## CLIENTNUM Attrition_Flag Customer_Age
## Min. :708082083 Attrited Customer:1627 Min. :26.00
## 1st Qu.:713036770 Existing Customer:8500 1st Qu.:41.00
## Median :717926358 Median :46.00
## Mean :739177606 Mean :46.33
## 3rd Qu.:773143533 3rd Qu.:52.00
## Max. :828343083 Max. :73.00
## Gender Dependent_count Education_Level Marital_Status
## Length:10127 Min. :0.000 Length:10127 Length:10127
## Class :character 1st Qu.:1.000 Class :character Class :character
## Mode :character Median :2.000 Mode :character Mode :character
## Mean :2.346
## 3rd Qu.:3.000
## Max. :5.000
## Income_Category Card_Category Months_on_book Total_Relationship_Count
## Length:10127 Length:10127 Min. :13.00 Min. :1.000
## Class :character Class :character 1st Qu.:31.00 1st Qu.:3.000
## Mode :character Mode :character Median :36.00 Median :4.000
## Mean :35.93 Mean :3.813
## 3rd Qu.:40.00 3rd Qu.:5.000
## Max. :56.00 Max. :6.000
## Months_Inactive_12_mon Contacts_Count_12_mon Credit_Limit
## Min. :0.000 Min. :0.000 Min. : 1438
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.: 2555
## Median :2.000 Median :2.000 Median : 4549
## Mean :2.341 Mean :2.455 Mean : 8632
## 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:11068
## Max. :6.000 Max. :6.000 Max. :34516
## Total_Revolving_Bal Avg_Open_To_Buy Total_Amt_Chng_Q4_Q1 Total_Trans_Amt
## Min. : 0 Min. : 3 Min. :0.0000 Min. : 510
## 1st Qu.: 359 1st Qu.: 1324 1st Qu.:0.6310 1st Qu.: 2156
## Median :1276 Median : 3474 Median :0.7360 Median : 3899
## Mean :1163 Mean : 7469 Mean :0.7599 Mean : 4404
## 3rd Qu.:1784 3rd Qu.: 9859 3rd Qu.:0.8590 3rd Qu.: 4741
## Max. :2517 Max. :34516 Max. :3.3970 Max. :18484
## Total_Trans_Ct Total_Ct_Chng_Q4_Q1 Avg_Utilization_Ratio random
## Min. : 10.00 Min. :0.0000 Min. :0.0000 Min. :0.0000223
## 1st Qu.: 45.00 1st Qu.:0.5820 1st Qu.:0.0230 1st Qu.:0.2500875
## Median : 67.00 Median :0.7020 Median :0.1760 Median :0.5011257
## Mean : 64.86 Mean :0.7122 Mean :0.2749 Mean :0.5005649
## 3rd Qu.: 81.00 3rd Qu.:0.8180 3rd Qu.:0.5030 3rd Qu.:0.7496791
## Max. :139.00 Max. :3.7140 Max. :0.9990 Max. :0.9998873
## Length Class Mode
## call 5 -none- call
## type 1 -none- character
## predicted 7054 factor numeric
## err.rate 1500 -none- numeric
## confusion 6 -none- numeric
## votes 14108 matrix numeric
## oob.times 7054 -none- numeric
## classes 2 -none- character
## importance 80 -none- numeric
## importanceSD 60 -none- numeric
## localImportance 0 -none- NULL
## proximity 0 -none- NULL
## ntree 1 -none- numeric
## mtry 1 -none- numeric
## forest 14 -none- list
## y 7054 factor numeric
## test 0 -none- NULL
## inbag 0 -none- NULL
## terms 3 terms call
## Attrited Customer Existing Customer
## CLIENTNUM 4.636534e-03 6.936339e-05
## Customer_Age 5.251595e-03 4.919779e-03
## Gender 6.470746e-03 8.131049e-04
## Dependent_count -1.781707e-04 4.952252e-04
## Education_Level 2.833013e-06 -2.062724e-04
## Marital_Status 1.755770e-04 1.091904e-03
## Income_Category 7.719219e-04 2.512358e-04
## Card_Category 7.445778e-05 2.893691e-04
## Months_on_book 3.487995e-03 1.651132e-03
## Total_Relationship_Count 2.699041e-02 3.031945e-02
## Months_Inactive_12_mon 3.128298e-02 9.632117e-04
## Contacts_Count_12_mon 1.256198e-02 4.194573e-03
## Credit_Limit 1.521933e-02 1.548705e-02
## Total_Revolving_Bal 7.013543e-02 4.077853e-02
## Avg_Open_To_Buy 1.711396e-02 1.391121e-02
## Total_Amt_Chng_Q4_Q1 2.761704e-02 6.722734e-03
## Total_Trans_Amt 1.154089e-01 8.551687e-02
## Total_Trans_Ct 2.221404e-01 9.393588e-02
## Total_Ct_Chng_Q4_Q1 6.725160e-02 1.124266e-02
## Avg_Utilization_Ratio 1.427154e-03 3.493352e-02
## MeanDecreaseAccuracy MeanDecreaseGini
## CLIENTNUM 0.0008030262 52.407451
## Customer_Age 0.0049697662 59.848755
## Gender 0.0017228025 16.156735
## Dependent_count 0.0003865616 21.911884
## Education_Level -0.0001737582 20.676544
## Marital_Status 0.0009441643 18.141064
## Income_Category 0.0003380822 19.747673
## Card_Category 0.0002557905 4.548512
## Months_on_book 0.0019453982 45.107955
## Total_Relationship_Count 0.0297875878 133.489810
## Months_Inactive_12_mon 0.0058104783 50.798205
## Contacts_Count_12_mon 0.0055326601 54.756979
## Credit_Limit 0.0154572256 62.653114
## Total_Revolving_Bal 0.0454807567 205.091196
## Avg_Open_To_Buy 0.0144323080 61.134099
## Total_Amt_Chng_Q4_Q1 0.0100632546 113.559516
## Total_Trans_Amt 0.0903535464 329.802273
## Total_Trans_Ct 0.1144449290 321.411583
## Total_Ct_Chng_Q4_Q1 0.0202143409 196.239841
## Avg_Utilization_Ratio 0.0295767060 106.295625
## Attrited Customer Existing Customer class.error
## Attrited Customer 915 213 0.18882979
## Existing Customer 68 5858 0.01147486
##
##
## Cell Contents
## |-------------------------|
## | N |
## | Chi-square contribution |
## | N / Row Total |
## | N / Col Total |
## | N / Table Total |
## |-------------------------|
##
##
## Total Observations in Table: 3073
##
##
## | val$Attrition_Flag
## val$predicted_rf | Attrited Customer | Existing Customer | Row Total |
## ------------------|-------------------|-------------------|-------------------|
## Attrited Customer | 412 | 25 | 437 |
## | 1639.037 | 317.747 | |
## | 0.943 | 0.057 | 0.142 |
## | 0.826 | 0.010 | |
## | 0.134 | 0.008 | |
## ------------------|-------------------|-------------------|-------------------|
## Existing Customer | 87 | 2549 | 2636 |
## | 271.722 | 52.676 | |
## | 0.033 | 0.967 | 0.858 |
## | 0.174 | 0.990 | |
## | 0.028 | 0.829 | |
## ------------------|-------------------|-------------------|-------------------|
## Column Total | 499 | 2574 | 3073 |
## | 0.162 | 0.838 | |
## ------------------|-------------------|-------------------|-------------------|
##
##
## [1] "Estimated financial impact of the model: 57420"