2. Random Forest - Recall - 76, Accuracy - 73
3. Gradient Boosting Machine- Recall - 70, Accuracy - 74
Patterns extraction from decision trees (C5.O)
From the summary of the above model, rules have been extracted which give the information about the 
a)Lift
b)Confidence
c)Support 
d) Condition 

Analysis

 
The experimental results conducted in this study show that the Logistic regression has outperformed all the other models. By the result one can assume that the data is linearly separable and hence logistic regression is giving best results.