new results (100 iterations)

results/summary/scores.csv

@@ -21,65 +21,51 @@ test,precision,0.4274623968947113,linear
 train,precision,0.5089036055923473,linear
 test,recall,0.020156493090509747,linear
 train,recall,0.020500234169823512,linear
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-train,neg_log_loss,0.5837562643133816,linear
-test,roc_auc,0.5914436444541982,linear
-train,roc_auc,0.6101939658981262,linear
-test,brier_score,0.20510520531506082,linear
-train,brier_score,0.19808602619508878,linear
-test,accuracy,0.6991847158113238,mlp
-train,accuracy,0.7130132414720789,mlp
-test,F1,0.062160723789249604,mlp
-train,F1,0.07298352411830873,mlp
-test,precision,0.44689317416590146,mlp
-train,precision,0.5221301775147928,mlp
-test,recall,0.03340349592751899,mlp
-train,recall,0.039233820050865245,mlp
-test,neg_log_loss,0.5979288635226822,mlp
-train,neg_log_loss,0.5810856318428915,mlp
-test,roc_auc,0.5950296380363905,mlp
-train,roc_auc,0.6194481749064706,mlp
-test,brier_score,0.204921117067457,mlp
-train,brier_score,0.19705578182490963,mlp
-test,accuracy,0.6603323955971923,knn
-train,accuracy,0.7436033123311102,knn
-test,F1,0.2692189037916293,knn
-train,F1,0.4163409004359957,knn
-test,precision,0.37610310717070966,knn
-train,precision,0.6042228262708519,knn
-test,recall,0.20964125560538116,knn
-train,recall,0.3175876358333185,knn
-test,neg_log_loss,1.5864733959472601,knn
-train,neg_log_loss,0.6569252971916585,knn
-test,roc_auc,0.5610464645853124,knn
-train,roc_auc,0.7416896269636887,knn
-test,brier_score,0.2314357228975768,knn
-train,brier_score,0.17283219331832284,knn
-test,accuracy,0.6758050419249994,radius
-train,accuracy,0.8398357149319491,radius
-test,F1,0.14907611520332634,radius
-train,F1,0.6399809680216719,radius
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-train,precision,0.9071171396560539,radius
-test,recall,0.09515420517982978,radius
-train,recall,0.494388816760631,radius
-test,neg_log_loss,7.66148080414468,radius
-train,neg_log_loss,0.3120395179038595,radius
-test,roc_auc,0.5010276739230578,radius
-train,roc_auc,0.9048799878913683,radius
-test,brier_score,0.2922369420944381,radius
-train,brier_score,0.10525420002265158,radius
-test,accuracy,0.7015472646327807,gbdt
-train,accuracy,0.713187359062906,gbdt
-test,F1,0.019295923175301218,gbdt
-train,F1,0.030915110336951636,gbdt
-test,precision,0.4994192799070848,gbdt
-train,precision,0.570576964019587,gbdt
-test,recall,0.009838015923858332,gbdt
-train,recall,0.015887977899111342,gbdt
-test,neg_log_loss,0.5970151475355538,gbdt
-train,neg_log_loss,0.5796516368025761,gbdt
-test,roc_auc,0.5950225385300156,gbdt
-train,roc_auc,0.626738692582705,gbdt
-test,brier_score,0.20443562355061878,gbdt
-train,brier_score,0.19646765351097625,gbdt
+test,neg_log_loss,0.5979979481259632,linear
+train,neg_log_loss,0.5837562638971,linear
+test,roc_auc,0.5914436803057925,linear
+train,roc_auc,0.6101939984867831,linear
+test,brier_score,0.20510521020518024,linear
+train,brier_score,0.19808602601676265,linear
+test,accuracy,0.701048807800508,mlp
+train,accuracy,0.7142149942558266,mlp
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+train,recall,0.03597915592153236,mlp
+test,neg_log_loss,0.5983688493527263,mlp
+train,neg_log_loss,0.5781939223037295,mlp
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+train,roc_auc,0.6285078274798112,mlp
+test,brier_score,0.20494861854650678,mlp
+train,brier_score,0.1958854140713455,mlp
+test,accuracy,0.6986316335727747,knn
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+train,neg_log_loss,0.576180077043954,knn
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+test,brier_score,0.20647319878500145,knn
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+test,accuracy,0.7013970447655204,gbdt
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+train,brier_score,0.19295338846441354,gbdt