how do i get a optimal cutoff value directly in the form of numeric from roc curves

Question

Answer 1

The optimal CutOff value is the point where there is high true positive rate and low false positive rate. According to this logic, you can use the below code to get the value:

optimal_idx = np.argmax(tpr - fpr)
optimal_threshold = thresholds[optimal_idx]