CLIENTNUM
int64
708M
828M
Attrition_Flag
stringclasses
2 values
Customer_Age
int64
26
73
Gender
stringclasses
2 values
Dependent_count
int64
0
5
Education_Level
stringclasses
7 values
Marital_Status
stringclasses
4 values
Income_Category
stringclasses
6 values
Card_Category
stringclasses
4 values
Months_on_book
int64
13
56
Total_Relationship_Count
int64
1
6
Months_Inactive_12_mon
int64
0
6
Contacts_Count_12_mon
int64
0
6
Credit_Limit
float64
1.44k
34.5k
Total_Revolving_Bal
int64
0
2.52k
Avg_Open_To_Buy
float64
3
34.5k
Total_Amt_Chng_Q4_Q1
float64
0
3.4
Total_Trans_Amt
int64
510
18.5k
Total_Trans_Ct
int64
10
139
Total_Ct_Chng_Q4_Q1
float64
0
3.71
Avg_Utilization_Ratio
float64
0
1
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
float64
0
1
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
float64
0
1
719,848,008
Existing Customer
39
M
2
Graduate
Unknown
$60K - $80K
Silver
36
4
2
2
29,808
0
29,808
0.669
16,098
128
0.684
0
0.000103
0.9999
718,372,458
Existing Customer
42
M
2
Graduate
Unknown
$40K - $60K
Blue
30
3
2
5
3,735
1,723
2,012
0.595
14,501
92
0.84
0.461
0.000565
0.99944
720,608,658
Existing Customer
33
F
1
Uneducated
Single
Less than $40K
Blue
36
5
3
3
8,398
1,875
6,523
0.727
16,706
123
0.757
0.223
0.000292
0.99971
717,185,658
Attrited Customer
51
M
1
High School
Married
$80K - $120K
Blue
36
4
3
4
22,754
0
22,754
0.799
8,531
77
0.791
0
0.99788
0.002118
715,474,083
Existing Customer
51
M
3
Graduate
Single
$60K - $80K
Silver
36
3
2
2
29,663
1,743
27,920
0.667
14,638
93
0.722
0.059
0.000107
0.99989
709,646,433
Attrited Customer
59
F
1
High School
Married
Less than $40K
Blue
50
1
4
3
5,043
743
4,300
0.805
10,170
66
0.784
0.147
0.99701
0.002988
717,494,358
Existing Customer
58
F
0
Graduate
Single
Less than $40K
Blue
48
2
2
5
4,299
1,334
2,965
0.66
15,068
123
0.685
0.31
0.000485
0.99952
713,924,283
Attrited Customer
61
M
0
Graduate
Single
$60K - $80K
Blue
54
2
1
4
11,859
1,644
10,215
0.866
8,930
79
0.837
0.139
0.99268
0.00732
714,471,183
Attrited Customer
47
M
4
Graduate
Divorced
$80K - $120K
Blue
39
4
3
4
17,504
476
17,028
0.892
10,468
66
0.737
0.027
0.99816
0.001844
780,613,758
Existing Customer
47
M
5
High School
Single
Less than $40K
Blue
35
4
3
5
4,165
0
4,165
0.813
17,093
111
0.82
0
0.000896
0.9991
718,225,683
Existing Customer
56
M
1
Graduate
Single
$80K - $120K
Silver
49
5
2
2
34,516
1,091
33,425
0.64
15,274
108
0.714
0.032
0.000097
0.9999
710,734,308
Existing Customer
49
M
1
Graduate
Single
$60K - $80K
Blue
40
6
3
3
6,481
1,569
4,912
0.692
15,937
119
0.803
0.242
0.000284
0.99972
708,564,858
Attrited Customer
33
M
2
College
Married
$120K +
Gold
20
2
1
4
34,516
0
34,516
1.004
9,338
73
0.622
0
0.99438
0.00562
713,733,633
Attrited Customer
27
M
0
High School
Divorced
$60K - $80K
Blue
36
2
3
2
13,303
2,517
10,786
0.929
10,219
85
0.809
0.189
0.99338
0.00662
720,841,533
Existing Customer
29
M
0
Graduate
Married
Less than $40K
Blue
15
3
1
5
4,700
0
4,700
0.617
14,723
96
0.655
0
0.000235
0.99977
712,210,458
Existing Customer
38
M
1
Uneducated
Single
$40K - $60K
Blue
36
2
3
2
5,639
1,558
4,081
0.614
16,628
109
0.946
0.276
0.000174
0.99983
714,109,308
Existing Customer
46
M
5
College
Single
$80K - $120K
Blue
36
1
2
3
13,187
2,241
10,946
0.689
15,354
112
0.931
0.17
0.000192
0.99981
712,503,408
Existing Customer
57
M
2
Graduate
Married
$80K - $120K
Blue
40
6
3
4
17,925
1,909
16,016
0.712
17,498
111
0.82
0.106
0.000516
0.99948
713,755,458
Attrited Customer
50
M
1
Unknown
Unknown
$80K - $120K
Blue
36
6
3
4
9,959
952
9,007
0.825
10,310
63
1.1
0.096
0.99813
0.001874
716,893,683
Attrited Customer
55
F
3
Uneducated
Single
Unknown
Blue
47
4
3
3
14,657
2,517
12,140
0.166
6,009
53
0.514
0.172
0.99691
0.003088
710,841,183
Existing Customer
54
M
1
High School
Single
$60K - $80K
Blue
34
5
2
0
13,940
2,109
11,831
0.66
15,577
114
0.754
0.151
0.000038
0.99996
713,899,383
Existing Customer
56
F
1
Graduate
Single
Less than $40K
Blue
50
4
1
4
3,688
606
3,082
0.57
14,596
120
0.791
0.164
0.000148
0.99985
772,366,833
Existing Customer
50
M
2
Graduate
Single
$40K - $60K
Blue
40
3
2
3
4,003
1,851
2,152
0.703
15,476
117
0.857
0.462
0.000191
0.99981
710,638,233
Attrited Customer
41
M
2
Unknown
Divorced
$40K - $60K
Blue
25
4
2
3
4,277
2,186
2,091
0.804
8,764
69
0.683
0.511
0.99527
0.004729
716,506,083
Attrited Customer
44
F
1
High School
Married
Less than $40K
Blue
36
5
3
4
5,409
0
5,409
0.819
10,291
60
0.818
0
0.99788
0.002118
717,406,983
Attrited Customer
30
M
2
Graduate
Unknown
$40K - $60K
Blue
36
4
3
3
5,281
0
5,281
0.535
8,395
62
0.722
0
0.99671
0.003294
714,337,233
Attrited Customer
43
F
2
Graduate
Married
Less than $40K
Silver
25
6
2
4
10,388
1,961
8,427
0.703
10,294
61
0.649
0.189
0.99662
0.003377