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The models I am using to predict the outcome are ridge regression, SVM and random forest (RF), all in scikit-learn. The prediction quality in all cases is unimpressive (AUC-ROC~0.6). However, RF is almost exclusively predicting the majority class, whereas ridge and SVM are a bit more balanced in their predictions.
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