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
501
30,000
2
2
1
38
0
0
0
0
2
2
20,344
21,705
22,537
24,161
25,128
24,576
2,000
1,500
2,000
1,500
0
1,200
0
502
90,000
2
2
1
35
1
2
2
2
2
2
23,132
22,474
28,067
27,320
31,199
30,548
0
6,000
0
4,500
0
2,000
0
503
230,000
2
6
2
46
0
0
0
0
0
0
221,590
227,397
230,302
186,635
189,896
193,351
10,000
9,000
8,000
8,000
7,500
7,000
0
504
130,000
2
1
1
33
0
0
0
0
0
0
19,161
20,544
22,704
22,304
22,304
0
2,000
3,000
0
0
0
0
1
505
30,000
1
6
1
53
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
506
160,000
1
1
2
35
-1
-1
-1
-1
-1
-1
396
396
396
0
792
1,220
396
396
0
793
1,220
0
0
507
500,000
2
2
2
43
-1
-1
-1
0
0
-1
3,959
0
285,138
249,445
222,831
200
0
285,138
4,989
100
200
528,666
0
508
180,000
2
2
2
28
0
0
0
0
0
2
42,238
38,741
36,696
35,813
37,893
34,661
2,500
2,000
1,128
2,500
0
2,000
0
509
80,000
2
2
1
30
0
0
0
0
0
2
21,507
13,207
13,997
10,914
10,685
5,515
1,700
1,400
200
1,000
0
500
0
510
120,000
1
1
2
26
-1
-1
-2
-1
-1
-2
884
0
0
10,446
0
0
0
0
10,446
0
0
0
0
511
130,000
1
2
1
31
-1
-1
-1
-1
-1
2
1,261
1,261
1,261
1,411
930
390
1,261
1,261
1,411
930
0
780
0
512
120,000
2
2
2
35
-1
-1
-1
-1
-1
-1
240
240
240
240
240
240
240
240
240
240
240
240
1
513
360,000
1
1
2
28
-1
-1
-1
-1
-1
-1
20,223
52,962
3,978
1,743
2,828
50,537
53,228
3,997
1,750
2,853
51,041
3,219
0
514
50,000
1
2
2
23
2
2
2
2
2
2
29,509
30,741
31,438
31,924
32,566
33,081
2,000
1,500
1,300
1,300
1,200
1,500
1
515
20,000
2
2
2
23
0
0
2
0
0
0
18,355
20,259
19,534
16,467
15,746
13,246
2,900
10
577
430
1,017
4
0
516
100,000
1
3
1
56
0
0
-1
0
0
0
94,265
53,376
85,787
78,762
79,529
80,335
2,385
88,678
2,169
2,634
3,132
732
0
517
70,000
1
3
1
32
0
0
0
0
0
0
68,739
67,629
69,188
68,392
69,884
71,284
3,060
3,300
2,610
2,750
2,750
5,500
0
518
50,000
1
2
1
47
0
0
0
0
0
0
13,917
16,695
21,320
18,614
19,003
19,439
3,000
5,000
2,000
618
679
500
0
519
10,000
2
2
2
22
1
2
0
0
0
0
10,250
8,558
10,525
10,050
9,903
9,984
0
2,126
390
328
476
1,287
0
520
290,000
2
1
1
34
0
0
0
0
0
0
93,844
97,708
103,066
104,864
110,151
115,297
6,000
7,000
5,000
7,000
7,000
7,000
0
521
30,000
2
1
1
31
0
0
0
0
0
0
16,496
17,522
18,531
18,744
19,291
19,818
1,597
1,606
819
1,000
1,000
1,623
0
522
410,000
2
2
2
27
1
-1
0
0
0
0
-58
32,991
36,465
44,310
62,408
61,420
33,049
16,000
8,700
18,775
15,000
5,350
0
523
360,000
1
1
2
28
-1
-1
-1
0
0
-1
1,210
820
64,644
125,984
106,584
125,557
390
75,720
62,520
17,000
132,200
167,000
1
524
140,000
2
2
1
42
0
0
0
0
0
0
111,496
112,133
69,529
70,804
70,781
66,735
6,022
3,021
5,012
5,112
3,000
5,000
1
525
210,000
2
1
2
32
0
0
0
0
0
0
67,374
69,489
70,937
71,761
73,505
74,827
3,200
3,200
2,600
2,900
2,700
3,000
0
526
220,000
2
2
2
27
-1
-1
-1
-1
-1
-1
1,692
13,250
433
1,831
0
2,891
13,250
433
1,831
0
2,891
153,504
0
527
20,000
1
2
2
27
1
2
0
0
0
2
18,649
18,066
19,040
19,446
20,759
20,241
0
1,594
1,000
1,606
0
300
0
528
620,000
2
2
1
45
2
2
0
0
0
0
160,837
156,839
160,440
163,781
167,159
170,894
0
6,200
6,000
6,000
6,500
6,000
1
529
360,000
1
1
2
26
1
-2
-2
-2
-1
-1
-8
-8
-8
-8
1,677
2,600
0
0
0
1,685
2,613
0
0
530
20,000
2
2
2
21
-1
-1
2
2
-1
-1
18,763
14,410
13,771
362
5,308
0
14,410
0
28
22,073
0
0
0
531
50,000
1
2
2
23
0
0
0
0
0
0
34,549
18,552
19,334
18,165
19,322
19,575
2,836
1,200
13,000
1,500
9,000
1,000
0
532
50,000
1
2
3
30
0
0
0
0
0
0
97,538
49,187
17,518
17,710
18,079
18,302
2,454
1,588
780
803
673
637
0
533
10,000
1
2
2
46
0
0
2
2
2
0
4,073
6,394
6,143
6,908
6,652
6,785
2,400
0
871
0
244
251
1
534
100,000
2
3
1
50
2
0
0
3
3
2
53,849
55,030
61,574
62,470
61,198
62,524
2,050
7,500
2,500
0
2,500
2,500
1
535
50,000
1
1
2
26
-2
-2
-2
-2
-2
-2
2,411
3,059
2,333
1,800
1,620
0
3,068
2,440
1,807
2,204
0
0
0
536
60,000
1
2
2
25
-1
-1
0
-1
-1
0
480
1,675
3,630
578
4,825
6,200
1,675
2,500
578
4,825
2,000
2,435
0
537
440,000
2
1
2
35
0
0
0
0
0
0
330,759
337,794
274,075
252,584
216,547
179,221
13,100
11,000
10,000
9,000
7,100
5,500
0
538
120,000
1
2
1
44
0
0
0
0
0
0
92,007
87,939
82,094
59,105
53,442
46,775
5,417
2,847
2,066
1,919
2,200
0
0
539
50,000
2
1
2
52
0
0
0
-2
-1
-1
3,257
4,166
0
0
318
0
1,000
0
0
318
0
0
0
540
110,000
2
2
1
40
1
2
2
2
2
2
92,638
90,905
95,768
97,004
99,005
101,213
600
7,300
3,700
3,700
4,000
3,800
0
541
200,000
2
1
2
38
-1
-1
-2
-2
-1
-1
399
0
0
0
218
270
0
0
0
218
270
317
0
542
150,000
2
1
2
28
1
-2
-2
-2
-2
-1
0
0
0
0
0
318
0
0
0
0
318
0
0
543
30,000
2
2
1
36
2
3
2
2
0
0
28,778
28,039
28,286
27,533
28,189
28,805
0
1,000
0
1,100
1,100
1,500
1
544
100,000
2
1
2
24
0
0
0
0
-1
-1
30,092
30,486
30,178
29,735
14,718
29,427
1,553
5,000
87
14,761
29,514
330
0
545
360,000
2
1
1
34
-1
0
0
-1
0
-1
12,339
10,138
23,912
9,785
166
2,142
10,000
13,912
9,785
0
2,142
4,230
0
546
390,000
2
1
2
31
0
0
0
0
0
0
50,620
43,220
44,237
46,495
47,751
51,941
5,000
3,000
3,000
2,000
5,000
5,000
0
547
220,000
2
1
1
41
1
-2
-2
-2
-2
-2
-65
-65
-65
-65
-65
-200
0
0
0
0
0
0
1
548
160,000
2
2
2
25
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
549
230,000
2
1
2
28
-1
-1
0
0
0
0
2,403
7,357
9,752
12,608
10,797
20,539
7,357
2,566
3,000
1,000
10,000
2,000
0
550
120,000
1
1
2
27
0
0
0
0
0
0
52,437
50,473
45,087
35,424
31,760
31,214
5,024
5,000
5,000
4,000
5,000
3,500
0
551
100,000
1
3
1
52
0
0
2
2
2
0
4,657
6,068
6,418
6,781
6,144
7,638
1,500
1,000
1,000
0
2,000
2,000
1
552
190,000
2
1
2
41
-1
-1
-1
-1
-1
-1
28,204
0
16,500
0
26,854
554
0
16,500
0
26,854
500
0
1
553
50,000
1
1
1
56
0
0
0
0
0
0
50,715
51,073
28,185
28,842
30,399
29,977
2,500
1,500
1,100
2,000
1,500
1,017
1
554
240,000
2
1
1
42
1
-1
-1
-2
-2
-2
0
6,370
0
0
0
0
6,370
0
0
0
0
0
0
555
40,000
2
2
2
24
-2
-2
-2
-2
-2
-2
35,285
36,714
37,356
38,184
38,724
37,255
2,000
1,600
1,401
1,607
1,800
1,751
0
556
630,000
2
2
1
47
0
0
0
-1
-1
-2
37,850
68,187
1,207
2,632
8,654
0
38,187
1,207
2,632
8,654
0
4,981
0
557
160,000
2
1
1
33
-2
-2
-2
-2
-2
-2
5,233
5,393
1,824
350
150
199
5,401
1,829
350
150
199
1,145
0
558
110,000
2
2
2
32
0
0
2
2
2
2
65,299
74,565
78,516
79,829
81,603
83,206
11,000
5,800
3,200
3,200
3,100
3,000
0
559
20,000
1
2
2
29
0
0
0
-2
-2
-2
17,208
18,419
0
0
0
0
2,055
0
0
0
0
0
0
560
210,000
2
3
1
53
0
0
0
0
0
0
57,192
58,472
59,658
60,466
61,593
65,163
2,800
2,753
2,400
2,255
4,767
0
0
561
270,000
1
1
2
34
-1
-1
0
-1
-1
-1
5,780
12,006
15,736
6,621
2,457
14,923
12,006
5,736
6,621
2,457
14,923
1,712
0
562
360,000
2
2
2
52
-2
-2
-2
-2
-2
-2
640
2,113
-6
999
944
-3
2,231
0
1,005
948
0
789
0
563
60,000
2
2
1
42
-1
-1
-1
-1
-1
-1
631
2,790
1,758
416
416
3,640
2,790
1,758
416
416
3,640
730
0
564
360,000
1
2
2
38
-1
0
0
0
0
0
108,351
111,201
63,146
63,723
65,108
66,078
8,005
8,004
5,000
5,000
5,000
105,700
0
565
390,000
2
1
2
45
2
2
2
-1
2
2
834
155
-1,690
4,240
3,346
2,698
1
1,693
6,940
7
1,230
3
0
566
250,000
2
3
2
35
-2
-2
-2
-2
-2
-2
7,244
8,472
1,738
6,706
2,391
11,082
8,514
1,751
6,739
2,403
11,137
13,407
0
567
90,000
2
1
2
24
0
0
0
0
0
0
13,141
14,526
15,482
18,219
22,737
23,387
1,600
1,500
3,000
5,000
1,020
764
1
568
360,000
1
1
2
28
-1
-1
-1
-1
-1
-1
7,071
401
3,545
10,540
10,132
6,220
1,510
3,575
10,573
10,155
6,240
16,071
0
569
50,000
1
3
2
26
0
0
0
0
0
0
35,429
30,626
30,241
20,284
19,166
19,567
1,537
1,947
800
1,000
718
683
0
570
270,000
2
1
1
40
0
0
0
-2
-2
-2
18,751
5,706
0
0
0
0
1,000
0
0
0
0
0
0
571
200,000
2
1
2
29
1
-1
-1
-1
-1
-1
55,788
8,360
4,897
5,065
19,468
0
8,394
4,927
5,089
19,561
0
125
0
572
50,000
2
2
2
23
0
0
0
0
0
0
49,809
50,364
38,429
18,815
18,305
19,013
2,040
2,766
1,690
1,000
1,000
1,000
0
573
350,000
1
1
2
33
-1
-1
-1
-2
-2
-1
10,900
10,478
-22
-22
-22
4,532
10,530
0
0
0
4,554
0
0
574
160,000
2
2
2
60
-2
-1
-1
0
-1
-1
3,128
5,156
1,089
489
3,177
1,009
5,156
1,089
0
3,177
1,009
0
1
575
80,000
2
3
1
49
-1
-1
-1
-1
-1
-1
3,367
4,641
2,290
1,459
6,764
7,601
4,641
2,290
1,459
6,764
7,601
7,990
0
576
290,000
1
1
1
53
2
0
0
0
0
0
279,610
282,024
282,508
284,660
255,892
238,266
13,000
10,200
10,265
8,803
8,300
8,546
1
577
270,000
2
1
2
28
-1
-1
-1
0
0
0
475
475
5,691
37,526
50,565
48,888
475
5,691
34,000
14,000
8,000
15,000
0
578
80,000
1
1
2
31
-1
-1
-1
-1
2
-1
5,994
32,223
8,308
4,082
538
4,085
13,647
8,314
4,082
0
4,085
0
0
579
50,000
1
2
2
36
0
0
0
0
0
0
5,197
6,015
6,615
7,131
6,987
6,980
1,300
1,100
1,000
500
500
1,000
0
580
30,000
1
2
1
35
-2
-1
-1
-1
-1
-2
7,797
2,687
8,762
3,377
2,000
0
2,687
8,765
3,390
2,040
0
0
0
581
30,000
1
2
2
28
1
-1
-1
-2
-2
-2
0
780
0
0
0
0
780
0
0
0
0
0
1
582
90,000
1
2
2
33
-1
0
0
0
0
0
35,785
29,155
27,485
29,266
35,598
38,449
15,155
5,485
5,263
8,598
5,449
6,537
0
583
160,000
1
1
2
26
-1
-1
-1
-1
-1
-1
1,433
3,746
30,258
1,036
21,572
9,528
3,757
30,348
1,044
21,636
9,556
6,066
0
584
80,000
2
3
2
53
0
0
0
0
0
0
77,766
77,954
78,512
60,452
61,556
54,022
4,000
2,374
2,007
2,500
3,000
2,000
0
585
50,000
1
2
2
42
0
0
0
0
0
0
50,300
50,898
49,111
48,943
45,775
0
2,200
1,600
1,700
1,700
0
0
0
586
20,000
2
1
2
25
0
0
0
0
0
2
14,603
15,661
16,394
16,723
18,056
17,618
1,600
1,300
600
1,600
0
800
0
587
220,000
1
1
1
43
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
588
210,000
1
3
2
25
-1
-1
2
-1
-1
-1
8,817
23,634
21,776
9,631
1,561
1,990
23,776
0
9,631
1,561
1,990
7,967
1
589
130,000
2
2
2
29
0
0
0
0
0
0
131,575
130,931
132,969
45,584
46,516
47,455
6,700
6,000
1,291
1,319
1,336
1,365
0
590
260,000
2
2
1
31
-1
-1
0
0
-1
-1
5,841
23,194
62,361
67,057
17,024
18,659
23,194
50,000
11,500
17,024
18,659
38,923
0
591
230,000
2
1
1
30
0
0
0
-1
0
0
30,341
25,981
24,092
65,840
56,538
51,522
5,000
5,000
65,840
2,000
2,000
10,000
0
592
160,000
1
1
2
34
0
0
0
0
0
0
83,255
83,912
85,161
85,715
86,773
87,526
4,000
3,924
3,200
3,300
3,425
3,013
0
593
50,000
1
1
1
35
0
0
0
0
0
0
34,976
6,018
13,930
7,106
6,020
9,011
1,127
1,074
215
249
4,383
172
0
594
80,000
1
2
1
32
0
0
0
0
0
0
48,747
45,955
44,989
41,358
42,379
38,052
2,145
1,844
2,009
5,017
2,000
5,002
0
595
110,000
1
3
2
46
0
0
0
0
0
0
56,700
57,875
59,044
59,756
61,004
62,213
2,681
2,724
2,287
2,362
2,374
2,454
0
596
200,000
1
1
1
43
0
0
0
0
0
0
144,678
140,804
136,437
135,253
134,629
134,309
5,090
5,014
5,009
4,844
5,002
4,902
0
597
360,000
1
2
2
29
0
0
0
0
0
0
268,112
263,368
259,969
255,832
245,462
250,244
9,429
8,738
7,017
7,154
7,073
7,300
0
598
210,000
2
3
2
31
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
599
80,000
2
2
2
24
2
0
0
0
0
0
79,243
75,254
58,683
58,886
60,035
57,264
3,249
3,000
5,000
2,500
2,300
2,200
0
600
300,000
2
2
1
36
-1
-1
2
0
-1
-1
-475
5,191
4,606
2,303
2,768
65,373
10,000
0
0
2,768
65,373
10,780
1