 0.633333 0.890196 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
Boruta LogisticRegression 1 0.166667 0.703922 0.861438 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
Boruta LogisticRegression 2 0.111111 0.75 0.97619 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Boruta LogisticRegression 3 0.074074 0.863095 0.888889 0.925926 0.92342 0.924747 0.925926 0.75 0.97619 0.777212
Boruta LogisticRegression 4 0.166667 0.714286 0.894841 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Boruta LogisticRegression 5 0.148148 0.815476 0.833333 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
Boruta LogisticRegression 6 0.277778 0.52381 0.470238 0.722222 0.693475 0.675785 0.722222 0.166667 0.880952 0.058938
Boruta LogisticRegression 7 0.166667 0.684524 0.751984 0.833333 0.816085 0.820669 0.833333 0.416667 0.952381 0.456772
Boruta LogisticRegression 8 0.277778 0.464286 0.728175 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
Boruta LogisticRegression 9 0.166667 0.714286 0.875 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Boruta Lasso Validation 0.176471 0.823529 0.943772 0.823529 0.819629 0.854167 0.823529 0.676471 0.970588 0.677003
Boruta Lasso 0 0.166667 0.633333 0.870588 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
Boruta Lasso 1 0.166667 0.703922 0.867974 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
Boruta Lasso 2 0.111111 0.75 0.96627 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Boruta Lasso 3 0.111111 0.779762 0.896825 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
Boruta Lasso 4 0.185185 0.642857 0.896825 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
Boruta Lasso 5 0.148148 0.785714 0.84127 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
Boruta Lasso 6 0.240741 0.517857 0.494048 0.759259 0.698686 0.684096 0.759259 0.083333 0.952381 0.06482
Boruta Lasso 7 0.185185 0.642857 0.761905 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
Boruta Lasso 8 0.277778 0.464286 0.769841 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
Boruta Lasso 9 0.185185 0.672619 0.878968 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Boruta ElasticNet Validation 0.176471 0.823529 0.942042 0.823529 0.819629 0.854167 0.823529 0.676471 0.970588 0.677003
Boruta ElasticNet 0 0.166667 0.633333 0.870588 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
Boruta ElasticNet 1 0.166667 0.703922 0.869281 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
Boruta ElasticNet 2 0.111111 0.75 0.96627 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Boruta ElasticNet 3 0.111111 0.779762 0.890873 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
Boruta ElasticNet 4 0.185185 0.642857 0.894841 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
Boruta ElasticNet 5 0.148148 0.785714 0.845238 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
Boruta ElasticNet 6 0.240741 0.517857 0.496032 0.759259 0.698686 0.684096 0.759259 0.083333 0.952381 0.06482
Boruta ElasticNet 7 0.185185 0.642857 0.761905 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
Boruta ElasticNet 8 0.277778 0.464286 0.757937 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
Boruta ElasticNet 9 0.185185 0.672619 0.880952 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
DCor RandomForest Validation 0.102941 0.897059 0.916955 0.897059 0.896499 0.905836 0.897059 0.823529 0.970588 0.802846
DCor RandomForest 0 0.106061 0.790196 0.917647 0.893939 0.885811 0.894481 0.893939 0.6 0.980392 0.678357
DCor RandomForest 1 0.212121 0.65098 0.696732 0.787879 0.775564 0.770248 0.787879 0.4 0.901961 0.33955
DCor RandomForest 2 0.148148 0.785714 0.938492 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
DCor RandomForest 3 0.203704 0.720238 0.875 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
DCor RandomForest 4 0.203704 0.720238 0.865079 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
DCor RandomForest 5 0.185185 0.791667 0.791667 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
DCor RandomForest 6 0.425926 0.39881 0.380952 0.574074 0.580027 0.5862 0.574074 0.083333 0.714286 − 0.1968
DCor RandomForest 7 0.203704 0.660714 0.857143 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
DCor RandomForest 8 0.092593 0.880952 0.886905 0.907407 0.908701 0.910778 0.907407 0.833333 0.928571 0.740888
DCor RandomForest 9 0.111111 0.809524 0.958333 0.888889 0.88513 0.884848 0.888889 0.666667 0.952381 0.662541
DCor SVC Validation 0.132353 0.867647 0.933391 0.867647 0.867618 0.867965 0.867647 0.882353 0.852941 0.735612
DCor SVC 0 0.121212 0.803922 0.881046 0.878788 0.875624 0.874654 0.878788 0.666667 0.941176 0.64049
DCor SVC 1 0.212121 0.698039 0.79085 0.787879 0.787879 0.787879 0.787879 0.533333 0.862745 0.396078
DCor SVC 2 0.166667 0.803571 0.914683 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
DCor SVC 3 0.203704 0.779762 0.859127 0.796296 0.807411 0.832362 0.796296 0.75 0.809524 0.500851
DCor SVC 4 0.203704 0.75 0.791667 0.796296 0.803841 0.816524 0.796296 0.666667 0.833333 0.464095
DCor SVC 5 0.166667 0.803571 0.753968 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
DCor SVC 6 0.481481 0.363095 0.337302 0.518519 0.540873 0.56652 0.518519 0.083333 0.642857 − 0.24929
DCor SVC 7 0.203704 0.660714 0.777778 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
DCor SVC 8 0.12963 0.857143 0.934524 0.87037 0.875171 0.88604 0.87037 0.833333 0.880952 0.662994
DCor SVC 9 0.111111 0.839286 0.962302 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
DCor LogisticRegression Validation 0.132353 0.867647 0.949827 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
DCor LogisticRegression 0 0.151515 0.690196 0.909804 0.848485 0.826446 0.849659 0.848485 0.4 0.980392 0.517711
DCor LogisticRegression 1 0.181818 0.670588 0.797386 0.818182 0.800505 0.802233 0.818182 0.4 0.941176 0.416631
DCor LogisticRegression 2 0.148148 0.755952 0.914683 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
DCor LogisticRegression 3 0.185185 0.613095 0.85119 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
DCor LogisticRegression 4 0.203704 0.660714 0.777778 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
DCor LogisticRegression 5 0.222222 0.64881 0.78373 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
DCor LogisticRegression 6 0.351852 0.446429 0.390873 0.648148 0.629082 0.612346 0.648148 0.083333 0.809524 − 0.11952
DCor LogisticRegression 7 0.166667 0.625 0.789683 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
DCor LogisticRegression 8 0.166667 0.684524 0.926587 0.833333 0.816085 0.820669 0.833333 0.416667 0.952381 0.456772
DCor LogisticRegression 9 0.12963 0.738095 0.94246 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
DCor Lasso Validation 0.132353 0.867647 0.948962 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
DCor Lasso 0 0.181818 0.623529 0.895425 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
DCor Lasso 1 0.19697 0.637255 0.806536 0.80303 0.779381 0.781544 0.80303 0.333333 0.941176 0.352476
DCor Lasso 2 0.166667 0.714286 0.936508 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
DCor Lasso 3 0.222222 0.529762 0.867063 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
DCor Lasso 4 0.222222 0.619048 0.777778 0.777778 0.760606 0.753623 0.777778 0.333333 0.904762 0.278639
DCor Lasso 5 0.222222 0.64881 0.787698 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
DCor Lasso 6 0.259259 0.505952 0.369048 0.740741 0.687198 0.662222 0.740741 0.083333 0.928571 0.018898
DCor Lasso 7 0.166667 0.625 0.797619 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
DCor Lasso 8 0.12963 0.738095 0.928571 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
DCor Lasso 9 0.111111 0.75 0.930556 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
DCor ElasticNet Validation 0.132353 0.867647 0.948097 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
DCor ElasticNet 0 0.181818 0.623529 0.89281 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
DCor ElasticNet 1 0.19697 0.637255 0.803922 0.80303 0.779381 0.781544 0.80303 0.333333 0.941176 0.352476
DCor ElasticNet 2 0.166667 0.714286 0.936508 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
DCor ElasticNet 3 0.222222 0.529762 0.867063 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
DCor ElasticNet 4 0.203704 0.660714 0.779762 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
DCor ElasticNet 5 0.222222 0.64881 0.78373 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
DCor ElasticNet 6 0.277778 0.494048 0.365079 0.722222 0.675716 0.647619 0.722222 0.083333 0.904762 − 0.01708
DCor ElasticNet 7 0.166667 0.625 0.793651 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
DCor ElasticNet 8 0.148148 0.696429 0.926587 0.851852 0.832099 0.849537 0.851852 0.416667 0.97619 0.519701
DCor ElasticNet 9 0.111111 0.75 0.938492 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ElasticNet_alpha_.001 RandomForest Validation 0.279412 0.720588 0.75519 0.720588 0.719069 0.725464 0.720588 0.794118 0.647059 0.446026
ElasticNet_alpha_.001 RandomForest 0 0.227273 0.594118 0.620915 0.772727 0.74544 0.739812 0.772727 0.266667 0.921569 0.241698
ElasticNet_alpha_.001 RandomForest 1 0.318182 0.558824 0.670588 0.681818 0.685375 0.689205 0.681818 0.333333 0.784314 0.115045
ElasticNet_alpha_.001 RandomForest 2 0.240741 0.636905 0.734127 0.759259 0.755442 0.752173 0.759259 0.416667 0.857143 0.28264
ElasticNet_alpha_.001 RandomForest 3 0.240741 0.666667 0.765873 0.759259 0.762624 0.766521 0.759259 0.5 0.833333 0.324138
ElasticNet_alpha_.001 RandomForest 4 0.222222 0.738095 0.77381 0.777778 0.788095 0.807018 0.777778 0.666667 0.809524 0.433555
ElasticNet_alpha_.001 RandomForest 5 0.166667 0.77381 0.934524 0.833333 0.835663 0.838649 0.833333 0.666667 0.880952 0.532513
ElasticNet_alpha_.001 RandomForest 6 0.240741 0.577381 0.53373 0.759259 0.734345 0.72408 0.759259 0.25 0.904762 0.19155
ElasticNet_alpha_.001 RandomForest 7 0.111111 0.779762 0.875 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
ElasticNet_alpha_.001 RandomForest 8 0.203704 0.630952 0.700397 0.796296 0.775215 0.772374 0.796296 0.333333 0.928571 0.324161
ElasticNet_alpha_.001 RandomForest 9 0.166667 0.744048 0.779762 0.833333 0.830691 0.828753 0.833333 0.583333 0.904762 0.503836
ElasticNet_alpha_.001 SVC Validation 0.25 0.75 0.762111 0.75 0.748641 0.755526 0.75 0.676471 0.823529 0.505496
ElasticNet_alpha_.001 SVC 0 0.287879 0.672549 0.687582 0.712121 0.728747 0.760331 0.712121 0.6 0.745098 0.306786
ElasticNet_alpha_.001 SVC 1 0.287879 0.64902 0.708497 0.712121 0.725264 0.746047 0.712121 0.533333 0.764706 0.271775
ElasticNet_alpha_.001 SVC 2 0.37037 0.613095 0.603175 0.62963 0.659071 0.726957 0.62963 0.583333 0.642857 0.191383
ElasticNet_alpha_.001 SVC 3 0.259259 0.654762 0.746032 0.740741 0.747551 0.756349 0.740741 0.5 0.809524 0.29364
ElasticNet_alpha_.001 SVC 4 0.314815 0.708333 0.775794 0.685185 0.710937 0.789465 0.685185 0.75 0.666667 0.350315
ElasticNet_alpha_.001 SVC 5 0.203704 0.839286 0.928571 0.796296 0.811852 0.870611 0.796296 0.916667 0.761905 0.578688
ElasticNet_alpha_.001 SVC 6 0.388889 0.541667 0.678571 0.611111 0.637341 0.680702 0.611111 0.416667 0.666667 0.072548
ElasticNet_alpha_.001 SVC 7 0.111111 0.89881 0.94246 0.888889 0.894048 0.910088 0.888889 0.916667 0.880952 0.726205
ElasticNet_alpha_.001 SVC 8 0.388889 0.571429 0.607143 0.611111 0.640808 0.699856 0.611111 0.5 0.642857 0.121829
ElasticNet_alpha_.001 SVC 9 0.333333 0.636905 0.777778 0.666667 0.690789 0.741176 0.666667 0.583333 0.690476 0.235727
ElasticNet_alpha_.001 LogisticRegression Validation 0.220588 0.779412 0.741349 0.779412 0.771044 0.827254 0.779412 0.588235 0.970588 0.604777
ElasticNet_alpha_.001 LogisticRegression 0 0.19697 0.590196 0.695425 0.80303 0.7556 0.793622 0.80303 0.2 0.980392 0.316827
ElasticNet_alpha_.001 LogisticRegression 1 0.257576 0.55098 0.70719 0.742424 0.711499 0.69808 0.742424 0.2 0.901961 0.13092
ElasticNet_alpha_.001 LogisticRegression 2 0.259259 0.535714 0.619048 0.740741 0.706173 0.689815 0.740741 0.166667 0.904762 0.094491
ElasticNet_alpha_.001 LogisticRegression 3 0.203704 0.541667 0.797619 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
ElasticNet_alpha_.001 LogisticRegression 4 0.203704 0.690476 0.771825 0.796296 0.793066 0.790463 0.796296 0.5 0.880952 0.393238
ElasticNet_alpha_.001 LogisticRegression 5 0.074074 0.833333 0.944444 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
ElasticNet_alpha_.001 LogisticRegression 6 0.185185 0.583333 0.674603 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 LogisticRegression 7 0.166667 0.654762 0.904762 0.833333 0.80543 0.828571 0.833333 0.333333 0.97619 0.443942
ElasticNet_alpha_.001 LogisticRegression 8 0.185185 0.583333 0.609127 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 LogisticRegression 9 0.148148 0.666667 0.803571 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ElasticNet_alpha_.001 Lasso Validation 0.235294 0.764706 0.736159 0.764706 0.759505 0.789773 0.764706 0.617647 0.911765 0.553912
ElasticNet_alpha_.001 Lasso 0 0.227273 0.523529 0.718954 0.772727 0.698675 0.71733 0.772727 0.066667 0.980392 0.115045
ElasticNet_alpha_.001 Lasso 1 0.212121 0.580392 0.705882 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
ElasticNet_alpha_.001 Lasso 2 0.240741 0.547619 0.603175 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
ElasticNet_alpha_.001 Lasso 3 0.203704 0.541667 0.815476 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
ElasticNet_alpha_.001 Lasso 4 0.166667 0.714286 0.777778 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
ElasticNet_alpha_.001 Lasso 5 0.092593 0.791667 0.938492 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
ElasticNet_alpha_.001 Lasso 6 0.185185 0.583333 0.68254 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 Lasso 7 0.166667 0.654762 0.914683 0.833333 0.80543 0.828571 0.833333 0.333333 0.97619 0.443942
ElasticNet_alpha_.001 Lasso 8 0.185185 0.583333 0.625 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 Lasso 9 0.148148 0.666667 0.785714 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ElasticNet_alpha_.001 ElasticNet Validation 0.235294 0.764706 0.734429 0.764706 0.759505 0.789773 0.764706 0.617647 0.911765 0.553912
ElasticNet_alpha_.001 ElasticNet 0 0.212121 0.556863 0.720261 0.787879 0.728336 0.764791 0.787879 0.133333 0.980392 0.228801
ElasticNet_alpha_.001 ElasticNet 1 0.212121 0.580392 0.70719 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
ElasticNet_alpha_.001 ElasticNet 2 0.240741 0.547619 0.599206 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
ElasticNet_alpha_.001 ElasticNet 3 0.203704 0.541667 0.811508 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
ElasticNet_alpha_.001 ElasticNet 4 0.166667 0.714286 0.77381 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
ElasticNet_alpha_.001 ElasticNet 5 0.092593 0.791667 0.938492 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
ElasticNet_alpha_.001 ElasticNet 6 0.185185 0.583333 0.688492 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 ElasticNet 7 0.166667 0.654762 0.910714 0.833333 0.80543 0.828571 0.833333 0.333333 0.97619 0.443942
ElasticNet_alpha_.001 ElasticNet 8 0.185185 0.583333 0.611111 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.001 ElasticNet 9 0.148148 0.666667 0.785714 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ElasticNet_alpha_.01 RandomForest Validation 0.397059 0.602941 0.676471 0.602941 0.587879 0.620567 0.602941 0.794118 0.411765 0.222812
ElasticNet_alpha_.01 RandomForest 0 0.242424 0.490196 0.605229 0.757576 0.666144 0.594406 0.757576 0 0.980392 − 0.06727
ElasticNet_alpha_.01 RandomForest 1 0.227273 0.688235 0.720261 0.772727 0.775268 0.778182 0.772727 0.533333 0.843137 0.368143
ElasticNet_alpha_.01 RandomForest 2 0.092593 0.791667 0.972222 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
ElasticNet_alpha_.01 RandomForest 3 0.074074 0.833333 0.880952 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
ElasticNet_alpha_.01 RandomForest 4 0.092593 0.821429 0.875 0.907407 0.90239 0.906173 0.907407 0.666667 0.97619 0.717137
ElasticNet_alpha_.01 RandomForest 5 0.055556 0.904762 0.980159 0.944444 0.943564 0.943622 0.944444 0.833333 0.97619 0.835631
ElasticNet_alpha_.01 RandomForest 6 0.203704 0.60119 0.65873 0.796296 0.762192 0.768254 0.796296 0.25 0.952381 0.29027
ElasticNet_alpha_.01 RandomForest 7 0.222222 0.678571 0.829365 0.777778 0.777778 0.777778 0.777778 0.5 0.857143 0.357143
ElasticNet_alpha_.01 RandomForest 8 0.277778 0.494048 0.684524 0.722222 0.675716 0.647619 0.722222 0.083333 0.904762 − 0.01708
ElasticNet_alpha_.01 RandomForest 9 0.074074 0.863095 0.871032 0.925926 0.92342 0.924747 0.925926 0.75 0.97619 0.777212
ElasticNet_alpha_.01 SVC Validation 0.5 0.5 0.545848 0.5 0.333333 0.25 0.5 1 0 0
ElasticNet_alpha_.01 SVC 0 0.257576 0.55098 0.751634 0.742424 0.711499 0.69808 0.742424 0.2 0.901961 0.13092
ElasticNet_alpha_.01 SVC 1 0.348485 0.609804 0.747712 0.651515 0.674863 0.719697 0.651515 0.533333 0.686275 0.191315
ElasticNet_alpha_.01 SVC 2 0.166667 0.803571 0.902778 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
ElasticNet_alpha_.01 SVC 3 0.259259 0.714286 0.795635 0.740741 0.756695 0.790123 0.740741 0.666667 0.761905 0.377964
ElasticNet_alpha_.01 SVC 4 0.222222 0.708333 0.849206 0.777778 0.783615 0.791667 0.777778 0.583333 0.833333 0.395285
ElasticNet_alpha_.01 SVC 5 0.148148 0.845238 0.950397 0.851852 0.85873 0.875731 0.851852 0.833333 0.857143 0.628655
ElasticNet_alpha_.01 SVC 6 0.203704 0.660714 0.805556 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
ElasticNet_alpha_.01 SVC 7 0.203704 0.75 0.894841 0.796296 0.803841 0.816524 0.796296 0.666667 0.833333 0.464095
ElasticNet_alpha_.01 SVC 8 0.351852 0.446429 0.555556 0.648148 0.629082 0.612346 0.648148 0.083333 0.809524 −0.11952
ElasticNet_alpha_.01 SVC 9 0.259259 0.77381 0.865079 0.740741 0.76135 0.830177 0.740741 0.833333 0.714286 0.463348
ElasticNet_alpha_.01 LogisticRegression Validation 0.588235 0.411765 0.553633 0.411765 0.328063 0.324138 0.411765 0.764706 0.058824 − 0.24914
ElasticNet_alpha_.01 LogisticRegression 0 0.227273 0.5 0.718954 0.772727 0.67366 0.597107 0.772727 0 1 0
ElasticNet_alpha_.01 LogisticRegression 1 0.227273 0.617647 0.766013 0.772727 0.75531 0.748377 0.772727 0.333333 0.901961 0.27501
ElasticNet_alpha_.01 LogisticRegression 2 0.111111 0.75 0.878968 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ElasticNet_alpha_.01 LogisticRegression 3 0.12963 0.738095 0.779762 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
ElasticNet_alpha_.01 LogisticRegression 4 0.148148 0.72619 0.837302 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
ElasticNet_alpha_.01 LogisticRegression 5 0.092593 0.821429 0.968254 0.907407 0.90239 0.906173 0.907407 0.666667 0.97619 0.717137
ElasticNet_alpha_.01 LogisticRegression 6 0.185185 0.583333 0.827381 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.01 LogisticRegression 7 0.12963 0.708333 0.888889 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
ElasticNet_alpha_.01 LogisticRegression 8 0.259259 0.47619 0.561508 0.740741 0.661939 0.598291 0.740741 0 0.952381 − 0.10483
ElasticNet_alpha_.01 LogisticRegression 9 0.074074 0.833333 0.871032 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
ElasticNet_alpha_.01 Lasso Validation 0.558824 0.441176 0.562284 0.441176 0.416441 0.429167 0.441176 0.647059 0.235294 − 0.1291
ElasticNet_alpha_.01 Lasso 0 0.227273 0.5 0.729412 0.772727 0.67366 0.597107 0.772727 0 1 0
ElasticNet_alpha_.01 Lasso 1 0.212121 0.603922 0.762092 0.787879 0.757025 0.75853 0.787879 0.266667 0.941176 0.282873
ElasticNet_alpha_.01 Lasso 2 0.12963 0.708333 0.853175 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
ElasticNet_alpha_.01 Lasso 3 0.111111 0.75 0.771825 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ElasticNet_alpha_.01 Lasso 4 0.148148 0.696429 0.80754 0.851852 0.832099 0.849537 0.851852 0.416667 0.97619 0.519701
ElasticNet_alpha_.01 Lasso 5 0.074074 0.833333 0.960317 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
ElasticNet_alpha_.01 Lasso 6 0.185185 0.583333 0.803571 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.01 Lasso 7 0.148148 0.666667 0.890873 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ElasticNet_alpha_.01 Lasso 8 0.240741 0.488095 0.547619 0.759259 0.671345 0.601677 0.759259 0 0.97619 − 0.07342
ElasticNet_alpha_.01 Lasso 9 0.092593 0.791667 0.876984 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
ElasticNet_alpha_.01 ElasticNet Validation 0.558824 0.441176 0.557958 0.441176 0.416441 0.429167 0.441176 0.647059 0.235294 − 0.1291
ElasticNet_alpha_.01 ElasticNet 0 0.227273 0.5 0.730719 0.772727 0.67366 0.597107 0.772727 0 1 0
ElasticNet_alpha_.01 ElasticNet 1 0.212121 0.603922 0.760784 0.787879 0.757025 0.75853 0.787879 0.266667 0.941176 0.282873
ElasticNet_alpha_.01 ElasticNet 2 0.12963 0.708333 0.853175 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
ElasticNet_alpha_.01 ElasticNet 3 0.111111 0.75 0.77381 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ElasticNet_alpha_.01 ElasticNet 4 0.148148 0.696429 0.80754 0.851852 0.832099 0.849537 0.851852 0.416667 0.97619 0.519701
ElasticNet_alpha_.01 ElasticNet 5 0.074074 0.833333 0.958333 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
ElasticNet_alpha_.01 ElasticNet 6 0.185185 0.583333 0.801587 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
ElasticNet_alpha_.01 ElasticNet 7 0.148148 0.666667 0.888889 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ElasticNet_alpha_.01 ElasticNet 8 0.240741 0.488095 0.559524 0.759259 0.671345 0.601677 0.759259 0 0.97619 − 0.07342
ElasticNet_alpha_.01 ElasticNet 9 0.092593 0.791667 0.876984 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
Lasso_alpha_.001 RandomForest Validation 0.470588 0.529412 0.663495 0.529412 0.484848 0.544974 0.529412 0.823529 0.235294 0.072739
Lasso_alpha_.001 RandomForest 0 0.227273 0.570588 0.636601 0.772727 0.73324 0.731818 0.772727 0.2 0.941176 0.205798
Lasso_alpha_.001 RandomForest 1 0.227273 0.664706 0.733333 0.772727 0.769912 0.767483 0.772727 0.466667 0.862745 0.337679
Lasso_alpha_.001 RandomForest 2 0.185185 0.672619 0.75 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Lasso_alpha_.001 RandomForest 3 0.240741 0.607143 0.730159 0.759259 0.746214 0.738272 0.759259 0.333333 0.880952 0.239046
Lasso_alpha_.001 RandomForest 4 0.185185 0.761905 0.767857 0.814815 0.819679 0.826984 0.814815 0.666667 0.857143 0.496929
Lasso_alpha_.001 RandomForest 5 0.12963 0.797619 0.875 0.87037 0.868315 0.867043 0.87037 0.666667 0.928571 0.614434
Lasso_alpha_.001 RandomForest 6 0.222222 0.559524 0.664683 0.777778 0.731884 0.733333 0.777778 0.166667 0.952381 0.188982
Lasso_alpha_.001 RandomForest 7 0.092593 0.791667 0.775794 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
Lasso_alpha_.001 RandomForest 8 0.185185 0.613095 0.730159 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
Lasso_alpha_.001 RandomForest 9 0.277778 0.613095 0.732143 0.722222 0.726104 0.730457 0.722222 0.416667 0.809524 0.219951
Lasso_alpha_.001 SVC Validation 0.573529 0.426471 0.605536 0.426471 0.366005 0.381119 0.426471 0.735294 0.117647 − 0.18699
Lasso_alpha_.001 SVC 0 0.257576 0.668627 0.695425 0.742424 0.75023 0.761048 0.742424 0.533333 0.803922 0.317345
Lasso_alpha_.001 SVC 1 0.287879 0.672549 0.739869 0.712121 0.728747 0.760331 0.712121 0.6 0.745098 0.306786
Lasso_alpha_.001 SVC 2 0.351852 0.595238 0.626984 0.648148 0.67188 0.71462 0.648148 0.5 0.690476 0.165823
Lasso_alpha_.001 SVC 3 0.388889 0.511905 0.613095 0.611111 0.632329 0.661897 0.611111 0.333333 0.690476 0.021313
Lasso_alpha_.001 SVC 4 0.296296 0.690476 0.744048 0.703704 0.725146 0.775163 0.703704 0.666667 0.714286 0.327968
Lasso_alpha_.001 SVC 5 0.166667 0.803571 0.884921 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
Lasso_alpha_.001 SVC 6 0.259259 0.744048 0.857143 0.740741 0.759503 0.80915 0.740741 0.75 0.738095 0.420209
Lasso_alpha_.001 SVC 7 0.222222 0.767857 0.880952 0.777778 0.791453 0.824074 0.777778 0.75 0.785714 0.472456
Lasso_alpha_.001 SVC 8 0.388889 0.541667 0.609127 0.611111 0.637341 0.680702 0.611111 0.416667 0.666667 0.072548
Lasso_alpha_.001 SVC 9 0.37037 0.583333 0.722222 0.62963 0.656433 0.70719 0.62963 0.5 0.666667 0.143486
Lasso_alpha_.001 LogisticRegression Validation 0.367647 0.632353 0.627163 0.632353 0.631636 0.633391 0.632353 0.588235 0.676471 0.265742
Lasso_alpha_.001 LogisticRegression 0 0.19697 0.566667 0.695425 0.80303 0.738851 0.84304 0.80303 0.133333 1 0.32596
Lasso_alpha_.001 LogisticRegression 1 0.181818 0.623529 0.737255 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
Lasso_alpha_.001 LogisticRegression 2 0.240741 0.547619 0.652778 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
Lasso_alpha_.001 LogisticRegression 3 0.203704 0.541667 0.656746 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
Lasso_alpha_.001 LogisticRegression 4 0.166667 0.714286 0.738095 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Lasso_alpha_.001 LogisticRegression 5 0.074074 0.833333 0.902778 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
Lasso_alpha_.001 LogisticRegression 6 0.185185 0.583333 0.855159 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
Lasso_alpha_.001 LogisticRegression 7 0.111111 0.75 0.84127 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Lasso_alpha_.001 LogisticRegression 8 0.185185 0.583333 0.626984 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
Lasso_alpha_.001 LogisticRegression 9 0.185185 0.672619 0.712302 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Lasso_alpha_.001 Lasso Validation 0.426471 0.573529 0.605536 0.573529 0.573437 0.573593 0.573529 0.588235 0.558824 0.147122
Lasso_alpha_.001 Lasso 0 0.227273 0.5 0.729412 0.772727 0.67366 0.597107 0.772727 0 1 0
Lasso_alpha_.001 Lasso 1 0.181818 0.623529 0.717647 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
Lasso_alpha_.001 Lasso 2 0.222222 0.559524 0.64881 0.777778 0.731884 0.733333 0.777778 0.166667 0.952381 0.188982
Lasso_alpha_.001 Lasso 3 0.203704 0.541667 0.706349 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
Lasso_alpha_.001 Lasso 4 0.185185 0.672619 0.730159 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Lasso_alpha_.001 Lasso 5 0.111111 0.75 0.888889 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Lasso_alpha_.001 Lasso 6 0.185185 0.583333 0.871032 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
Lasso_alpha_.001 Lasso 7 0.148148 0.666667 0.839286 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
Lasso_alpha_.001 Lasso 8 0.203704 0.541667 0.632937 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
Lasso_alpha_.001 Lasso 9 0.148148 0.666667 0.714286 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
Lasso_alpha_.001 ElasticNet Validation 0.426471 0.573529 0.602941 0.573529 0.573437 0.573593 0.573529 0.588235 0.558824 0.147122
Lasso_alpha_.001 ElasticNet 0 0.212121 0.533333 0.734641 0.787879 0.707876 0.833566 0.787879 0.066667 1 0.228709
Lasso_alpha_.001 ElasticNet 1 0.181818 0.623529 0.720261 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
Lasso_alpha_.001 ElasticNet 2 0.222222 0.559524 0.644841 0.777778 0.731884 0.733333 0.777778 0.166667 0.952381 0.188982
Lasso_alpha_.001 ElasticNet 3 0.203704 0.541667 0.702381 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
Lasso_alpha_.001 ElasticNet 4 0.185185 0.672619 0.730159 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Lasso_alpha_.001 ElasticNet 5 0.092593 0.791667 0.888889 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
Lasso_alpha_.001 ElasticNet 6 0.185185 0.583333 0.876984 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
Lasso_alpha_.001 ElasticNet 7 0.148148 0.666667 0.847222 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
Lasso_alpha_.001 ElasticNet 8 0.203704 0.541667 0.632937 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
Lasso_alpha_.001 ElasticNet 9 0.148148 0.666667 0.712302 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
Lasso_alpha_.01 RandomForest Validation 0.514706 0.485294 0.474048 0.485294 0.326733 0.246269 0.485294 0.970588 0 − 0.12217
Lasso_alpha_.01 RandomForest 0 0.242424 0.537255 0.762092 0.757576 0.707792 0.698957 0.757576 0.133333 0.941176 0.118003
Lasso_alpha_.01 RandomForest 1 0.242424 0.678431 0.764706 0.757576 0.762727 0.76929 0.757576 0.533333 0.823529 0.341987
Lasso_alpha_.01 RandomForest 2 0.12963 0.738095 0.96627 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
Lasso_alpha_.01 RandomForest 3 0.12963 0.797619 0.956349 0.87037 0.868315 0.867043 0.87037 0.666667 0.928571 0.614434
Lasso_alpha_.01 RandomForest 4 0.092593 0.85119 0.934524 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
Lasso_alpha_.01 RandomForest 5 0.092593 0.910714 0.978175 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
Lasso_alpha_.01 RandomForest 6 0.277778 0.553571 0.634921 0.722222 0.70717 0.696296 0.722222 0.25 0.857143 0.119523
Lasso_alpha_.01 RandomForest 7 0.222222 0.708333 0.730159 0.777778 0.783615 0.791667 0.777778 0.583333 0.833333 0.395285
Lasso_alpha_.01 RandomForest 8 0.277778 0.464286 0.767857 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
Lasso_alpha_.01 RandomForest 9 0.092593 0.821429 0.884921 0.907407 0.90239 0.906173 0.907407 0.666667 0.97619 0.717137
Lasso_alpha_.01 SVC Validation 0.838235 0.161765 0.110727 0.161765 0.139241 0.122222 0.161765 0.323529 0 − 0.71492
Lasso_alpha_.01 SVC 0 0.19697 0.707843 0.779085 0.80303 0.80059 0.798576 0.80303 0.533333 0.882353 0.426119
Lasso_alpha_.01 SVC 1 0.227273 0.758824 0.844444 0.772727 0.785853 0.816116 0.772727 0.733333 0.784314 0.460179
Lasso_alpha_.01 SVC 2 0.240741 0.785714 0.900794 0.759259 0.777643 0.83646 0.759259 0.833333 0.738095 0.487316
Lasso_alpha_.01 SVC 3 0.185185 0.821429 0.912698 0.814815 0.826211 0.858025 0.814815 0.833333 0.809524 0.566947
Lasso_alpha_.01 SVC 4 0.148148 0.845238 0.928571 0.851852 0.85873 0.875731 0.851852 0.833333 0.857143 0.628655
Lasso_alpha_.01 SVC 5 0.037037 0.97619 0.996032 0.962963 0.963936 0.968254 0.962963 1 0.952381 0.903508
Lasso_alpha_.01 SVC 6 0.259259 0.625 0.779762 0.740741 0.740741 0.740741 0.740741 0.416667 0.833333 0.25
Lasso_alpha_.01 SVC 7 0.185185 0.761905 0.819444 0.814815 0.819679 0.826984 0.814815 0.666667 0.857143 0.496929
Lasso_alpha_.01 SVC 8 0.203704 0.690476 0.72619 0.796296 0.793066 0.790463 0.796296 0.5 0.880952 0.393238
Lasso_alpha_.01 SVC 9 0.185185 0.791667 0.900794 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
Lasso_alpha_.01 LogisticRegression Validation 0.867647 0.132353 0.122837 0.132353 0.116883 0.104651 0.132353 0.264706 0 − 0.76249
Lasso_alpha_.01 LogisticRegression 0 0.166667 0.633333 0.796078 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
Lasso_alpha_.01 LogisticRegression 1 0.212121 0.627451 0.854902 0.787879 0.767256 0.763424 0.787879 0.333333 0.921569 0.311276
Lasso_alpha_.01 LogisticRegression 2 0.111111 0.809524 0.896825 0.888889 0.88513 0.884848 0.888889 0.666667 0.952381 0.662541
Lasso_alpha_.01 LogisticRegression 3 0.055556 0.904762 0.914683 0.944444 0.943564 0.943622 0.944444 0.833333 0.97619 0.835631
Lasso_alpha_.01 LogisticRegression 4 0.166667 0.714286 0.922619 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Lasso_alpha_.01 LogisticRegression 5 0.018519 0.958333 0.996032 0.981481 0.981188 0.981912 0.981481 0.916667 1 0.946229
Lasso_alpha_.01 LogisticRegression 6 0.203704 0.60119 0.785714 0.796296 0.762192 0.768254 0.796296 0.25 0.952381 0.29027
Lasso_alpha_.01 LogisticRegression 7 0.092593 0.821429 0.829365 0.907407 0.90239 0.906173 0.907407 0.666667 0.97619 0.717137
Lasso_alpha_.01 LogisticRegression 8 0.222222 0.559524 0.686508 0.777778 0.731884 0.733333 0.777778 0.166667 0.952381 0.188982
Lasso_alpha_.01 LogisticRegression 9 0.092593 0.85119 0.894841 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
Lasso_alpha_.01 Lasso Validation 0.867647 0.132353 0.119377 0.132353 0.116883 0.104651 0.132353 0.264706 0 − 0.76249
Lasso_alpha_.01 Lasso 0 0.181818 0.6 0.816993 0.818182 0.767145 0.852814 0.818182 0.2 1 0.402374
Lasso_alpha_.01 Lasso 1 0.227273 0.617647 0.845752 0.772727 0.75531 0.748377 0.772727 0.333333 0.901961 0.27501
Lasso_alpha_.01 Lasso 2 0.12963 0.738095 0.896825 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
Lasso_alpha_.01 Lasso 3 0.074074 0.863095 0.912698 0.925926 0.92342 0.924747 0.925926 0.75 0.97619 0.777212
Lasso_alpha_.01 Lasso 4 0.166667 0.714286 0.924603 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Lasso_alpha_.01 Lasso 5 0.055556 0.875 0.996032 0.944444 0.941434 0.948148 0.944444 0.75 1 0.83666
Lasso_alpha_.01 Lasso 6 0.203704 0.60119 0.78373 0.796296 0.762192 0.768254 0.796296 0.25 0.952381 0.29027
Lasso_alpha_.01 Lasso 7 0.148148 0.696429 0.819444 0.851852 0.832099 0.849537 0.851852 0.416667 0.97619 0.519701
Lasso_alpha_.01 Lasso 8 0.203704 0.571429 0.660714 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
Lasso_alpha_.01 Lasso 9 0.092593 0.85119 0.896825 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
Lasso_alpha_.01 ElasticNet validation 0.867647 0.132353 0.117647 0.132353 0.116883 0.104651 0.132353 0.264706 0 − 0.76249
Lasso_alpha_.01 ElasticNet 0 0.181818 0.6 0.815686 0.818182 0.767145 0.852814 0.818182 0.2 1 0.402374
Lasso_alpha_.01 ElasticNet 1 0.227273 0.617647 0.844444 0.772727 0.75531 0.748377 0.772727 0.333333 0.901961 0.27501
Lasso_alpha_.01 ElasticNet 2 0.12963 0.738095 0.896825 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
Lasso_alpha_.01 ElasticNet 3 0.074074 0.863095 0.912698 0.925926 0.92342 0.924747 0.925926 0.75 0.97619 0.777212
Lasso_alpha_.01 ElasticNet 4 0.166667 0.714286 0.924603 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Lasso_alpha_.01 ElasticNet 5 0.055556 0.875 0.996032 0.944444 0.941434 0.948148 0.944444 0.75 1 0.83666
Lasso_alpha_.01 ElasticNet 6 0.203704 0.60119 0.785714 0.796296 0.762192 0.768254 0.796296 0.25 0.952381 0.29027
Lasso_alpha_.01 ElasticNet 7 0.148148 0.696429 0.821429 0.851852 0.832099 0.849537 0.851852 0.416667 0.97619 0.519701
Lasso_alpha_.01 ElasticNet 8 0.203704 0.571429 0.660714 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
Lasso_alpha_.01 ElasticNet 9 0.092593 0.85119 0.894841 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
Mann_Whitney RandomForest Validation 0.088235 0.911765 0.932526 0.911765 0.911458 0.917544 0.911765 0.852941 0.970588 0.829288
Mann_Whitney RandomForest 0 0.106061 0.813725 0.899346 0.893939 0.889562 0.890572 0.893939 0.666667 0.960784 0.681747
Mann_Whitney RandomForest 1 0.212121 0.67451 0.69281 0.787879 0.782343 0.778467 0.787879 0.466667 0.882353 0.367765
Mann_Whitney RandomForest 2 0.148148 0.785714 0.944444 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
Mann_Whitney RandomForest 3 0.203704 0.720238 0.869048 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
Mann_Whitney RandomForest 4 0.203704 0.720238 0.861111 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
Mann_Whitney RandomForest 5 0.185185 0.791667 0.801587 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
Mann_Whitney RandomForest 6 0.425926 0.39881 0.420635 0.574074 0.580027 0.5862 0.574074 0.083333 0.714286 − 0.1968
Mann_Whitney RandomForest 7 0.203704 0.660714 0.878968 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
Mann_Whitney RandomForest 8 0.092593 0.880952 0.906746 0.907407 0.908701 0.910778 0.907407 0.833333 0.928571 0.740888
Mann_Whitney RandomForest 9 0.092593 0.85119 0.962302 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
Mann_Whitney SVC Validation 0.102941 0.897059 0.943772 0.897059 0.897037 0.897403 0.897059 0.882353 0.911765 0.794461
Mann_Whitney SVC 0 0.151515 0.807843 0.887582 0.848485 0.851705 0.856706 0.848485 0.733333 0.882353 0.590021
Mann_Whitney SVC 1 0.227273 0.688235 0.74902 0.772727 0.775268 0.778182 0.772727 0.533333 0.843137 0.368143
Mann_Whitney SVC 2 0.166667 0.803571 0.911706 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
Mann_Whitney SVC 3 0.203704 0.779762 0.847222 0.796296 0.807411 0.832362 0.796296 0.75 0.809524 0.500851
Mann_Whitney SVC 4 0.222222 0.708333 0.795635 0.777778 0.783615 0.791667 0.777778 0.583333 0.833333 0.395285
Mann_Whitney SVC 5 0.166667 0.803571 0.765873 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
Mann_Whitney SVC 6 0.481481 0.363095 0.363095 0.518519 0.540873 0.56652 0.518519 0.083333 0.642857 − 0.24929
Mann_Whitney SVC 7 0.203704 0.660714 0.763889 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
Mann_Whitney SVC 8 0.092593 0.910714 0.94246 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
Mann_Whitney SVC 9 0.111111 0.839286 0.968254 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
Mann_Whitney LogisticRegression Validation 0.132353 0.867647 0.949827 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
Mann_Whitney LogisticRegression 0 0.151515 0.690196 0.904575 0.848485 0.826446 0.849659 0.848485 0.4 0.980392 0.517711
Mann_Whitney LogisticRegression 1 0.181818 0.670588 0.768627 0.818182 0.800505 0.802233 0.818182 0.4 0.941176 0.416631
Mann_Whitney LogisticRegression 2 0.166667 0.714286 0.914683 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Mann_Whitney LogisticRegression 3 0.185185 0.613095 0.847222 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
Mann_Whitney LogisticRegression 4 0.203704 0.660714 0.779762 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
Mann_Whitney LogisticRegression 5 0.203704 0.690476 0.785714 0.796296 0.793066 0.790463 0.796296 0.5 0.880952 0.393238
Mann_Whitney LogisticRegression 6 0.351852 0.446429 0.386905 0.648148 0.629082 0.612346 0.648148 0.083333 0.809524 − 0.11952
Mann_Whitney LogisticRegression 7 0.185185 0.613095 0.781746 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
Mann_Whitney LogisticRegression 8 0.185185 0.672619 0.924603 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
Mann_Whitney LogisticRegression 9 0.111111 0.779762 0.944444 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
Mann_Whitney Lasso Validation 0.132353 0.867647 0.949827 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
Mann_Whitney Lasso 0 0.181818 0.623529 0.89281 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
Mann_Whitney Lasso 1 0.212121 0.603922 0.781699 0.787879 0.757025 0.75853 0.787879 0.266667 0.941176 0.282873
Mann_Whitney Lasso 2 0.166667 0.714286 0.93254 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Mann_Whitney Lasso 3 0.222222 0.529762 0.867063 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
Mann_Whitney Lasso 4 0.240741 0.577381 0.775794 0.759259 0.734345 0.72408 0.759259 0.25 0.904762 0.19155
Mann_Whitney Lasso 5 0.222222 0.64881 0.789683 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
Mann_Whitney Lasso 6 0.259259 0.505952 0.369048 0.740741 0.687198 0.662222 0.740741 0.083333 0.928571 0.018898
Mann_Whitney Lasso 7 0.166667 0.625 0.789683 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
Mann_Whitney Lasso 8 0.148148 0.72619 0.924603 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
Mann_Whitney Lasso 9 0.111111 0.75 0.926587 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
Mann_Whitney ElasticNet Validation 0.132353 0.867647 0.949827 0.867647 0.865287 0.895349 0.867647 0.735294 1 0.762493
Mann_Whitney ElasticNet 0 0.181818 0.623529 0.89281 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
Mann_Whitney ElasticNet 1 0.19697 0.637255 0.783007 0.80303 0.779381 0.781544 0.80303 0.333333 0.941176 0.352476
Mann_Whitney ElasticNet 2 0.166667 0.714286 0.93254 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
Mann_Whitney ElasticNet 3 0.222222 0.529762 0.865079 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
Mann_Whitney ElasticNet 4 0.240741 0.577381 0.771825 0.759259 0.734345 0.72408 0.759259 0.25 0.904762 0.19155
Mann_Whitney ElasticNet 5 0.222222 0.64881 0.785714 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
Mann_Whitney ElasticNet 6 0.277778 0.494048 0.365079 0.722222 0.675716 0.647619 0.722222 0.083333 0.904762 − 0.01708
Mann_Whitney ElasticNet 7 0.166667 0.625 0.785714 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
Mann_Whitney ElasticNet 8 0.148148 0.72619 0.920635 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
Mann_Whitney ElasticNet 9 0.111111 0.75 0.928571 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RandomForest RandomForest Validation 0.117647 0.882353 0.932526 0.882353 0.88143 0.894643 0.882353 0.794118 0.970588 0.776899
RandomForest RandomForest 0 0.106061 0.790196 0.87451 0.893939 0.885811 0.894481 0.893939 0.6 0.980392 0.678357
RandomForest RandomForest 1 0.19697 0.707843 0.708497 0.80303 0.80059 0.798576 0.80303 0.533333 0.882353 0.426119
RandomForest RandomForest 2 0.092593 0.85119 0.986111 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
RandomForest RandomForest 3 0.185185 0.791667 0.902778 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
RandomForest RandomForest 4 0.185185 0.732143 0.84127 0.814815 0.814815 0.814815 0.814815 0.583333 0.880952 0.464286
RandomForest RandomForest 5 0.185185 0.791667 0.882937 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
RandomForest RandomForest 6 0.37037 0.464286 0.484127 0.62963 0.62963 0.62963 0.62963 0.166667 0.761905 − 0.07143
RandomForest RandomForest 7 0.222222 0.64881 0.863095 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
RandomForest RandomForest 8 0.148148 0.755952 0.894841 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
RandomForest RandomForest 9 0.055556 0.904762 0.974206 0.944444 0.943564 0.943622 0.944444 0.833333 0.97619 0.835631
RandomForest SVC Validation 0.161765 0.838235 0.923875 0.838235 0.836503 0.853207 0.838235 0.735294 0.941176 0.69128
RandomForest SVC 0 0.136364 0.770588 0.856209 0.863636 0.858009 0.857323 0.863636 0.6 0.941176 0.588006
RandomForest SVC 1 0.227273 0.711765 0.816993 0.772727 0.779614 0.789773 0.772727 0.6 0.823529 0.398527
RandomForest SVC 2 0.074074 0.952381 0.978175 0.925926 0.929365 0.944444 0.925926 1 0.904762 0.823754
RandomForest SVC 3 0.203704 0.809524 0.880952 0.796296 0.810036 0.850292 0.796296 0.833333 0.785714 0.538925
RandomForest SVC 4 0.148148 0.815476 0.861111 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
RandomForest SVC 5 0.166667 0.803571 0.843254 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
RandomForest SVC 6 0.388889 0.482143 0.464286 0.611111 0.625514 0.642735 0.611111 0.25 0.714286 − 0.03315
RandomForest SVC 7 0.259259 0.654762 0.785714 0.740741 0.747551 0.756349 0.740741 0.5 0.809524 0.29364
RandomForest SVC 8 0.185185 0.702381 0.789683 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
RandomForest SVC 9 0.092593 0.910714 0.97619 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
RandomForest LogisticRegression Validation 0.161765 0.838235 0.91609 0.838235 0.833889 0.877778 0.838235 0.676471 1 0.71492
RandomForest LogisticRegression 0 0.166667 0.633333 0.875817 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
RandomForest LogisticRegression 1 0.166667 0.727451 0.836601 0.833333 0.826455 0.824074 0.833333 0.533333 0.921569 0.494266
RandomForest LogisticRegression 2 0.092593 0.821429 0.974206 0.907407 0.90239 0.906173 0.907407 0.666667 0.97619 0.717137
RandomForest LogisticRegression 3 0.166667 0.654762 0.884921 0.833333 0.80543 0.828571 0.833333 0.333333 0.97619 0.443942
RandomForest LogisticRegression 4 0.222222 0.619048 0.835317 0.777778 0.760606 0.753623 0.777778 0.333333 0.904762 0.278639
RandomForest LogisticRegression 5 0.148148 0.785714 0.84127 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RandomForest LogisticRegression 6 0.296296 0.482143 0.44246 0.703704 0.664198 0.636574 0.703704 0.083333 0.880952 − 0.04725
RandomForest LogisticRegression 7 0.12963 0.708333 0.761905 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
RandomForest LogisticRegression 8 0.185185 0.613095 0.642857 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
RandomForest LogisticRegression 9 0.12963 0.738095 0.984127 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
RandomForest Lasso Validation 0.161765 0.838235 0.92301 0.838235 0.833889 0.877778 0.838235 0.676471 1 0.71492
RandomForest Lasso 0 0.181818 0.6 0.860131 0.818182 0.767145 0.852814 0.818182 0.2 1 0.402374
RandomForest Lasso 1 0.181818 0.670588 0.831373 0.818182 0.800505 0.802233 0.818182 0.4 0.941176 0.416631
RandomForest Lasso 2 0.12963 0.738095 0.968254 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
RandomForest Lasso 3 0.222222 0.529762 0.894841 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RandomForest Lasso 4 0.222222 0.589286 0.809524 0.777778 0.748148 0.743056 0.777778 0.25 0.928571 0.236228
RandomForest Lasso 5 0.185185 0.702381 0.815476 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
RandomForest Lasso 6 0.259259 0.505952 0.446429 0.740741 0.687198 0.662222 0.740741 0.083333 0.928571 0.018898
RandomForest Lasso 7 0.148148 0.666667 0.746032 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
RandomForest Lasso 8 0.185185 0.613095 0.704365 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
RandomForest Lasso 9 0.111111 0.75 0.980159 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RandomForest ElasticNet Validation 0.161765 0.838235 0.922145 0.838235 0.833889 0.877778 0.838235 0.676471 1 0.71492
RandomForest ElasticNet 0 0.181818 0.6 0.861438 0.818182 0.767145 0.852814 0.818182 0.2 1 0.402374
RandomForest ElasticNet 1 0.181818 0.670588 0.835294 0.818182 0.800505 0.802233 0.818182 0.4 0.941176 0.416631
RandomForest ElasticNet 2 0.12963 0.738095 0.968254 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
RandomForest ElasticNet 3 0.222222 0.529762 0.894841 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RandomForest ElasticNet 4 0.222222 0.589286 0.809524 0.777778 0.748148 0.743056 0.777778 0.25 0.928571 0.236228
RandomForest ElasticNet 5 0.185185 0.702381 0.815476 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
RandomForest ElasticNet 6 0.240741 0.517857 0.446429 0.759259 0.698686 0.684096 0.759259 0.083333 0.952381 0.06482
RandomForest ElasticNet 7 0.148148 0.666667 0.746032 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
RandomForest ElasticNet 8 0.185185 0.613095 0.686508 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
RandomForest ElasticNet 9 0.111111 0.75 0.982143 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RFE_RF RandomForest Validation 0.102941 0.897059 0.933391 0.897059 0.895956 0.914634 0.897059 0.794118 1 0.811503
RFE_RF RandomForest 0 0.090909 0.823529 0.89281 0.909091 0.903813 0.909091 0.909091 0.666667 0.980392 0.727607
RFE_RF RandomForest 1 0.212121 0.67451 0.861438 0.787879 0.782343 0.778467 0.787879 0.466667 0.882353 0.367765
RFE_RF RandomForest 2 0.111111 0.869048 0.952381 0.888889 0.891807 0.897619 0.888889 0.833333 0.904762 0.700219
RFE_RF RandomForest 3 0.12963 0.857143 0.936508 0.87037 0.875171 0.88604 0.87037 0.833333 0.880952 0.662994
RFE_RF RandomForest 4 0.148148 0.815476 0.863095 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
RFE_RF RandomForest 5 0.185185 0.791667 0.875 0.814815 0.823413 0.841374 0.814815 0.75 0.833333 0.531105
RFE_RF RandomForest 6 0.407407 0.410714 0.611111 0.592593 0.592593 0.592593 0.592593 0.083333 0.738095 − 0.17857
RFE_RF RandomForest 7 0.203704 0.660714 0.857143 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
RFE_RF RandomForest 8 0.111111 0.839286 0.869048 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
RFE_RF RandomForest 9 0.074074 0.922619 0.956349 0.925926 0.927872 0.932937 0.925926 0.916667 0.928571 0.801863
RFE_RF SVC Validation 0.117647 0.882353 0.947232 0.882353 0.882251 0.883681 0.882353 0.852941 0.911765 0.766032
RFE_RF SVC 0 0.166667 0.727451 0.878431 0.833333 0.826455 0.824074 0.833333 0.533333 0.921569 0.494266
RFE_RF SVC 1 0.19697 0.731373 0.870588 0.80303 0.805232 0.807841 0.80303 0.6 0.862745 0.452509
RFE_RF SVC 2 0.092593 0.910714 0.968254 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
RFE_RF SVC 3 0.185185 0.821429 0.902778 0.814815 0.826211 0.858025 0.814815 0.833333 0.809524 0.566947
RFE_RF SVC 4 0.111111 0.89881 0.894841 0.888889 0.894048 0.910088 0.888889 0.916667 0.880952 0.726205
RFE_RF SVC 5 0.203704 0.779762 0.867063 0.796296 0.807411 0.832362 0.796296 0.75 0.809524 0.500851
RFE_RF SVC 6 0.388889 0.452381 0.460317 0.611111 0.616546 0.622264 0.611111 0.166667 0.738095 − 0.09261
RFE_RF SVC 7 0.185185 0.732143 0.793651 0.814815 0.814815 0.814815 0.814815 0.583333 0.880952 0.464286
RFE_RF SVC 8 0.185185 0.702381 0.809524 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
RFE_RF SVC 9 0.148148 0.815476 0.890873 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
RFE_RF LogisticRegression Validation 0.161765 0.838235 0.944637 0.838235 0.835351 0.863721 0.838235 0.705882 0.970588 0.701493
RFE_RF LogisticRegression 0 0.166667 0.633333 0.890196 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
RFE_RF LogisticRegression 1 0.166667 0.703922 0.861438 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
RFE_RF LogisticRegression 2 0.111111 0.75 0.97619 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RFE_RF LogisticRegression 3 0.074074 0.863095 0.888889 0.925926 0.92342 0.924747 0.925926 0.75 0.97619 0.777212
RFE_RF LogisticRegression 4 0.166667 0.714286 0.894841 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
RFE_RF LogisticRegression 5 0.148148 0.815476 0.833333 0.851852 0.855743 0.862302 0.851852 0.75 0.880952 0.598574
RFE_RF LogisticRegression 6 0.277778 0.52381 0.470238 0.722222 0.693475 0.675785 0.722222 0.166667 0.880952 0.058938
RFE_RF LogisticRegression 7 0.166667 0.684524 0.751984 0.833333 0.816085 0.820669 0.833333 0.416667 0.952381 0.456772
RFE_RF LogisticRegression 8 0.277778 0.464286 0.728175 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
RFE_RF LogisticRegression 9 0.166667 0.714286 0.875 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
RFE_RF Lasso Validation 0.176471 0.823529 0.943772 0.823529 0.819629 0.854167 0.823529 0.676471 0.970588 0.677003
RFE_RF Lasso 0 0.166667 0.633333 0.870588 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
RFE_RF Lasso 1 0.166667 0.703922 0.867974 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
RFE_RF Lasso 2 0.111111 0.75 0.96627 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RFE_RF Lasso 3 0.111111 0.779762 0.896825 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
RFE_RF Lasso 4 0.185185 0.642857 0.896825 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
RFE_RF Lasso 5 0.148148 0.785714 0.84127 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RFE_RF Lasso 6 0.240741 0.517857 0.494048 0.759259 0.698686 0.684096 0.759259 0.083333 0.952381 0.06482
RFE_RF Lasso 7 0.185185 0.642857 0.761905 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
RFE_RF Lasso 8 0.277778 0.464286 0.769841 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
RFE_RF Lasso 9 0.185185 0.672619 0.878968 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
RFE_RF ElasticNet Validation 0.176471 0.823529 0.942042 0.823529 0.819629 0.854167 0.823529 0.676471 0.970588 0.677003
RFE_RF ElasticNet 0 0.166667 0.633333 0.870588 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
RFE_RF ElasticNet 1 0.166667 0.703922 0.869281 0.833333 0.820561 0.821429 0.833333 0.466667 0.941176 0.476683
RFE_RF ElasticNet 2 0.111111 0.75 0.96627 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
RFE_RF ElasticNet 3 0.111111 0.779762 0.890873 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
RFE_RF ElasticNet 4 0.185185 0.642857 0.894841 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
RFE_RF ElasticNet 5 0.148148 0.785714 0.845238 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RFE_RF ElasticNet 6 0.240741 0.517857 0.496032 0.759259 0.698686 0.684096 0.759259 0.083333 0.952381 0.06482
RFE_RF ElasticNet 7 0.185185 0.642857 0.761905 0.814815 0.790123 0.796296 0.814815 0.333333 0.952381 0.377964
RFE_RF ElasticNet 8 0.277778 0.464286 0.757937 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
RFE_RF ElasticNet 9 0.185185 0.672619 0.880952 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
RFE_SVM RandomForest Validation 0.235294 0.764706 0.817474 0.764706 0.761404 0.78022 0.764706 0.647059 0.882353 0.544705
RFE_SVM RandomForest 0 0.227273 0.547059 0.750327 0.772727 0.718 0.72434 0.772727 0.133333 0.960784 0.165301
RFE_SVM RandomForest 1 0.272727 0.682353 0.801307 0.727273 0.741477 0.7671 0.727273 0.6 0.764706 0.328139
RFE_SVM RandomForest 2 0.037037 0.916667 0.992063 0.962963 0.96171 0.964646 0.962963 0.833333 1 0.891883
RFE_SVM RandomForest 3 0.185185 0.761905 0.865079 0.814815 0.819679 0.826984 0.814815 0.666667 0.857143 0.496929
RFE_SVM RandomForest 4 0.092593 0.910714 0.928571 0.907407 0.910837 0.920798 0.907407 0.916667 0.904762 0.762443
RFE_SVM RandomForest 5 0.148148 0.785714 0.900794 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RFE_SVM RandomForest 6 0.203704 0.571429 0.710317 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
RFE_SVM RandomForest 7 0.148148 0.755952 0.894841 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
RFE_SVM RandomForest 8 0.222222 0.619048 0.845238 0.777778 0.760606 0.753623 0.777778 0.333333 0.904762 0.278639
RFE_SVM RandomForest 9 0.092593 0.85119 0.831349 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
RFE_SVM SVC Validation 0.279412 0.720588 0.865052 0.720588 0.696927 0.820755 0.720588 0.441176 1 0.531995
RFE_SVM SVC 0 0.212121 0.792157 0.845752 0.787879 0.801181 0.837393 0.787879 0.8 0.784314 0.5139
RFE_SVM SVC 1 0.181818 0.835294 0.894118 0.818182 0.829584 0.865245 0.818182 0.866667 0.803922 0.589778
RFE_SVM SVC 2 0.148148 0.785714 0.956349 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RFE_SVM SVC 3 0.185185 0.880952 0.962302 0.814815 0.829535 0.89899 0.814815 1 0.761905 0.644658
RFE_SVM SVC 4 0.074074 0.922619 0.956349 0.925926 0.927872 0.932937 0.925926 0.916667 0.928571 0.801863
RFE_SVM SVC 5 0.111111 0.928571 0.956349 0.888889 0.895726 0.925926 0.888889 1 0.857143 0.755929
RFE_SVM SVC 6 0.222222 0.64881 0.738095 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
RFE_SVM SVC 7 0.055556 0.934524 0.968254 0.944444 0.945221 0.946842 0.944444 0.916667 0.952381 0.845075
RFE_SVM SVC 8 0.12963 0.827381 0.944444 0.87037 0.872182 0.874713 0.87037 0.75 0.904762 0.6367
RFE_SVM SVC 9 0.148148 0.875 0.918651 0.851852 0.860969 0.891975 0.851852 0.916667 0.833333 0.661438
RFE_SVM LogisticRegression Validation 0.323529 0.676471 0.845156 0.676471 0.638647 0.803571 0.676471 0.352941 1 0.46291
RFE_SVM LogisticRegression 0 0.212121 0.603922 0.854902 0.787879 0.757025 0.75853 0.787879 0.266667 0.941176 0.282873
RFE_SVM LogisticRegression 1 0.166667 0.77451 0.901961 0.833333 0.835196 0.8375 0.833333 0.666667 0.882353 0.536875
RFE_SVM LogisticRegression 2 0.074074 0.833333 0.952381 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
RFE_SVM LogisticRegression 3 0.092593 0.791667 0.964286 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM LogisticRegression 4 0.092593 0.880952 0.964286 0.907407 0.908701 0.910778 0.907407 0.833333 0.928571 0.740888
RFE_SVM LogisticRegression 5 0.111111 0.839286 0.950397 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
RFE_SVM LogisticRegression 6 0.222222 0.529762 0.730159 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RFE_SVM LogisticRegression 7 0.092593 0.791667 0.946429 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM LogisticRegression 8 0.092593 0.791667 0.910714 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM LogisticRegression 9 0.166667 0.744048 0.886905 0.833333 0.830691 0.828753 0.833333 0.583333 0.904762 0.503836
RFE_SVM Lasso Validation 0.323529 0.676471 0.849481 0.676471 0.638647 0.803571 0.676471 0.352941 1 0.46291
RFE_SVM Lasso 0 0.181818 0.623529 0.847059 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
RFE_SVM Lasso 1 0.19697 0.684314 0.896732 0.80303 0.794901 0.790825 0.80303 0.466667 0.901961 0.400526
RFE_SVM Lasso 2 0.074074 0.833333 0.96627 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
RFE_SVM Lasso 3 0.092593 0.791667 0.946429 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM Lasso 4 0.092593 0.85119 0.96627 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
RFE_SVM Lasso 5 0.111111 0.809524 0.952381 0.888889 0.88513 0.884848 0.888889 0.666667 0.952381 0.662541
RFE_SVM Lasso 6 0.222222 0.529762 0.742063 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RFE_SVM Lasso 7 0.12963 0.708333 0.952381 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
RFE_SVM Lasso 8 0.092593 0.791667 0.924603 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM Lasso 9 0.148148 0.755952 0.90873 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
RFE_SVM ElasticNet Validation 0.323529 0.676471 0.851211 0.676471 0.638647 0.803571 0.676471 0.352941 1 0.46291
RFE_SVM ElasticNet 0 0.181818 0.623529 0.844444 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
RFE_SVM ElasticNet 1 0.19697 0.684314 0.895425 0.80303 0.794901 0.790825 0.80303 0.466667 0.901961 0.400526
RFE_SVM ElasticNet 2 0.074074 0.833333 0.96627 0.925926 0.920202 0.932367 0.925926 0.666667 1 0.780189
RFE_SVM ElasticNet 3 0.092593 0.791667 0.94246 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM ElasticNet 4 0.111111 0.839286 0.96627 0.888889 0.888889 0.888889 0.888889 0.75 0.928571 0.678571
RFE_SVM ElasticNet 5 0.12963 0.797619 0.954365 0.87037 0.868315 0.867043 0.87037 0.666667 0.928571 0.614434
RFE_SVM ElasticNet 6 0.222222 0.529762 0.748016 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RFE_SVM ElasticNet 7 0.12963 0.708333 0.956349 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
RFE_SVM ElasticNet 8 0.092593 0.791667 0.926587 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
RFE_SVM ElasticNet 9 0.148148 0.755952 0.90873 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
RidgeCV RandomForest Validation 0.235294 0.764706 0.82699 0.764706 0.763889 0.768421 0.764706 0.705882 0.823529 0.533114
RidgeCV RandomForest 0 0.19697 0.590196 0.785621 0.80303 0.7556 0.793622 0.80303 0.2 0.980392 0.316827
RidgeCV RandomForest 1 0.181818 0.694118 0.747712 0.818182 0.807626 0.804959 0.818182 0.466667 0.921569 0.436564
RidgeCV RandomForest 2 0.203704 0.660714 0.799603 0.796296 0.785258 0.780247 0.796296 0.416667 0.904762 0.358569
RidgeCV RandomForest 3 0.222222 0.64881 0.789683 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
RidgeCV RandomForest 4 0.222222 0.767857 0.825397 0.777778 0.791453 0.824074 0.777778 0.75 0.785714 0.472456
RidgeCV RandomForest 5 0.166667 0.744048 0.827381 0.833333 0.830691 0.828753 0.833333 0.583333 0.904762 0.503836
RidgeCV RandomForest 6 0.240741 0.607143 0.672619 0.759259 0.746214 0.738272 0.759259 0.333333 0.880952 0.239046
RidgeCV RandomForest 7 0.148148 0.785714 0.845238 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RidgeCV RandomForest 8 0.240741 0.577381 0.704365 0.759259 0.734345 0.72408 0.759259 0.25 0.904762 0.19155
RidgeCV RandomForest 9 0.092593 0.85119 0.93254 0.907407 0.905939 0.905332 0.907407 0.75 0.952381 0.725032
RidgeCV SVC Validation 0.279412 0.720588 0.874567 0.720588 0.709989 0.758359 0.720588 0.529412 0.911765 0.477455
RidgeCV SVC 0 0.151515 0.807843 0.871895 0.848485 0.851705 0.856706 0.848485 0.733333 0.882353 0.590021
RidgeCV SVC 1 0.30303 0.662745 0.775163 0.69697 0.715973 0.753838 0.69697 0.6 0.72549 0.286266
RidgeCV SVC 2 0.222222 0.767857 0.837302 0.777778 0.791453 0.824074 0.777778 0.75 0.785714 0.472456
RidgeCV SVC 3 0.259259 0.654762 0.744048 0.740741 0.747551 0.756349 0.740741 0.5 0.809524 0.29364
RidgeCV SVC 4 0.351852 0.684524 0.763889 0.648148 0.677748 0.777318 0.648148 0.75 0.619048 0.307701
RidgeCV SVC 5 0.166667 0.833333 0.892857 0.833333 0.842427 0.866455 0.833333 0.833333 0.833333 0.596759
RidgeCV SVC 6 0.333333 0.577381 0.634921 0.666667 0.682143 0.703947 0.666667 0.416667 0.738095 0.140905
RidgeCV SVC 7 0.222222 0.767857 0.835317 0.777778 0.791453 0.824074 0.777778 0.75 0.785714 0.472456
RidgeCV SVC 8 0.148148 0.785714 0.813492 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
RidgeCV SVC 9 0.259259 0.744048 0.894841 0.740741 0.759503 0.80915 0.740741 0.75 0.738095 0.420209
RidgeCV LogisticRegression Validation 0.397059 0.602941 0.865917 0.602941 0.540885 0.724105 0.602941 0.235294 0.970588 0.303774
RidgeCV LogisticRegression 0 0.212121 0.580392 0.873203 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
RidgeCV LogisticRegression 1 0.151515 0.690196 0.772549 0.848485 0.826446 0.849659 0.848485 0.4 0.980392 0.517711
RidgeCV LogisticRegression 2 0.185185 0.583333 0.849206 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
RidgeCV LogisticRegression 3 0.185185 0.613095 0.763889 0.814815 0.77657 0.804444 0.814815 0.25 0.97619 0.359066
RidgeCV LogisticRegression 4 0.240741 0.755952 0.765873 0.759259 0.775497 0.816374 0.759259 0.75 0.761905 0.44565
RidgeCV LogisticRegression 5 0.148148 0.72619 0.882937 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
RidgeCV LogisticRegression 6 0.277778 0.52381 0.628968 0.722222 0.693475 0.675785 0.722222 0.166667 0.880952 0.058938
RidgeCV LogisticRegression 7 0.203704 0.571429 0.833333 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
RidgeCV LogisticRegression 8 0.203704 0.60119 0.738095 0.796296 0.762192 0.768254 0.796296 0.25 0.952381 0.29027
RidgeCV LogisticRegression 9 0.148148 0.72619 0.902778 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
RidgeCV Lasso Validation 0.367647 0.632353 0.885813 0.632353 0.58486 0.744019 0.632353 0.294118 0.970588 0.359425
RidgeCV Lasso 0 0.227273 0.523529 0.870588 0.772727 0.698675 0.71733 0.772727 0.066667 0.980392 0.115045
RidgeCV Lasso 1 0.181818 0.623529 0.760784 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
RidgeCV Lasso 2 0.203704 0.541667 0.857143 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV Lasso 3 0.222222 0.529762 0.779762 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RidgeCV Lasso 4 0.166667 0.803571 0.757937 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
RidgeCV Lasso 5 0.12963 0.738095 0.894841 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
RidgeCV Lasso 6 0.240741 0.547619 0.640873 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
RidgeCV Lasso 7 0.203704 0.541667 0.837302 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV Lasso 8 0.203704 0.541667 0.77381 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV Lasso 9 0.148148 0.72619 0.906746 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
RidgeCV ElasticNet Validation 0.382353 0.617647 0.884948 0.617647 0.563241 0.734483 0.617647 0.264706 0.970588 0.332182
RidgeCV ElasticNet 0 0.227273 0.523529 0.873203 0.772727 0.698675 0.71733 0.772727 0.066667 0.980392 0.115045
RidgeCV ElasticNet 1 0.181818 0.623529 0.762092 0.818182 0.780844 0.815201 0.818182 0.266667 0.980392 0.391274
RidgeCV ElasticNet 2 0.203704 0.541667 0.855159 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV ElasticNet 3 0.222222 0.529762 0.779762 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
RidgeCV ElasticNet 4 0.166667 0.803571 0.757937 0.833333 0.839506 0.851282 0.833333 0.75 0.857143 0.563545
RidgeCV ElasticNet 5 0.12963 0.738095 0.894841 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
RidgeCV ElasticNet 6 0.240741 0.547619 0.638889 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
RidgeCV ElasticNet 7 0.203704 0.541667 0.833333 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV ElasticNet 8 0.203704 0.541667 0.77381 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
RidgeCV ElasticNet 9 0.148148 0.72619 0.906746 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
SVM RandomForest Validation 0.308824 0.691176 0.831315 0.691176 0.658618 0.809091 0.691176 0.382353 1 0.486172
SVM RandomForest 0 0.19697 0.566667 0.721569 0.80303 0.738851 0.84304 0.80303 0.133333 1 0.32596
SVM RandomForest 1 0.257576 0.598039 0.730719 0.742424 0.731794 0.724327 0.742424 0.333333 0.862745 0.213046
SVM RandomForest 2 0.222222 0.559524 0.642857 0.777778 0.731884 0.733333 0.777778 0.166667 0.952381 0.188982
SVM RandomForest 3 0.185185 0.702381 0.84127 0.814815 0.808551 0.805051 0.814815 0.5 0.904762 0.4332
SVM RandomForest 4 0.222222 0.738095 0.819444 0.777778 0.788095 0.807018 0.777778 0.666667 0.809524 0.433555
SVM RandomForest 5 0.166667 0.744048 0.759921 0.833333 0.830691 0.828753 0.833333 0.583333 0.904762 0.503836
SVM RandomForest 6 0.222222 0.64881 0.755952 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
SVM RandomForest 7 0.240741 0.607143 0.740079 0.759259 0.746214 0.738272 0.759259 0.333333 0.880952 0.239046
SVM RandomForest 8 0.240741 0.547619 0.77381 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
SVM RandomForest 9 0.148148 0.72619 0.855159 0.851852 0.840404 0.842995 0.851852 0.5 0.952381 0.529414
SVM SVC Validation 0.294118 0.705882 0.776817 0.705882 0.704861 0.708772 0.705882 0.647059 0.764706 0.414644
SVM SVC 0 0.212121 0.721569 0.814379 0.787879 0.792386 0.798428 0.787879 0.6 0.843137 0.424665
SVM SVC 1 0.212121 0.721569 0.752941 0.787879 0.792386 0.798428 0.787879 0.6 0.843137 0.424665
SVM SVC 2 0.277778 0.672619 0.706349 0.722222 0.737378 0.764176 0.722222 0.583333 0.761905 0.309036
SVM SVC 3 0.222222 0.738095 0.843254 0.777778 0.788095 0.807018 0.777778 0.666667 0.809524 0.433555
SVM SVC 4 0.333333 0.666667 0.819444 0.666667 0.693164 0.761364 0.666667 0.666667 0.666667 0.282038
SVM SVC 5 0.259259 0.714286 0.825397 0.740741 0.756695 0.790123 0.740741 0.666667 0.761905 0.377964
SVM SVC 6 0.37037 0.642857 0.751984 0.62963 0.660494 0.748148 0.62963 0.666667 0.619048 0.239046
SVM SVC 7 0.314815 0.589286 0.636905 0.685185 0.696845 0.712251 0.685185 0.416667 0.761905 0.165748
SVM SVC 8 0.277778 0.672619 0.835317 0.722222 0.737378 0.764176 0.722222 0.583333 0.761905 0.309036
SVM SVC 9 0.314815 0.678571 0.789683 0.685185 0.709226 0.768158 0.685185 0.666667 0.690476 0.304572
SVM LogisticRegression Validation 0.264706 0.735294 0.760381 0.735294 0.71978 0.802222 0.735294 0.5 0.970588 0.533333
SVM LogisticRegression 0 0.227273 0.523529 0.786928 0.772727 0.698675 0.71733 0.772727 0.066667 0.980392 0.115045
SVM LogisticRegression 1 0.212121 0.580392 0.743791 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
SVM LogisticRegression 2 0.185185 0.583333 0.698413 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
SVM LogisticRegression 3 0.148148 0.666667 0.835317 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
SVM LogisticRegression 4 0.203704 0.720238 0.827381 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
SVM LogisticRegression 5 0.12963 0.738095 0.823413 0.87037 0.856955 0.868963 0.87037 0.5 0.97619 0.589384
SVM LogisticRegression 6 0.259259 0.505952 0.75 0.740741 0.687198 0.662222 0.740741 0.083333 0.928571 0.018898
SVM LogisticRegression 7 0.240741 0.547619 0.625 0.759259 0.718954 0.707937 0.759259 0.166667 0.928571 0.136598
SVM LogisticRegression 8 0.166667 0.625 0.805556 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
SVM LogisticRegression 9 0.111111 0.75 0.746032 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
SVM Lasso Validation 0.323529 0.676471 0.763841 0.676471 0.645833 0.769841 0.676471 0.382353 0.970588 0.436436
SVM Lasso 0 0.212121 0.533333 0.789542 0.787879 0.707876 0.833566 0.787879 0.066667 1 0.228709
SVM Lasso 1 0.212121 0.580392 0.741176 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
SVM Lasso 2 0.203704 0.541667 0.68254 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
SVM Lasso 3 0.185185 0.583333 0.837302 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
SVM Lasso 4 0.148148 0.755952 0.819444 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
SVM Lasso 5 0.12963 0.708333 0.825397 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
SVM Lasso 6 0.222222 0.529762 0.759921 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
SVM Lasso 7 0.203704 0.571429 0.625 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
SVM Lasso 8 0.185185 0.583333 0.823413 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
SVM Lasso 9 0.111111 0.75 0.791667 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
SVM ElasticNet Validation 0.323529 0.676471 0.763841 0.676471 0.645833 0.769841 0.676471 0.382353 0.970588 0.436436
SVM ElasticNet 0 0.212121 0.533333 0.789542 0.787879 0.707876 0.833566 0.787879 0.066667 1 0.228709
SVM ElasticNet 1 0.212121 0.580392 0.741176 0.787879 0.744318 0.757079 0.787879 0.2 0.960784 0.254639
SVM ElasticNet 2 0.203704 0.541667 0.68254 0.796296 0.721907 0.838574 0.796296 0.083333 1 0.256978
SVM ElasticNet 3 0.185185 0.583333 0.835317 0.814815 0.758528 0.850427 0.814815 0.166667 1 0.3669
SVM ElasticNet 4 0.148148 0.755952 0.819444 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
SVM ElasticNet 5 0.12963 0.708333 0.831349 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
SVM ElasticNet 6 0.222222 0.529762 0.761905 0.777778 0.710233 0.724359 0.777778 0.083333 0.97619 0.131036
SVM ElasticNet 7 0.203704 0.571429 0.626984 0.796296 0.745042 0.77342 0.796296 0.166667 0.97619 0.259281
SVM ElasticNet 8 0.166667 0.625 0.823413 0.833333 0.791398 0.862745 0.833333 0.25 1 0.453743
SVM ElasticNet 9 0.111111 0.75 0.791667 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ttest RandomForest Validation 0.147059 0.852941 0.941176 0.852941 0.852814 0.854167 0.852941 0.882353 0.823529 0.707107
ttest RandomForest 0 0.090909 0.823529 0.904575 0.909091 0.903813 0.909091 0.909091 0.666667 0.980392 0.727607
ttest RandomForest 1 0.227273 0.664706 0.658824 0.772727 0.769912 0.767483 0.772727 0.466667 0.862745 0.337679
ttest RandomForest 2 0.092593 0.880952 0.956349 0.907407 0.908701 0.910778 0.907407 0.833333 0.928571 0.740888
ttest RandomForest 3 0.12963 0.827381 0.89881 0.87037 0.872182 0.874713 0.87037 0.75 0.904762 0.6367
ttest RandomForest 4 0.185185 0.732143 0.819444 0.814815 0.814815 0.814815 0.814815 0.583333 0.880952 0.464286
ttest RandomForest 5 0.203704 0.779762 0.771825 0.796296 0.807411 0.832362 0.796296 0.75 0.809524 0.500851
ttest RandomForest 6 0.388889 0.422619 0.402778 0.611111 0.604945 0.599013 0.611111 0.083333 0.761905 − 0.15975
ttest RandomForest 7 0.222222 0.64881 0.805556 0.777778 0.770261 0.765152 0.777778 0.416667 0.880952 0.318529
ttest RandomForest 8 0.166667 0.77381 0.904762 0.833333 0.835663 0.838649 0.833333 0.666667 0.880952 0.532513
ttest RandomForest 9 0.055556 0.904762 0.964286 0.944444 0.943564 0.943622 0.944444 0.833333 0.97619 0.835631
ttest SVC Validation 0.235294 0.764706 0.939446 0.764706 0.757143 0.802372 0.764706 0.941176 0.588235 0.565825
ttest SVC 0 0.090909 0.847059 0.917647 0.909091 0.906718 0.906716 0.909091 0.733333 0.960784 0.731399
ttest SVC 1 0.227273 0.664706 0.724183 0.772727 0.769912 0.767483 0.772727 0.466667 0.862745 0.337679
ttest SVC 2 0.12963 0.857143 0.938492 0.87037 0.875171 0.88604 0.87037 0.833333 0.880952 0.662994
ttest SVC 3 0.166667 0.833333 0.90873 0.833333 0.842427 0.866455 0.833333 0.833333 0.833333 0.596759
ttest SVC 4 0.185185 0.761905 0.767857 0.814815 0.819679 0.826984 0.814815 0.666667 0.857143 0.496929
ttest SVC 5 0.222222 0.767857 0.781746 0.777778 0.791453 0.824074 0.777778 0.75 0.785714 0.472456
ttest SVC 6 0.444444 0.416667 0.382937 0.555556 0.57619 0.600877 0.555556 0.166667 0.666667 − 0.15174
ttest SVC 7 0.203704 0.720238 0.740079 0.796296 0.799143 0.802585 0.796296 0.583333 0.857143 0.428326
ttest SVC 8 0.203704 0.75 0.918651 0.796296 0.803841 0.816524 0.796296 0.666667 0.833333 0.464095
ttest SVC 9 0.111111 0.869048 0.974206 0.888889 0.891807 0.897619 0.888889 0.833333 0.904762 0.700219
ttest LogisticRegression Validation 0.132353 0.867647 0.933391 0.867647 0.867389 0.870532 0.867647 0.823529 0.911765 0.738173
ttest LogisticRegression 0 0.151515 0.666667 0.930719 0.848485 0.81737 0.873323 0.848485 0.333333 1 0.52791
ttest LogisticRegression 1 0.19697 0.660784 0.720261 0.80303 0.787935 0.784903 0.80303 0.4 0.921569 0.375846
ttest LogisticRegression 2 0.111111 0.809524 0.910714 0.888889 0.88513 0.884848 0.888889 0.666667 0.952381 0.662541
ttest LogisticRegression 3 0.092593 0.791667 0.90873 0.907407 0.897825 0.917258 0.907407 0.583333 1 0.721995
ttest LogisticRegression 4 0.222222 0.589286 0.759921 0.777778 0.748148 0.743056 0.777778 0.25 0.928571 0.236228
ttest LogisticRegression 5 0.148148 0.785714 0.793651 0.851852 0.851852 0.851852 0.851852 0.666667 0.904762 0.571429
ttest LogisticRegression 6 0.296296 0.482143 0.416667 0.703704 0.664198 0.636574 0.703704 0.083333 0.880952 − 0.04725
ttest LogisticRegression 7 0.166667 0.654762 0.751984 0.833333 0.80543 0.828571 0.833333 0.333333 0.97619 0.443942
ttest LogisticRegression 8 0.166667 0.714286 0.849206 0.833333 0.824302 0.822222 0.833333 0.5 0.928571 0.478091
ttest LogisticRegression 9 0.111111 0.779762 0.980159 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
ttest Lasso Validation 0.147059 0.852941 0.934256 0.852941 0.851787 0.864286 0.852941 0.764706 0.941176 0.717137
ttest Lasso 0 0.166667 0.633333 0.918954 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
ttest Lasso 1 0.181818 0.670588 0.717647 0.818182 0.800505 0.802233 0.818182 0.4 0.941176 0.416631
ttest Lasso 2 0.111111 0.779762 0.918651 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
ttest Lasso 3 0.148148 0.666667 0.912698 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ttest Lasso 4 0.222222 0.589286 0.748016 0.777778 0.748148 0.743056 0.777778 0.25 0.928571 0.236228
ttest Lasso 5 0.148148 0.755952 0.799603 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
ttest Lasso 6 0.259259 0.47619 0.406746 0.740741 0.661939 0.598291 0.740741 0 0.952381 − 0.10483
ttest Lasso 7 0.148148 0.666667 0.746032 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ttest Lasso 8 0.185185 0.672619 0.859127 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
ttest Lasso 9 0.111111 0.75 0.980159 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438
ttest ElasticNet Validation 0.132353 0.867647 0.930796 0.867647 0.866928 0.875774 0.867647 0.794118 0.941176 0.743376
ttest ElasticNet 0 0.166667 0.633333 0.922876 0.833333 0.7932 0.862903 0.833333 0.266667 1 0.468353
ttest ElasticNet 1 0.19697 0.660784 0.717647 0.80303 0.787935 0.784903 0.80303 0.4 0.921569 0.375846
ttest ElasticNet 2 0.111111 0.779762 0.914683 0.888889 0.880303 0.887681 0.888889 0.583333 0.97619 0.654802
ttest ElasticNet 3 0.12963 0.708333 0.912698 0.87037 0.848668 0.888889 0.87037 0.416667 1 0.597614
ttest ElasticNet 4 0.222222 0.589286 0.75 0.777778 0.748148 0.743056 0.777778 0.25 0.928571 0.236228
ttest ElasticNet 5 0.148148 0.755952 0.799603 0.851852 0.84684 0.844949 0.851852 0.583333 0.928571 0.547871
ttest ElasticNet 6 0.277778 0.464286 0.40873 0.722222 0.65233 0.594771 0.722222 0 0.928571 − 0.12964
ttest ElasticNet 7 0.148148 0.666667 0.746032 0.851852 0.821256 0.875556 0.851852 0.333333 1 0.52915
ttest ElasticNet 8 0.185185 0.672619 0.855159 0.814815 0.800505 0.798309 0.814815 0.416667 0.928571 0.404027
ttest ElasticNet 9 0.111111 0.75 0.97619 0.888889 0.874074 0.902778 0.888889 0.5 1 0.661438