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
2,601
130,000
2
3
2
36
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,602
250,000
1
3
1
62
0
0
0
0
0
0
38,924
38,468
35,930
40,106
38,214
28,494
5,000
5,000
5,000
3,000
2,000
10,000
0
2,603
10,000
1
3
2
25
2
0
0
0
0
-2
4,693
5,371
6,327
6,055
0
0
1,300
1,600
400
0
0
0
1
2,604
340,000
1
1
2
30
0
0
-1
-1
-1
0
1,933
2,855
872
981
22,936
8,097
1,000
872
981
22,936
5,000
5,939
0
2,605
60,000
1
3
2
24
-1
0
0
0
0
0
15,527
16,882
18,190
27,465
27,643
27,816
2,000
2,000
10,000
991
1,010
989
0
2,606
50,000
1
2
1
47
0
0
0
0
0
0
48,308
48,019
48,647
26,894
10,875
15,878
2,200
2,068
3,048
418
12,004
5,001
0
2,607
170,000
1
2
2
34
-1
-1
2
0
-1
-1
7,885
7,190
6,854
3,142
5,000
0
2,336
0
0
5,000
0
0
0
2,608
490,000
1
3
1
51
-1
-1
-1
-1
-1
-1
389
376
467
78
399
10
377
481
1
711
1
1
1
2,609
20,000
2
2
1
26
0
0
0
0
2
0
17,679
16,720
17,705
19,228
18,804
19,316
1,300
1,277
1,800
0
1,000
1,000
1
2,610
550,000
1
2
1
47
0
0
0
0
0
-2
68,328
76,797
55,200
30,000
0
0
10,000
20,000
5,000
0
0
0
0
2,611
340,000
2
2
2
39
0
0
0
0
0
0
66,623
61,474
57,160
58,794
61,231
62,516
2,500
2,500
2,500
3,300
2,200
3,000
0
2,612
10,000
1
2
2
32
0
0
0
0
0
0
9,576
9,028
9,644
9,790
9,990
0
1,384
1,000
196
200
0
0
0
2,613
230,000
2
2
2
25
-2
-2
-2
-2
-2
-2
0
0
13,499
9,078
11,009
6,172
0
13,499
9,117
11,009
6,172
869
0
2,614
30,000
1
2
1
39
1
2
0
0
0
0
29,388
27,850
28,525
29,091
28,923
29,553
0
1,452
1,018
1,038
1,100
964
0
2,615
200,000
2
2
2
42
-1
-1
0
0
-2
-1
73,032
12,928
88,930
30,000
67,861
18,929
12,928
79,365
30,000
37,861
18,929
15,004
0
2,616
450,000
2
1
1
37
0
0
-1
-1
-1
-1
13,371
13,480
5,747
3,339
9,458
7,231
4,000
5,747
3,339
18,916
7,231
4,972
0
2,617
380,000
1
3
1
44
0
0
0
0
0
0
329,877
309,781
295,550
277,650
264,217
238,368
12,055
9,837
9,154
9,042
8,515
7,745
1
2,618
50,000
2
2
1
31
2
0
0
0
0
0
29,767
30,206
27,905
17,174
17,533
17,240
1,615
1,670
605
626
654
567
1
2,619
80,000
2
1
2
27
0
0
0
0
0
0
23,107
24,674
25,351
25,981
26,464
23,714
5,034
10,000
1,000
1,000
1,000
1,000
0
2,620
150,000
2
2
1
42
1
-2
-2
-1
-1
-1
0
0
0
11,068
0
189
0
0
11,068
0
189
3,307
1
2,621
50,000
2
2
2
44
0
0
0
0
-1
-1
49,006
49,139
47,608
3,990
390
0
2,000
1,000
3,600
390
0
4,870
0
2,622
210,000
2
1
2
39
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,623
100,000
2
2
2
24
0
0
0
0
0
2
59,712
61,743
63,714
65,056
73,062
71,738
3,000
3,000
2,400
9,100
0
4,000
0
2,624
100,000
1
2
2
38
0
0
0
0
0
-1
25,994
27,173
44,285
45,433
3,952
3,723
1,994
19,462
3,000
302
3,723
15,462
0
2,625
500,000
1
1
1
45
0
0
0
0
0
0
3,136
2,345
8,471
7,234
5,828
1,906
2,002
7,505
145
33
1,150
300
0
2,626
30,000
2
3
1
58
0
0
0
0
0
0
9,819
10,873
9,646
9,995
10,371
5,139
1,230
1,100
419
600
500
500
0
2,627
50,000
1
2
2
46
0
-1
0
0
0
0
53,541
29,308
20,274
19,945
20,472
21,000
31,483
1,408
3,000
1,000
869
5,000
0
2,628
50,000
2
2
2
23
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,629
420,000
2
2
1
36
-1
-1
-1
-1
-1
-1
3,663
4,338
3,400
2,535
3,216
4,652
4,338
3,400
2,535
3,216
2,652
2,500
0
2,630
30,000
2
2
1
32
2
2
0
0
0
-1
28,156
27,422
28,335
20,946
15,525
7,422
0
1,542
1,024
1,000
7,422
281
1
2,631
240,000
1
1
2
32
0
0
0
0
0
0
240,790
224,497
213,580
191,771
166,239
146,584
6,892
7,866
5,602
6,118
6,023
27,064
0
2,632
80,000
2
3
1
55
0
0
0
0
0
0
69,116
64,325
59,653
55,159
56,277
57,347
2,500
2,000
2,000
2,000
2,000
2,000
0
2,633
330,000
1
1
2
45
0
0
0
0
0
0
265,362
246,735
248,541
231,534
230,309
235,992
7,500
8,001
7,000
7,000
8,000
8,000
1
2,634
50,000
1
2
1
30
1
2
2
0
0
0
49,371
50,092
49,029
25,313
26,006
27,217
1,800
240
1,000
1,100
1,800
1,500
1
2,635
200,000
2
1
1
42
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
665
1
2,636
210,000
2
1
1
34
1
-2
-1
-1
2
-1
-300
-716
416
1,132
566
416
0
1,548
1,132
0
416
416
0
2,637
130,000
1
2
2
31
1
2
2
2
0
0
70,722
69,040
70,912
63,626
59,200
38,263
0
4,130
43
2,000
1,368
1,418
0
2,638
390,000
1
1
2
28
-1
0
0
0
0
0
10,439
25,143
35,165
44,543
45,631
45,793
15,007
10,529
10,000
1,773
2,000
1,592
0
2,639
100,000
1
3
1
40
0
0
-1
-1
-2
-2
12,878
7,702
2,377
0
0
0
2,000
2,377
40,000
0
0
0
0
2,640
140,000
2
1
1
33
0
0
0
0
0
0
85,314
87,042
90,165
91,318
94,847
35,773
4,000
5,000
2,000
4,000
5,000
6,000
0
2,641
80,000
2
3
1
35
2
2
2
2
2
0
70,002
71,389
73,788
74,463
72,834
74,190
3,100
4,204
2,790
0
3,043
2,625
1
2,642
50,000
2
3
1
42
1
3
4
3
2
0
44,498
46,740
45,718
44,696
43,848
44,718
3,240
0
0
0
1,600
1,845
1
2,643
50,000
1
2
2
25
0
0
0
0
0
3
21,316
23,038
24,720
26,370
29,332
28,574
2,375
2,375
2,375
3,547
0
0
0
2,644
360,000
1
1
1
39
1
-2
-2
-2
-1
-1
0
0
0
0
691
7,020
0
0
0
691
7,020
0
0
2,645
170,000
2
2
1
49
1
2
0
0
0
0
153,322
149,027
150,920
145,689
33,588
0
0
6,320
5,045
1,000
0
0
1
2,646
50,000
1
2
2
41
0
0
0
0
0
0
48,152
45,974
44,792
18,649
16,260
18,745
2,043
3,000
14,000
545
5,000
308
0
2,647
310,000
2
1
2
25
2
0
0
0
0
0
266,270
273,719
235,796
188,031
170,898
68,369
11,677
8,406
6,000
5,074
3,000
3,000
1
2,648
210,000
1
1
2
31
-1
-1
-1
-1
-1
-1
326
326
326
326
326
326
326
326
326
326
326
133
1
2,649
140,000
1
2
1
37
0
0
0
0
0
0
90,186
74,504
72,358
48,081
45,543
26,788
2,805
2,877
1,360
1,400
1,026
1,200
0
2,650
150,000
2
1
2
37
0
0
0
0
0
0
127,111
106,956
106,129
106,531
107,062
109,938
3,878
3,794
3,783
3,892
4,662
3,500
0
2,651
170,000
1
1
1
40
-1
-1
-1
-1
-1
0
2,000
2,210
3,000
2,000
5,000
3,000
2,210
3,000
2,000
5,000
0
4,000
1
2,652
260,000
2
1
2
25
-1
2
-1
0
0
0
148
75
12,117
9,620
8,690
11,744
7
12,117
2
0
3,054
6,972
1
2,653
170,000
2
1
2
26
0
0
0
0
2
0
99,387
102,141
103,972
108,405
102,303
99,767
5,250
5,100
7,500
0
3,900
3,600
0
2,654
310,000
2
1
2
35
1
-2
-1
0
0
0
0
0
4,488
4,696
84,522
86,206
0
4,488
264
80,000
2,950
3,055
0
2,655
50,000
2
3
2
23
0
0
0
0
0
2
34,364
34,212
33,886
32,929
34,549
33,458
1,861
2,004
1,324
3,768
1
1,141
0
2,656
260,000
2
1
1
35
2
2
-2
-1
0
0
1,013
0
0
6,895
3,718
0
0
0
6,895
0
0
0
1
2,657
100,000
1
1
2
27
0
0
2
2
2
2
36,014
39,321
39,145
39,494
39,896
28,256
4,200
900
1,400
900
6,440
500
1
2,658
40,000
2
2
1
25
0
0
0
0
2
2
40,633
40,311
39,380
41,389
40,628
41,389
4,300
2,000
2,938
0
3,700
0
0
2,659
180,000
2
1
1
46
1
2
2
2
2
2
82,505
86,302
84,020
97,554
95,878
112,141
6,000
0
15,000
0
18,000
0
0
2,660
50,000
1
3
1
41
2
2
2
0
0
0
26,184
29,261
28,444
28,878
27,655
24,480
3,500
0
1,100
1,100
2,000
1,000
0
2,661
200,000
1
1
2
29
-1
-1
-1
0
-1
-1
4,810
0
726
726
495
1,402
0
726
0
495
1,562
1,420
1
2,662
320,000
2
2
1
53
0
0
0
0
0
0
33,589
34,608
38,544
44,486
52,319
51,764
3,000
6,000
8,000
10,000
1,900
2,000
0
2,663
220,000
2
1
2
45
-1
-1
-1
-1
-1
-1
4,624
2,874
1,210
632
15,243
5,471
2,888
1,216
640
15,251
5,472
4,045
0
2,664
180,000
1
2
1
46
0
0
0
0
0
0
60,005
41,223
49,108
50,016
45,956
52,926
3,000
10,000
3,000
5,000
15,000
0
0
2,665
50,000
2
2
2
36
0
0
0
0
0
2
94,228
47,635
42,361
19,574
20,295
19,439
2,000
1,500
1,000
1,800
0
1,000
1
2,666
50,000
2
2
2
22
0
0
0
0
0
-1
29,637
30,805
30,336
13,378
-1,022
29,857
1,826
1,200
268
0
31,448
792
0
2,667
150,000
2
1
2
32
0
0
0
0
0
0
83,275
84,220
77,956
77,682
52,300
56,223
3,006
3,000
2,000
222
11,170
5,000
0
2,668
120,000
2
1
1
38
-1
-1
2
-1
-1
-1
6,856
17,329
2,047
8,568
8,814
17,180
19,600
0
14,150
9,000
17,000
0
0
2,669
30,000
1
2
2
34
0
0
0
0
0
0
29,302
30,052
29,349
29,476
30,014
29,785
1,530
1,416
1,142
1,102
1,106
3,450
0
2,670
10,000
1
5
1
43
-1
0
0
0
-2
-2
17,560
9,829
3,604
0
0
0
2,537
1,000
0
0
0
0
1
2,671
380,000
1
1
2
34
-2
-2
-2
-2
-2
-2
34,869
6,305
5,736
900
16,915
936
6,336
5,766
904
16,915
940
0
0
2,672
320,000
2
1
1
38
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,673
30,000
2
2
2
41
0
-1
-1
0
-1
2
1,448
1,261
630
240
690
150
1,261
630
0
840
0
780
0
2,674
470,000
1
2
2
29
0
0
0
0
0
0
72,830
49,502
47,771
52,979
119,678
94,721
4,003
4,003
8,003
70,003
5,030
6,003
0
2,675
80,000
2
3
1
40
0
0
0
0
0
0
75,768
78,069
79,196
25,722
26,261
26,784
3,500
2,934
897
929
935
984
0
2,676
20,000
1
2
1
60
-1
-1
2
0
0
0
8,570
10,651
9,944
10,142
9,591
10,400
2,620
0
500
380
1,000
0
0
2,677
120,000
1
1
1
51
0
0
2
0
0
0
125,702
130,461
131,281
128,594
117,561
116,732
8,300
4,500
4,260
4,595
4,311
4,280
0
2,678
150,000
2
1
2
37
1
-2
-1
0
0
0
0
0
584
596
596
0
0
584
12
0
0
0
0
2,679
200,000
2
2
2
43
0
0
0
0
0
0
180,680
184,436
188,181
190,775
196,449
192,085
8,155
8,302
7,225
10,153
6,987
5,262
0
2,680
20,000
1
2
2
40
0
0
0
0
0
-2
45,429
47,961
49,562
4,410
0
0
2,819
2,420
88
0
0
0
0
2,681
170,000
2
3
1
36
0
0
0
0
0
0
85,780
80,568
79,823
79,335
79,506
80,252
2,906
3,002
3,000
3,000
3,500
3,000
0
2,682
150,000
2
1
2
34
-1
-1
-2
-1
0
-1
900
0
0
740
740
545
0
0
740
0
545
550
0
2,683
160,000
1
2
2
30
-1
-1
-1
-1
-1
-1
632
0
632
316
0
316
0
632
316
0
316
316
0
2,684
280,000
2
1
2
32
-1
-1
-1
-1
-1
-1
45,536
11,509
2,110
2,121
6,789
14,959
11,509
5,000
2,121
6,789
14,959
16,067
0
2,685
60,000
1
1
1
42
2
0
0
0
0
2
39,986
41,036
42,449
43,243
48,537
47,606
2,000
2,100
1,800
6,000
0
2,000
1
2,686
100,000
1
3
1
44
0
0
0
0
0
0
39,649
43,608
46,899
47,447
48,035
40,484
5,000
5,000
1,554
1,595
1,686
1,200
0
2,687
360,000
1
2
2
48
0
0
0
0
0
-2
68,032
63,174
44,536
80,570
8,333
8,325
4,500
3,000
50,000
8,400
8,325
12,967
0
2,688
500,000
2
1
1
44
-2
-1
0
0
0
-1
71,921
367,979
294,969
189,612
128,459
167,105
368,199
6,486
234
90
167,116
372,495
0
2,689
290,000
2
1
2
30
0
0
0
0
0
0
284,239
284,692
230,891
232,778
235,004
226,959
11,000
10,000
8,000
10,000
8,000
7,500
1
2,690
160,000
2
1
2
31
-2
-2
-2
-1
-1
-1
0
0
0
150
150
150
0
0
150
150
150
178
0
2,691
50,000
1
2
1
47
0
0
0
0
0
0
22,923
23,264
23,879
23,960
24,067
24,253
1,400
1,400
850
871
974
962
0
2,692
250,000
2
2
1
35
0
0
0
0
0
0
27,107
36,565
39,711
47,523
52,726
57,649
10,000
10,000
10,000
6,000
6,000
5,000
0
2,693
350,000
1
1
1
42
-1
-1
-1
-1
-1
-1
3,800
3,138
4,150
3,750
1,362
8,210
3,138
4,160
3,750
2,272
8,210
9,731
0
2,694
100,000
2
2
1
22
0
0
0
0
0
0
99,415
101,507
99,511
99,813
95,816
96,884
4,600
3,478
3,461
3,461
3,684
3,510
0
2,695
30,000
1
2
2
33
1
2
0
0
0
0
31,956
30,425
30,615
29,304
28,996
28,970
0
1,753
1,200
1,041
1,194
1,100
0
2,696
450,000
2
1
1
36
1
-1
-1
-2
-2
-2
0
2,500
2,500
0
0
0
2,500
2,500
0
0
0
0
0
2,697
20,000
2
3
2
40
-1
-1
0
0
0
0
9,755
894
5,625
9,625
12,625
0
894
5,000
4,000
3,000
0
0
0
2,698
30,000
2
3
2
26
0
0
0
0
0
0
28,063
29,304
28,047
26,840
28,271
28,134
1,700
1,407
1,200
2,000
2,000
1,000
0
2,699
150,000
2
3
2
47
0
0
0
2
0
0
103,226
64,671
64,293
58,024
59,230
54,638
2,627
4,123
0
1,304
1,338
376
0
2,700
30,000
1
2
1
36
1
3
2
0
0
0
22,327
21,696
21,054
21,315
21,623
22,261
0
0
908
800
1,000
1,809
0