def CompareDataPerformance(df, names, ptitle="", ModelIndex=0, Epochs=10):
print("Run for: ", ptitle)
Train, Test = pf.SplitData(df)
XTrain, YTrain = pf.TrainandTarget(Train, names)
XTest, YTest = pf.TrainandTarget(Test, names)
p_model, p_history = tam.BuildTrainSeqModel(ModelIndex, Epochs, XTrain,
YTrain, XTest, YTest)
plots = [
pld.PlotPerformance(p_history.history, ptitle + str(ModelIndex)),
pld.ROCCurve(XTest, YTest, p_model, ptitle + str(ModelIndex))
]
pld.SavePlots(plots, ptitle + "MI" + str(ModelIndex) + ".pdf")
