## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  3013 
## 
##  
##                    | Val$Predicted_Attrition_Flag 
## Val$Attrition_Flag | Attrited Customer | Existing Customer |         Row Total | 
## -------------------|-------------------|-------------------|-------------------|
##  Attrited Customer |               393 |                97 |               490 | 
##                    |          1553.997 |           250.316 |                   | 
##                    |             0.802 |             0.198 |             0.163 | 
##                    |             0.940 |             0.037 |                   | 
##                    |             0.130 |             0.032 |                   | 
## -------------------|-------------------|-------------------|-------------------|
##  Existing Customer |                25 |              2498 |              2523 | 
##                    |           301.807 |            48.615 |                   | 
##                    |             0.010 |             0.990 |             0.837 | 
##                    |             0.060 |             0.963 |                   | 
##                    |             0.008 |             0.829 |                   | 
## -------------------|-------------------|-------------------|-------------------|
##       Column Total |               418 |              2595 |              3013 | 
##                    |             0.139 |             0.861 |                   | 
## -------------------|-------------------|-------------------|-------------------|
## 
## 

Takeaways: