Datasets:
scikit-learn
/
credit-card-clients

Dataset card Data Studio Files
xet
Community
Search is not available for this dataset
ID
int64
1
30k
LIMIT_BAL
float64
10k
1M
SEX
int64
1
2
EDUCATION
int64
0
6
MARRIAGE
int64
0
3
AGE
int64
21
79
PAY_0
int64
-2
8
PAY_2
int64
-2
8
PAY_3
int64
-2
8
PAY_4
int64
-2
8
PAY_5
int64
-2
8
PAY_6
int64
-2
8
BILL_AMT1
int64
-165,580
965k
BILL_AMT2
float64
-69,777
984k
BILL_AMT3
float64
-157,264
1.66M
BILL_AMT4
int64
-170,000
892k
BILL_AMT5
float64
-81,334
927k
BILL_AMT6
float64
-339,603
962k
PAY_AMT1
float64
0
874k
PAY_AMT2
float64
0
1.68M
PAY_AMT3
float64
0
896k
PAY_AMT4
float64
0
621k
PAY_AMT5
float64
0
427k
PAY_AMT6
float64
0
529k
default.payment.next.month
int64
0
1
2,501
330,000
1
1
1
34
0
0
0
0
0
0
138,009
141,253
130,567
128,257
116,988
105,961
7,015
7,000
10,007
6,500
6,600
9,000
1
2,502
220,000
2
1
2
28
0
0
0
0
0
0
44,109
32,978
30,415
28,038
25,669
16,003
5,000
13,500
14,000
13,500
13,500
15,550
0
2,503
100,000
2
2
2
30
0
0
0
0
-2
-2
23,939
23,572
24,148
0
0
0
1,500
1,011
0
0
0
0
0
2,504
260,000
1
1
2
30
-1
-1
-1
-1
-1
-1
399
399
399
399
399
399
399
399
399
399
399
399
1
2,505
180,000
1
2
2
30
-1
-1
-1
-1
-1
-1
440
30,404
0
880
150
430
30,404
0
880
150
430
747
0
2,506
200,000
1
2
1
44
-1
-1
2
0
0
-1
780
390
1,170
780
0
390
390
780
0
0
390
780
0
2,507
110,000
2
3
2
41
0
0
0
0
0
0
90,599
60,949
62,235
63,499
64,877
66,230
2,213
2,300
2,300
2,400
2,431
8,700
1
2,508
20,000
1
2
2
48
0
0
0
2
0
0
7,186
9,063
10,909
10,440
10,803
11,330
2,000
2,000
0
680
1,000
0
1
2,509
60,000
1
1
2
25
0
0
0
0
0
0
13,123
14,403
16,150
17,870
19,571
21,235
1,500
2,000
2,000
2,000
2,000
1,000
0
2,510
30,000
1
3
1
28
2
2
2
2
2
4
23,848
23,873
24,182
26,022
27,462
27,531
700
1,000
2,550
2,013
1,108
0
1
2,511
30,000
2
1
2
24
2
2
2
0
0
0
31,202
32,801
30,092
30,148
30,222
28,949
2,415
0
1,045
915
1,063
409
1
2,512
420,000
2
1
1
37
-1
-1
-1
-1
-1
-1
38,386
316
9,894
13,811
12,141
11,820
316
9,894
13,811
12,141
11,820
38,800
1
2,513
340,000
1
1
1
34
-1
-1
-1
-1
2
0
332
332
332
142,202
139,245
116,431
332
332
142,402
6
20,032
3,022
1
2,514
270,000
1
2
1
38
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,515
360,000
2
4
2
36
-2
-2
-1
0
0
0
15,019
1,221
6,909
5,954
4,160
1,726
2,074
7,039
10
1
4
45,197
0
2,516
230,000
2
1
2
25
-1
-1
-1
-1
-1
-1
736
645
855
0
590
0
645
855
0
590
0
299
0
2,517
50,000
2
2
1
33
0
0
0
0
0
0
47,327
48,765
49,149
44,073
40,260
30,222
2,200
1,518
1,414
1,432
1,300
1,102
0
2,518
230,000
2
1
2
28
-2
-2
-2
-2
-2
-2
-5
2,148
2,932
354
200
0
2,153
2,932
354
200
0
0
0
2,519
200,000
2
1
1
38
-2
-2
-2
-2
-2
-2
-3
687
2,740
2,044
1,614
2,066
690
2,753
2,054
1,622
2,076
578
0
2,520
100,000
2
2
2
24
0
0
0
0
0
0
101,887
102,069
100,657
101,565
101,116
101,764
4,902
4,507
3,936
3,982
4,135
3,676
0
2,521
150,000
2
2
1
47
0
0
0
0
0
0
153,404
144,960
148,146
142,279
139,905
142,833
6,900
7,200
5,450
5,265
5,443
5,350
0
2,522
50,000
1
3
2
28
0
0
0
0
0
0
46,709
12,889
50,199
74,405
38,772
39,438
1,690
38,000
1,500
4,000
2,000
1,500
0
2,523
60,000
1
2
2
29
0
0
0
0
0
0
34,081
23,215
30,340
28,368
28,962
26,589
2,000
8,565
969
1,004
1,000
900
0
2,524
70,000
2
2
2
30
0
0
0
2
0
0
10,149
11,454
9,638
8,761
8,572
9,274
2,000
2,000
0
1,000
1,000
4,000
0
2,525
20,000
1
2
2
23
-1
0
-1
0
0
0
5,044
3,700
13,181
12,596
11,699
2,154
1,011
13,181
5
1,033
1,781
305
0
2,526
50,000
2
2
2
25
0
0
0
0
0
0
24,408
25,169
13,368
14,142
14,911
15,660
1,300
1,500
1,000
1,000
1,000
1,000
0
2,527
500,000
2
1
1
33
2
2
-1
-1
-2
-1
1,569
1,379
1,800
0
0
4,012
0
1,800
0
0
4,012
0
0
2,528
390,000
1
3
1
49
1
-2
-2
-2
-2
-2
0
0
0
0
0
5,112
0
0
0
0
5,112
0
0
2,529
90,000
2
1
2
27
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,530
10,000
1
2
2
22
0
0
0
-1
-1
-2
5,748
3,203
2,162
2,150
-440
0
1,189
1,025
3,028
0
1,000
0
0
2,531
30,000
1
2
2
24
-1
-1
-1
0
0
-2
390
390
780
780
0
0
390
780
0
0
0
0
1
2,532
240,000
1
3
1
35
1
-2
-2
-1
-1
-2
-2
-2
-2
968
-2
-2
0
0
970
0
0
0
1
2,533
180,000
2
1
2
29
-1
0
0
0
0
0
36,567
26,613
26,941
27,705
21,955
0
1,682
1,400
1,554
0
0
0
0
2,534
70,000
2
2
2
23
0
0
0
0
0
0
22,658
31,647
24,487
25,125
26,651
26,125
9,397
1,487
1,039
2,073
1,045
1,231
0
2,535
50,000
1
2
2
26
-1
-1
-1
-1
-1
-1
1,530
750
1,140
1,530
750
1,140
750
1,140
1,530
750
1,140
1,530
0
2,536
20,000
1
3
1
46
0
0
0
0
0
0
11,325
12,654
13,659
13,635
13,922
14,689
1,519
1,524
500
507
1,000
500
0
2,537
260,000
2
2
1
36
0
0
0
0
0
0
200,593
206,178
208,601
213,025
214,931
219,001
8,500
7,000
7,508
7,500
7,595
7,000
1
2,538
160,000
1
2
1
26
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,539
250,000
2
1
1
42
0
0
-2
-2
-2
-2
25,298
0
0
0
0
0
0
0
0
0
0
0
0
2,540
20,000
1
1
1
49
-1
-1
-1
-1
-2
-2
1,044
0
5,596
0
0
0
0
5,596
0
0
0
0
0
2,541
210,000
1
3
1
37
-1
-1
-1
-1
-1
-1
2,359
1,519
1,939
1,939
1,939
1,520
1,519
1,939
1,939
1,939
1,520
2,358
0
2,542
100,000
2
1
1
35
2
0
0
2
2
2
47,253
49,489
53,034
53,568
54,563
56,013
3,000
5,000
2,000
2,000
2,500
2,300
1
2,543
100,000
1
1
2
28
0
0
0
0
0
0
72,970
100,360
91,329
76,840
77,455
79,472
30,000
4,094
2,900
2,850
3,300
3,123
0
2,544
230,000
2
2
1
34
-2
-2
-2
-2
-2
-2
2,329
1,894
2,528
1,865
1,496
1,873
1,894
2,532
1,865
1,496
1,873
0
0
2,545
20,000
1
2
2
25
0
0
0
0
0
0
13,896
12,906
13,983
10,983
5,400
0
2,000
2,500
2,000
0
0
0
1
2,546
40,000
1
1
2
24
0
0
0
0
0
0
30,096
30,819
13,816
10,291
7,441
7,435
1,300
2,013
319
415
266
277
1
2,547
100,000
1
3
1
51
-1
-1
-1
0
0
0
54,530
37,295
96,251
36,221
36,424
37,791
55,000
100,044
2,000
2,000
2,000
3,000
0
2,548
20,000
1
3
2
26
0
0
0
0
0
0
16,514
17,547
18,541
19,250
19,805
20,356
1,306
1,300
1,000
1,000
1,258
590
0
2,549
140,000
1
2
2
32
0
0
0
0
0
0
31,367
29,652
30,178
20,989
17,125
14,739
1,614
10,018
2,009
1,003
1,017
1,012
0
2,550
50,000
1
3
2
23
2
2
2
0
0
0
44,470
51,192
48,506
18,524
19,239
19,283
7,800
173
1,000
1,000
1,000
1,000
0
2,551
30,000
2
2
2
26
0
0
-1
0
0
0
17,341
-1,030
29,718
27,417
28,489
28,427
485
31,509
1,500
1,502
1,500
3,000
0
2,552
80,000
1
2
2
28
0
0
0
-2
-2
-2
15,268
5,135
0
0
0
0
1,315
0
0
0
0
0
0
2,553
20,000
2
3
1
31
0
0
0
0
0
0
15,654
16,425
17,265
16,647
12,213
10,998
1,330
1,170
500
420
397
221
1
2,554
210,000
2
1
2
26
0
0
0
0
-1
-1
9,899
6,000
4,100
0
10,790
7,373
1,008
1,000
0
10,790
7,373
0
0
2,555
220,000
2
1
0
33
-1
-1
-1
-1
-1
-1
3,378
1,531
942
608
1,738
277
1,531
942
608
1,738
277
492
0
2,556
150,000
2
1
1
30
0
0
0
0
0
0
40,046
47,317
48,849
35,920
37,433
10,791
7,995
5,849
1,196
2,000
1,000
1,000
0
2,557
200,000
1
1
2
28
-1
-1
-1
-1
-1
-1
508
10,680
1,190
527
4,524
5,522
10,712
1,194
527
4,537
5,538
3,883
0
2,558
200,000
2
1
2
28
2
2
2
2
0
0
68,398
73,564
73,548
44,234
42,599
46,192
6,900
1,966
12
1,604
5,164
1,104
1
2,559
50,000
1
2
2
39
0
0
0
0
0
0
26,813
22,999
17,485
10,588
8,368
940
1,708
1,454
289
1,508
1,042
0
0
2,560
80,000
2
1
2
28
0
0
0
0
2
2
9,782
11,620
14,415
16,177
16,582
16,178
2,001
3,000
2,000
800
0
600
0
2,561
310,000
2
1
2
32
-2
-2
-2
-2
-2
-2
20,138
8,267
65,993
8,543
1,695
750
8,267
66,008
8,543
1,695
750
7,350
1
2,562
210,000
1
1
2
29
0
0
0
0
2
0
140,619
144,410
148,555
156,733
153,230
155,159
7,000
9,000
11,550
0
5,389
5,338
0
2,563
140,000
1
1
1
40
2
0
0
2
2
2
136,785
137,175
140,773
133,147
140,350
136,475
5,051
12,602
0
12,000
0
5,000
1
2,564
20,000
2
2
1
32
0
0
0
0
0
0
15,498
16,409
17,291
17,588
18,034
18,658
1,600
1,600
1,000
1,000
1,500
700
0
2,565
10,000
2
1
2
23
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,566
250,000
2
1
2
30
0
-1
2
0
0
-1
5,607
9,416
3,421
11,521
20,424
7,467
10,000
0
10,000
10,000
17,771
322
0
2,567
280,000
1
1
2
31
1
-1
-1
0
0
-2
0
3,495
2,783
2,001
-339
-1,180
3,495
2,783
0
0
0
0
0
2,568
210,000
1
2
1
48
-1
-1
-1
0
-1
-1
8,666
8,666
17,307
8,666
8,666
17,303
8,666
17,307
173
8,666
17,303
173
0
2,569
10,000
1
2
2
54
0
0
2
2
0
0
5,186
8,225
8,244
7,963
8,134
9,995
3,300
300
0
299
2,000
0
0
2,570
60,000
2
3
1
59
0
0
0
0
-1
0
59,174
60,922
61,800
0
51,301
52,327
3,298
3,000
0
51,301
2,029
2,083
0
2,571
180,000
2
1
2
38
0
0
-2
-2
-2
-2
184,650
0
0
0
0
0
0
0
0
0
0
0
0
2,572
10,000
2
1
2
31
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,573
200,000
2
1
1
41
-2
-1
2
0
-1
-1
0
5,932
5,674
1,484
4,680
0
5,932
0
0
4,680
0
0
0
2,574
120,000
2
1
2
29
-1
-1
-1
-2
-1
-1
1,171
644
-155
-155
745
542
1,000
0
0
2,530
542
922
0
2,575
160,000
2
2
1
28
0
0
0
0
0
0
54,232
55,456
56,625
57,757
59,424
60,631
2,100
2,100
2,500
3,000
2,200
2,200
0
2,576
180,000
1
1
1
48
0
0
0
0
0
0
167,140
160,707
162,477
166,861
171,083
169,365
8,000
6,000
7,000
7,000
7,000
7,000
0
2,577
60,000
2
3
1
42
0
0
0
0
0
0
58,186
58,364
59,108
38,827
39,670
37,503
2,382
2,373
1,324
1,402
1,460
1,045
0
2,578
80,000
1
2
1
27
0
0
0
0
0
0
73,000
71,338
47,202
38,133
39,096
40,510
5,000
2,000
1,500
1,500
2,000
2,000
0
2,579
200,000
1
1
2
27
-1
0
-1
-1
-1
-1
9,747
17,230
198
875
1,977
2,052
10,051
198
877
1,982
2,058
2,939
0
2,580
20,000
2
3
2
22
1
2
0
0
2
2
18,590
17,838
18,680
19,788
22,265
21,629
0
1,307
1,580
3,100
0
1,000
1
2,581
360,000
2
2
2
31
0
0
-2
-2
-2
-2
17,582
0
0
0
0
0
0
0
0
0
0
0
0
2,582
140,000
2
1
2
43
1
2
0
0
0
0
147,560
142,435
142,096
136,836
139,417
141,889
3
5,000
5,000
5,100
10,200
5,000
0
2,583
110,000
2
3
1
46
0
0
2
2
0
0
94,025
101,460
102,724
100,188
102,110
107,014
8,942
3,800
0
3,685
6,580
4,703
1
2,584
360,000
2
1
1
33
1
-2
-2
-1
0
0
-200
-200
0
13,467
17,800
0
0
200
13,467
5,300
0
0
0
2,585
30,000
2
1
2
22
-1
-1
-1
0
0
-2
3,963
6,222
2,936
588
0
0
6,222
2,936
0
0
0
0
0
2,586
100,000
1
2
2
25
0
0
0
0
-2
-2
76,222
79,564
49,000
-1,000
0
0
4,700
1,500
0
31,000
0
0
0
2,587
60,000
1
3
2
34
0
0
0
0
0
0
35,187
36,236
37,220
37,963
38,875
39,184
1,616
1,600
1,336
1,500
1,448
1,157
1
2,588
130,000
2
1
2
32
1
-2
-1
-1
-2
-1
0
0
3,726
0
0
1,300
0
3,726
0
0
1,300
5,400
0
2,589
240,000
2
2
2
34
-1
-1
-1
-1
-1
0
5,516
4,950
5,232
6,464
3,820
11,870
4,950
5,232
6,464
3,820
10,000
2,000
0
2,590
210,000
2
2
1
35
2
2
2
0
0
2
61,189
62,721
61,115
62,334
66,196
64,979
3,100
0
2,235
4,870
0
2,563
1
2,591
360,000
1
1
2
25
-1
-1
-1
0
0
-1
586
14,074
5,672
5,084
3,317
1,646
14,076
5,672
0
0
1,646
3,875
0
2,592
30,000
2
2
2
22
1
2
2
0
0
-2
22,167
22,474
18,180
15,900
0
0
1,000
150
0
0
0
0
0
2,593
480,000
1
1
1
49
1
-1
-1
-1
-1
0
-220
38,929
339,176
33,146
37,337
33,777
39,149
344,261
33,312
37,511
31,383
10,633
0
2,594
90,000
2
6
2
49
-1
-1
-2
-2
-2
-2
1,722
0
0
0
0
0
0
0
0
0
0
11,135
0
2,595
50,000
2
1
1
42
0
0
0
0
0
0
4,908
7,479
11,902
13,871
19,466
8,128
3,000
5,000
5,000
7,000
3,000
2,000
0
2,596
20,000
1
3
2
41
0
0
0
0
0
0
9,186
9,459
10,102
10,452
10,907
10,400
1,200
1,200
500
1,000
600
0
0
2,597
160,000
2
2
2
27
-2
-2
-1
-1
-1
0
490
-85
5,215
4,115
3,921
3,421
3,085
5,300
1,000
22,200
2,000
149,763
0
2,598
90,000
2
2
2
24
0
0
0
0
0
0
14,520
14,747
4,753
5,152
4,664
4,833
1,240
1,220
1,000
500
800
1,680
0
2,599
300,000
2
5
1
34
-2
-2
-2
-2
-2
-2
9,474
0
0
0
0
0
0
0
0
0
0
0
0
2,600
500,000
1
1
1
43
-1
-1
-1
-1
-1
-1
640
600
1,490
1,822
1,740
0
600
1,490
1,822
1,740
0
1,486
0