Imbalance in observable data
So You have 750 : 50 ratio of positive and negative class. Try running LR on this data. Class imbalance would not be a problem. Even if so, you under sample the positive class and then re-calibrate the probabilities after model execution.
I would also suggest you to be active on cross-validation stack-exchange community. There are similar questions answered.