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
101
21.153
3,736
256
1
41
11
Male
No
No
Caucasian
298
102
17.976
2,433
190
3
70
16
Female
Yes
No
Caucasian
431
103
68.713
7,582
531
2
56
16
Male
Yes
No
Caucasian
1,587
104
146.183
9,540
682
6
66
15
Male
No
No
Caucasian
1,050
105
15.846
4,768
365
4
53
12
Female
No
No
Caucasian
745
106
12.031
3,182
259
2
58
18
Female
No
Yes
Caucasian
210
107
16.819
1,337
115
2
74
15
Male
No
Yes
Asian
0
108
39.11
3,189
263
3
72
12
Male
No
No
Asian
0
109
107.986
6,033
449
4
64
14
Male
No
Yes
Caucasian
227
110
13.561
3,261
279
5
37
19
Male
No
Yes
Asian
297
111
34.537
3,271
250
3
57
17
Female
No
Yes
Asian
47
112
28.575
2,959
231
2
60
11
Female
No
No
African American
0
113
46.007
6,637
491
4
42
14
Male
No
Yes
Caucasian
1,046
114
69.251
6,386
474
4
30
12
Female
No
Yes
Asian
768
115
16.482
3,326
268
4
41
15
Male
No
No
Caucasian
271
116
40.442
4,828
369
5
81
8
Female
No
No
African American
510
117
35.177
2,117
186
3
62
16
Female
No
No
Caucasian
0
118
91.362
9,113
626
1
47
17
Male
No
Yes
Asian
1,341
119
27.039
2,161
173
3
40
17
Female
No
No
Caucasian
0
120
23.012
1,410
137
3
81
16
Male
No
No
Caucasian
0
121
27.241
1,402
128
2
67
15
Female
No
Yes
Asian
0
122
148.08
8,157
599
2
83
13
Male
No
Yes
Caucasian
454
123
62.602
7,056
481
1
84
11
Female
No
No
Caucasian
904
124
11.808
1,300
117
3
77
14
Female
No
No
African American
0
125
29.564
2,529
192
1
30
12
Female
No
Yes
Caucasian
0
126
27.578
2,531
195
1
34
15
Female
No
Yes
Caucasian
0
127
26.427
5,533
433
5
50
15
Female
Yes
Yes
Asian
1,404
128
57.202
3,411
259
3
72
11
Female
No
No
Caucasian
0
129
123.299
8,376
610
2
89
17
Male
Yes
No
African American
1,259
130
18.145
3,461
279
3
56
15
Male
No
Yes
African American
255
131
23.793
3,821
281
4
56
12
Female
Yes
Yes
African American
868
132
10.726
1,568
162
5
46
19
Male
No
Yes
Asian
0
133
23.283
5,443
407
4
49
13
Male
No
Yes
African American
912
134
21.455
5,829
427
4
80
12
Female
No
Yes
African American
1,018
135
34.664
5,835
452
3
77
15
Female
No
Yes
African American
835
136
44.473
3,500
257
3
81
16
Female
No
No
African American
8
137
54.663
4,116
314
2
70
8
Female
No
No
African American
75
138
36.355
3,613
278
4
35
9
Male
No
Yes
Asian
187
139
21.374
2,073
175
2
74
11
Female
No
Yes
Caucasian
0
140
107.841
10,384
728
3
87
7
Male
No
No
African American
1,597
141
39.831
6,045
459
3
32
12
Female
Yes
Yes
African American
1,425
142
91.876
6,754
483
2
33
10
Male
No
Yes
Caucasian
605
143
103.893
7,416
549
3
84
17
Male
No
No
Asian
669
144
19.636
4,896
387
3
64
10
Female
No
No
African American
710
145
17.392
2,748
228
3
32
14
Male
No
Yes
Caucasian
68
146
19.529
4,673
341
2
51
14
Male
No
No
Asian
642
147
17.055
5,110
371
3
55
15
Female
No
Yes
Caucasian
805
148
23.857
1,501
150
3
56
16
Male
No
Yes
Caucasian
0
149
15.184
2,420
192
2
69
11
Female
No
Yes
Caucasian
0
150
13.444
886
121
5
44
10
Male
No
Yes
Asian
0
151
63.931
5,728
435
3
28
14
Female
No
Yes
African American
581
152
35.864
4,831
353
3
66
13
Female
No
Yes
Caucasian
534
153
41.419
2,120
184
4
24
11
Female
Yes
No
Caucasian
156
154
92.112
4,612
344
3
32
17
Male
No
No
Caucasian
0
155
55.056
3,155
235
2
31
16
Male
No
Yes
African American
0
156
19.537
1,362
143
4
34
9
Female
No
Yes
Asian
0
157
31.811
4,284
338
5
75
13
Female
No
Yes
Caucasian
429
158
56.256
5,521
406
2
72
16
Female
Yes
Yes
Caucasian
1,020
159
42.357
5,550
406
2
83
12
Female
No
Yes
Asian
653
160
53.319
3,000
235
3
53
13
Male
No
No
Asian
0
161
12.238
4,865
381
5
67
11
Female
No
No
Caucasian
836
162
31.353
1,705
160
3
81
14
Male
No
Yes
Caucasian
0
163
63.809
7,530
515
1
56
12
Male
No
Yes
Caucasian
1,086
164
13.676
2,330
203
5
80
16
Female
No
No
African American
0
165
76.782
5,977
429
4
44
12
Male
No
Yes
Asian
548
166
25.383
4,527
367
4
46
11
Male
No
Yes
Caucasian
570
167
35.691
2,880
214
2
35
15
Male
No
No
African American
0
168
29.403
2,327
178
1
37
14
Female
No
Yes
Caucasian
0
169
27.47
2,820
219
1
32
11
Female
No
Yes
Asian
0
170
27.33
6,179
459
4
36
12
Female
No
Yes
Caucasian
1,099
171
34.772
2,021
167
3
57
9
Male
No
No
Asian
0
172
36.934
4,270
299
1
63
9
Female
No
Yes
Caucasian
283
173
76.348
4,697
344
4
60
18
Male
No
No
Asian
108
174
14.887
4,745
339
3
58
12
Male
No
Yes
African American
724
175
121.834
10,673
750
3
54
16
Male
No
No
African American
1,573
176
30.132
2,168
206
3
52
17
Male
No
No
Caucasian
0
177
24.05
2,607
221
4
32
18
Male
No
Yes
Caucasian
0
178
22.379
3,965
292
2
34
14
Female
No
Yes
Asian
384
179
28.316
4,391
316
2
29
10
Female
No
No
Caucasian
453
180
58.026
7,499
560
5
67
11
Female
No
No
Caucasian
1,237
181
10.635
3,584
294
5
69
16
Male
No
Yes
Asian
423
182
46.102
5,180
382
3
81
12
Male
No
Yes
African American
516
183
58.929
6,420
459
2
66
9
Female
No
Yes
African American
789
184
80.861
4,090
335
3
29
15
Female
No
Yes
Asian
0
185
158.889
11,589
805
1
62
17
Female
No
Yes
Caucasian
1,448
186
30.42
4,442
316
1
30
14
Female
No
No
African American
450
187
36.472
3,806
309
2
52
13
Male
No
No
African American
188
188
23.365
2,179
167
2
75
15
Male
No
No
Asian
0
189
83.869
7,667
554
2
83
11
Male
No
No
African American
930
190
58.351
4,411
326
2
85
16
Female
No
Yes
Caucasian
126
191
55.187
5,352
385
4
50
17
Female
No
Yes
Caucasian
538
192
124.29
9,560
701
3
52
17
Female
Yes
No
Asian
1,687
193
28.508
3,933
287
4
56
14
Male
No
Yes
Asian
336
194
130.209
10,088
730
7
39
19
Female
No
Yes
Caucasian
1,426
195
30.406
2,120
181
2
79
14
Male
No
Yes
African American
0
196
23.883
5,384
398
2
73
16
Female
No
Yes
African American
802
197
93.039
7,398
517
1
67
12
Male
No
Yes
African American
749
198
50.699
3,977
304
2
84
17
Female
No
No
African American
69
199
27.349
2,000
169
4
51
16
Female
No
Yes
African American
0
200
10.403
4,159
310
3
43
7
Male
No
Yes
Asian
571