ID
int64 1
400
| Income
float64 10.4
187
| Limit
int64 855
13.9k
| Rating
int64 93
982
| Cards
int64 1
9
| Age
int64 23
98
| Education
int64 5
20
| Gender
stringclasses 2
values | Student
stringclasses 2
values | Married
stringclasses 2
values | Ethnicity
stringclasses 3
values | Balance
int64 0
2k
|
|---|---|---|---|---|---|---|---|---|---|---|---|
1
| 14.891
| 3,606
| 283
| 2
| 34
| 11
|
Male
|
No
|
Yes
|
Caucasian
| 333
|
2
| 106.025
| 6,645
| 483
| 3
| 82
| 15
|
Female
|
Yes
|
Yes
|
Asian
| 903
|
3
| 104.593
| 7,075
| 514
| 4
| 71
| 11
|
Male
|
No
|
No
|
Asian
| 580
|
4
| 148.924
| 9,504
| 681
| 3
| 36
| 11
|
Female
|
No
|
No
|
Asian
| 964
|
5
| 55.882
| 4,897
| 357
| 2
| 68
| 16
|
Male
|
No
|
Yes
|
Caucasian
| 331
|
6
| 80.18
| 8,047
| 569
| 4
| 77
| 10
|
Male
|
No
|
No
|
Caucasian
| 1,151
|
7
| 20.996
| 3,388
| 259
| 2
| 37
| 12
|
Female
|
No
|
No
|
African American
| 203
|
8
| 71.408
| 7,114
| 512
| 2
| 87
| 9
|
Male
|
No
|
No
|
Asian
| 872
|
9
| 15.125
| 3,300
| 266
| 5
| 66
| 13
|
Female
|
No
|
No
|
Caucasian
| 279
|
10
| 71.061
| 6,819
| 491
| 3
| 41
| 19
|
Female
|
Yes
|
Yes
|
African American
| 1,350
|
11
| 63.095
| 8,117
| 589
| 4
| 30
| 14
|
Male
|
No
|
Yes
|
Caucasian
| 1,407
|
12
| 15.045
| 1,311
| 138
| 3
| 64
| 16
|
Male
|
No
|
No
|
Caucasian
| 0
|
13
| 80.616
| 5,308
| 394
| 1
| 57
| 7
|
Female
|
No
|
Yes
|
Asian
| 204
|
14
| 43.682
| 6,922
| 511
| 1
| 49
| 9
|
Male
|
No
|
Yes
|
Caucasian
| 1,081
|
15
| 19.144
| 3,291
| 269
| 2
| 75
| 13
|
Female
|
No
|
No
|
African American
| 148
|
16
| 20.089
| 2,525
| 200
| 3
| 57
| 15
|
Female
|
No
|
Yes
|
African American
| 0
|
17
| 53.598
| 3,714
| 286
| 3
| 73
| 17
|
Female
|
No
|
Yes
|
African American
| 0
|
18
| 36.496
| 4,378
| 339
| 3
| 69
| 15
|
Female
|
No
|
Yes
|
Asian
| 368
|
19
| 49.57
| 6,384
| 448
| 1
| 28
| 9
|
Female
|
No
|
Yes
|
Asian
| 891
|
20
| 42.079
| 6,626
| 479
| 2
| 44
| 9
|
Male
|
No
|
No
|
Asian
| 1,048
|
21
| 17.7
| 2,860
| 235
| 4
| 63
| 16
|
Female
|
No
|
No
|
Asian
| 89
|
22
| 37.348
| 6,378
| 458
| 1
| 72
| 17
|
Female
|
No
|
No
|
Caucasian
| 968
|
23
| 20.103
| 2,631
| 213
| 3
| 61
| 10
|
Male
|
No
|
Yes
|
African American
| 0
|
24
| 64.027
| 5,179
| 398
| 5
| 48
| 8
|
Male
|
No
|
Yes
|
African American
| 411
|
25
| 10.742
| 1,757
| 156
| 3
| 57
| 15
|
Female
|
No
|
No
|
Caucasian
| 0
|
26
| 14.09
| 4,323
| 326
| 5
| 25
| 16
|
Female
|
No
|
Yes
|
African American
| 671
|
27
| 42.471
| 3,625
| 289
| 6
| 44
| 12
|
Female
|
Yes
|
No
|
Caucasian
| 654
|
28
| 32.793
| 4,534
| 333
| 2
| 44
| 16
|
Male
|
No
|
No
|
African American
| 467
|
29
| 186.634
| 13,414
| 949
| 2
| 41
| 14
|
Female
|
No
|
Yes
|
African American
| 1,809
|
30
| 26.813
| 5,611
| 411
| 4
| 55
| 16
|
Female
|
No
|
No
|
Caucasian
| 915
|
31
| 34.142
| 5,666
| 413
| 4
| 47
| 5
|
Female
|
No
|
Yes
|
Caucasian
| 863
|
32
| 28.941
| 2,733
| 210
| 5
| 43
| 16
|
Male
|
No
|
Yes
|
Asian
| 0
|
33
| 134.181
| 7,838
| 563
| 2
| 48
| 13
|
Female
|
No
|
No
|
Caucasian
| 526
|
34
| 31.367
| 1,829
| 162
| 4
| 30
| 10
|
Male
|
No
|
Yes
|
Caucasian
| 0
|
35
| 20.15
| 2,646
| 199
| 2
| 25
| 14
|
Female
|
No
|
Yes
|
Asian
| 0
|
36
| 23.35
| 2,558
| 220
| 3
| 49
| 12
|
Female
|
Yes
|
No
|
Caucasian
| 419
|
37
| 62.413
| 6,457
| 455
| 2
| 71
| 11
|
Female
|
No
|
Yes
|
Caucasian
| 762
|
38
| 30.007
| 6,481
| 462
| 2
| 69
| 9
|
Female
|
No
|
Yes
|
Caucasian
| 1,093
|
39
| 11.795
| 3,899
| 300
| 4
| 25
| 10
|
Female
|
No
|
No
|
Caucasian
| 531
|
40
| 13.647
| 3,461
| 264
| 4
| 47
| 14
|
Male
|
No
|
Yes
|
Caucasian
| 344
|
41
| 34.95
| 3,327
| 253
| 3
| 54
| 14
|
Female
|
No
|
No
|
African American
| 50
|
42
| 113.659
| 7,659
| 538
| 2
| 66
| 15
|
Male
|
Yes
|
Yes
|
African American
| 1,155
|
43
| 44.158
| 4,763
| 351
| 2
| 66
| 13
|
Female
|
No
|
Yes
|
Asian
| 385
|
44
| 36.929
| 6,257
| 445
| 1
| 24
| 14
|
Female
|
No
|
Yes
|
Asian
| 976
|
45
| 31.861
| 6,375
| 469
| 3
| 25
| 16
|
Female
|
No
|
Yes
|
Caucasian
| 1,120
|
46
| 77.38
| 7,569
| 564
| 3
| 50
| 12
|
Female
|
No
|
Yes
|
Caucasian
| 997
|
47
| 19.531
| 5,043
| 376
| 2
| 64
| 16
|
Female
|
Yes
|
Yes
|
Asian
| 1,241
|
48
| 44.646
| 4,431
| 320
| 2
| 49
| 15
|
Male
|
Yes
|
Yes
|
Caucasian
| 797
|
49
| 44.522
| 2,252
| 205
| 6
| 72
| 15
|
Male
|
No
|
Yes
|
Asian
| 0
|
50
| 43.479
| 4,569
| 354
| 4
| 49
| 13
|
Male
|
Yes
|
Yes
|
African American
| 902
|
51
| 36.362
| 5,183
| 376
| 3
| 49
| 15
|
Male
|
No
|
Yes
|
African American
| 654
|
52
| 39.705
| 3,969
| 301
| 2
| 27
| 20
|
Male
|
No
|
Yes
|
African American
| 211
|
53
| 44.205
| 5,441
| 394
| 1
| 32
| 12
|
Male
|
No
|
Yes
|
Caucasian
| 607
|
54
| 16.304
| 5,466
| 413
| 4
| 66
| 10
|
Male
|
No
|
Yes
|
Asian
| 957
|
55
| 15.333
| 1,499
| 138
| 2
| 47
| 9
|
Female
|
No
|
Yes
|
Asian
| 0
|
56
| 32.916
| 1,786
| 154
| 2
| 60
| 8
|
Female
|
No
|
Yes
|
Asian
| 0
|
57
| 57.1
| 4,742
| 372
| 7
| 79
| 18
|
Female
|
No
|
Yes
|
Asian
| 379
|
58
| 76.273
| 4,779
| 367
| 4
| 65
| 14
|
Female
|
No
|
Yes
|
Caucasian
| 133
|
59
| 10.354
| 3,480
| 281
| 2
| 70
| 17
|
Male
|
No
|
Yes
|
Caucasian
| 333
|
60
| 51.872
| 5,294
| 390
| 4
| 81
| 17
|
Female
|
No
|
No
|
Caucasian
| 531
|
61
| 35.51
| 5,198
| 364
| 2
| 35
| 20
|
Female
|
No
|
No
|
Asian
| 631
|
62
| 21.238
| 3,089
| 254
| 3
| 59
| 10
|
Female
|
No
|
No
|
Caucasian
| 108
|
63
| 30.682
| 1,671
| 160
| 2
| 77
| 7
|
Female
|
No
|
No
|
Caucasian
| 0
|
64
| 14.132
| 2,998
| 251
| 4
| 75
| 17
|
Male
|
No
|
No
|
Caucasian
| 133
|
65
| 32.164
| 2,937
| 223
| 2
| 79
| 15
|
Female
|
No
|
Yes
|
African American
| 0
|
66
| 12
| 4,160
| 320
| 4
| 28
| 14
|
Female
|
No
|
Yes
|
Caucasian
| 602
|
67
| 113.829
| 9,704
| 694
| 4
| 38
| 13
|
Female
|
No
|
Yes
|
Asian
| 1,388
|
68
| 11.187
| 5,099
| 380
| 4
| 69
| 16
|
Female
|
No
|
No
|
African American
| 889
|
69
| 27.847
| 5,619
| 418
| 2
| 78
| 15
|
Female
|
No
|
Yes
|
Caucasian
| 822
|
70
| 49.502
| 6,819
| 505
| 4
| 55
| 14
|
Male
|
No
|
Yes
|
Caucasian
| 1,084
|
71
| 24.889
| 3,954
| 318
| 4
| 75
| 12
|
Male
|
No
|
Yes
|
Caucasian
| 357
|
72
| 58.781
| 7,402
| 538
| 2
| 81
| 12
|
Female
|
No
|
Yes
|
Asian
| 1,103
|
73
| 22.939
| 4,923
| 355
| 1
| 47
| 18
|
Female
|
No
|
Yes
|
Asian
| 663
|
74
| 23.989
| 4,523
| 338
| 4
| 31
| 15
|
Male
|
No
|
No
|
Caucasian
| 601
|
75
| 16.103
| 5,390
| 418
| 4
| 45
| 10
|
Female
|
No
|
Yes
|
Caucasian
| 945
|
76
| 33.017
| 3,180
| 224
| 2
| 28
| 16
|
Male
|
No
|
Yes
|
African American
| 29
|
77
| 30.622
| 3,293
| 251
| 1
| 68
| 16
|
Male
|
Yes
|
No
|
Caucasian
| 532
|
78
| 20.936
| 3,254
| 253
| 1
| 30
| 15
|
Female
|
No
|
No
|
Asian
| 145
|
79
| 110.968
| 6,662
| 468
| 3
| 45
| 11
|
Female
|
No
|
Yes
|
Caucasian
| 391
|
80
| 15.354
| 2,101
| 171
| 2
| 65
| 14
|
Male
|
No
|
No
|
Asian
| 0
|
81
| 27.369
| 3,449
| 288
| 3
| 40
| 9
|
Female
|
No
|
Yes
|
Caucasian
| 162
|
82
| 53.48
| 4,263
| 317
| 1
| 83
| 15
|
Male
|
No
|
No
|
Caucasian
| 99
|
83
| 23.672
| 4,433
| 344
| 3
| 63
| 11
|
Male
|
No
|
No
|
Caucasian
| 503
|
84
| 19.225
| 1,433
| 122
| 3
| 38
| 14
|
Female
|
No
|
No
|
Caucasian
| 0
|
85
| 43.54
| 2,906
| 232
| 4
| 69
| 11
|
Male
|
No
|
No
|
Caucasian
| 0
|
86
| 152.298
| 12,066
| 828
| 4
| 41
| 12
|
Female
|
No
|
Yes
|
Asian
| 1,779
|
87
| 55.367
| 6,340
| 448
| 1
| 33
| 15
|
Male
|
No
|
Yes
|
Caucasian
| 815
|
88
| 11.741
| 2,271
| 182
| 4
| 59
| 12
|
Female
|
No
|
No
|
Asian
| 0
|
89
| 15.56
| 4,307
| 352
| 4
| 57
| 8
|
Male
|
No
|
Yes
|
African American
| 579
|
90
| 59.53
| 7,518
| 543
| 3
| 52
| 9
|
Female
|
No
|
No
|
African American
| 1,176
|
91
| 20.191
| 5,767
| 431
| 4
| 42
| 16
|
Male
|
No
|
Yes
|
African American
| 1,023
|
92
| 48.498
| 6,040
| 456
| 3
| 47
| 16
|
Male
|
No
|
Yes
|
Caucasian
| 812
|
93
| 30.733
| 2,832
| 249
| 4
| 51
| 13
|
Male
|
No
|
No
|
Caucasian
| 0
|
94
| 16.479
| 5,435
| 388
| 2
| 26
| 16
|
Male
|
No
|
No
|
African American
| 937
|
95
| 38.009
| 3,075
| 245
| 3
| 45
| 15
|
Female
|
No
|
No
|
African American
| 0
|
96
| 14.084
| 855
| 120
| 5
| 46
| 17
|
Female
|
No
|
Yes
|
African American
| 0
|
97
| 14.312
| 5,382
| 367
| 1
| 59
| 17
|
Male
|
Yes
|
No
|
Asian
| 1,380
|
98
| 26.067
| 3,388
| 266
| 4
| 74
| 17
|
Female
|
No
|
Yes
|
African American
| 155
|
99
| 36.295
| 2,963
| 241
| 2
| 68
| 14
|
Female
|
Yes
|
No
|
African American
| 375
|
100
| 83.851
| 8,494
| 607
| 5
| 47
| 18
|
Male
|
No
|
No
|
Caucasian
| 1,311
|
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