1. The most like people Attrited
- Have a transaction count greater than 55
- Have total transaction amounts greater than or equal to
$5,423
2. The least likely people attrited
- Have transaction amount less than 55
- Have a revolving balance greater than 614
- Have a total relationship count greater than 3
- Have a total transaction amount less than or equal to $2103
- Have a total transaction amount greater than $878
## Total_Trans_Ct Total_Trans_Amt Total_Revolving_Bal
## 546.8807618 411.4398797 294.2393852
## Avg_Utilization_Ratio Total_Ct_Chng_Q4_Q1 Total_Relationship_Count
## 265.3631530 192.5353034 164.5007456
## Total_Amt_Chng_Q4_Q1 Credit_Limit Customer_Age
## 60.5456847 51.8315059 34.8707470
## Avg_Open_To_Buy Months_on_book Dependent_count
## 22.5054207 17.5023370 5.5286109
## Contacts_Count_12_mon Card_Category Months_Inactive_12_mon
## 2.9036218 2.1482354 0.4282468
##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 2990
##
##
## | validation_tree$Attrition_predicted
## validation_tree$Attrition_Flag | Attrited Customer | Existing Customer | Row Total |
## -------------------------------|-------------------|-------------------|-------------------|
## Attrited Customer | 364 | 118 | 482 |
## | 1155.572 | 206.873 | |
## | 0.755 | 0.245 | 0.161 |
## | 0.802 | 0.047 | |
## | 0.122 | 0.039 | |
## -------------------------------|-------------------|-------------------|-------------------|
## Existing Customer | 90 | 2418 | 2508 |
## | 222.084 | 39.758 | |
## | 0.036 | 0.964 | 0.839 |
## | 0.198 | 0.953 | |
## | 0.030 | 0.809 | |
## -------------------------------|-------------------|-------------------|-------------------|
## Column Total | 454 | 2536 | 2990 |
## | 0.152 | 0.848 | |
## -------------------------------|-------------------|-------------------|-------------------|
##
##
## Statistics for All Table Factors
##
##
## Pearson's Chi-squared test
## ------------------------------------------------------------
## Chi^2 = 1624.287 d.f. = 1 p = 0
##
## Pearson's Chi-squared test with Yates' continuity correction
## ------------------------------------------------------------
## Chi^2 = 1618.706 d.f. = 1 p = 0
##
##
