Preprocessing :

Approach :

There are three approaches for this data.
Approach – 1 :
  Handling the class imbalance using SMOTE, which over samples   the minority class.
  Logistic Regression:
             Logistic regression is a statistical method for analyzing a data set in which there are one or more independent variables that determine an outcome.