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
28,301
50,000
2
2
1
42
0
0
0
0
0
0
48,706
49,704
50,851
50,868
12,003
9,679
1,809
1,956
2,234
369
330
343
0
28,302
60,000
2
3
1
34
2
2
2
4
3
3
6,731
7,777
9,502
9,217
9,722
9,291
1,300
2,000
0
800
0
0
0
28,303
260,000
2
2
1
34
0
0
0
0
0
0
198,788
195,154
191,504
168,983
160,592
156,826
6,105
6,345
7,027
6,000
5,000
7,000
0
28,304
60,000
2
2
1
41
0
0
0
0
0
0
19,813
20,064
23,213
20,383
18,431
18,702
5,000
5,000
2,000
1,000
2,000
1,000
0
28,305
80,000
2
2
1
29
1
2
2
2
2
2
85,738
80,445
82,639
83,357
78,188
79,492
0
7,400
3,000
0
5,700
3,000
0
28,306
360,000
2
3
1
40
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,307
180,000
2
2
1
30
0
0
0
0
0
0
8,531
9,432
10,771
11,965
11,903
12,769
1,200
1,500
1,431
369
1,000
1,000
0
28,308
80,000
2
2
2
31
2
0
0
0
0
0
30,911
28,190
27,045
22,843
20,578
19,049
2,009
1,751
1,500
1,000
779
545
1
28,309
70,000
2
2
1
44
0
0
0
0
0
0
66,301
68,105
68,287
28,163
27,220
28,124
3,500
3,000
1,500
1,000
2,000
2,000
0
28,310
360,000
2
1
1
36
-1
-1
-1
-1
-1
-1
18,641
7,174
11,044
15,887
8,607
8,843
7,174
11,044
15,895
8,607
8,843
3,000
0
28,311
300,000
2
3
2
36
-2
-2
-2
-2
-1
-1
0
3,958
0
0
6,536
1,400
1,979
0
0
6,536
1,400
50,000
0
28,312
100,000
2
3
1
38
0
0
0
2
0
0
87,181
84,668
83,898
77,260
68,173
66,682
4,017
7,121
94
2,408
2,513
2,716
0
28,313
100,000
2
1
2
29
0
0
0
0
0
0
70,205
64,898
62,715
61,465
55,501
57,892
4,000
5,030
10,000
5,000
10,000
10,000
0
28,314
120,000
2
3
1
34
-2
-1
-1
-1
-1
-2
0
360
389
978
0
2,358
360
389
978
0
2,358
0
0
28,315
200,000
2
2
1
48
-2
-1
2
-1
0
0
22,111
32,938
10,902
6,309
4,979
2,978
11,257
0
6,309
0
2,986
0
1
28,316
180,000
2
1
1
37
-2
-2
-2
-2
-1
-1
8,592
8,468
1,300
0
2,000
0
8,478
1,300
0
2,000
0
1,659
0
28,317
60,000
2
2
2
27
0
-1
-1
0
0
0
7,301
11,482
39,511
39,654
38,168
36,526
11,512
39,511
1,866
1,400
2,000
1,300
0
28,318
10,000
2
2
1
29
0
0
0
0
0
0
6,176
6,512
7,447
8,777
8,956
9,731
1,265
1,200
1,500
400
1,000
273
0
28,319
230,000
2
4
1
35
-2
-1
-1
-1
-2
-2
4,793
6,277
3,433
11,449
2,433
23,832
6,336
3,447
11,449
2,433
23,832
742
0
28,320
50,000
2
2
2
27
1
2
2
2
2
2
11,966
12,967
13,962
13,440
14,416
14,043
1,500
1,500
0
1,200
0
1,500
0
28,321
350,000
2
2
2
28
-2
-2
-2
-2
-2
-2
3,738
7,555
36,553
8,997
13,074
5,107
7,555
36,698
9,124
13,074
5,107
18,830
0
28,322
200,000
2
3
1
28
-2
-2
-2
-2
-2
-2
86
7,024
1,466
1,466
479
2,448
7,066
1,473
1,473
486
3,442
12
1
28,323
150,000
2
3
2
28
-2
-2
-2
-2
-2
-2
1,666
802
1,793
0
0
0
806
1,801
0
0
0
0
0
28,324
180,000
2
2
1
29
2
2
2
2
2
2
113,331
113,436
109,439
111,108
108,476
104,655
5,500
1,308
7,623
3,900
11
7,700
1
28,325
30,000
2
1
2
30
0
0
0
0
0
0
29,009
28,432
18,191
9,745
9,545
13,964
1,315
1,522
1,200
0
6,000
10,655
0
28,326
70,000
2
2
2
30
-1
0
0
0
0
0
69,494
112,821
70,305
71,017
66,218
66,854
2,716
2,570
2,720
2,350
2,500
2,660
1
28,327
460,000
2
2
2
32
0
0
0
0
0
0
30,506
26,595
16,712
15,635
6,965
7,107
1,568
1,714
1,000
1,000
142
5,000
0
28,328
110,000
2
2
1
42
-1
-1
-1
-1
-1
-1
776
776
776
776
776
926
776
776
776
776
926
776
0
28,329
240,000
2
1
2
31
0
0
-1
0
0
-1
31,759
40,286
9,015
10,476
20,237
2,011
10,000
9,015
2,000
10,000
2,512
67,826
0
28,330
210,000
2
2
1
31
0
0
0
0
0
0
205,243
209,502
203,831
178,410
130,619
115,700
7,736
7,100
8,300
4,800
4,396
4,200
0
28,331
300,000
2
3
2
32
1
-1
0
0
-2
-2
-27
72,044
10,000
0
0
0
72,071
2,050
0
0
0
1,188
0
28,332
170,000
2
1
2
34
1
-1
0
0
0
0
0
5,010
7,912
12,517
14,151
12,157
5,010
3,000
5,000
3,020
5,000
5,000
0
28,333
420,000
2
2
1
34
0
0
0
0
-1
-1
49,256
48,264
45,983
41,494
41,065
40,666
4,000
2,650
1,043
42,000
40,666
48,424
0
28,334
230,000
2
4
2
34
0
0
0
-1
-1
-1
2,223
2,233
159
1,772
28,704
19,474
1,000
159
1,778
28,704
19,474
650
0
28,335
260,000
2
1
2
33
-1
-1
-1
-1
-1
6
465
460
0
3,600
2,250
1,650
460
0
3,600
2,250
0
0
0
28,336
50,000
2
3
1
41
0
0
0
0
0
0
46,456
47,445
48,847
50,065
17,304
17,824
1,760
2,162
2,380
619
798
1,000
0
28,337
80,000
2
2
2
43
0
0
0
0
0
0
77,479
77,057
78,102
58,501
51,042
19,036
3,631
3,177
2,600
3,000
1,691
695
0
28,338
200,000
2
1
1
45
-1
-1
-1
-1
-1
-1
69,288
0
1,800
1,795
58,932
29,331
0
1,800
2,000
60,000
29,331
0
0
28,339
80,000
2
3
1
40
0
0
0
0
0
0
18,608
19,583
19,098
14,269
14,612
16,945
2,000
2,000
1,090
2,300
4,500
1,050
0
28,340
290,000
2
2
1
36
0
0
0
0
0
0
8,413
9,852
8,890
13,338
10,542
20,076
2,006
1,529
5,063
5,000
10,010
10,135
0
28,341
20,000
2
3
3
40
-1
-1
-1
2
-1
0
390
390
2,974
2,376
5,262
4,401
390
2,974
0
5,262
88
1,612
1
28,342
50,000
2
2
1
42
-1
-1
2
-1
-1
2
565
5,481
2,874
759
5,328
2,885
5,481
0
759
5,328
1
2,932
0
28,343
450,000
2
2
1
36
-1
-1
-1
-1
-1
-1
3,087
2,081
198
9,532
3,420
130
2,081
198
9,532
3,420
130
878
0
28,344
250,000
2
2
1
38
1
-2
-1
-1
-1
-2
-163
-553
212
49,924
-918
-1,567
0
2,000
51,002
2
0
2,000
0
28,345
50,000
2
3
1
40
0
0
2
2
-2
-2
48,747
53,239
51,400
0
0
0
5,300
0
0
0
0
0
0
28,346
280,000
2
2
3
40
0
0
0
0
0
0
291,952
275,948
240,627
228,230
209,987
196,997
8,562
7,071
6,574
5,938
5,867
7,704
0
28,347
20,000
2
3
1
41
0
0
0
0
0
0
8,777
10,461
11,583
13,079
14,546
16,149
2,000
1,600
2,000
2,000
2,000
2,000
0
28,348
310,000
2
3
1
37
-2
-2
-2
-2
-2
-2
4,052
6,514
-3,484
-3,484
-3,484
13,833
6,514
0
0
0
17,317
0
0
28,349
250,000
2
1
2
36
0
0
0
0
0
0
111,204
114,954
116,608
120,564
121,477
124,115
5,600
5,000
5,900
4,400
4,600
5,100
0
28,350
180,000
2
2
1
36
2
2
2
2
2
0
172,360
176,867
179,020
180,773
128,078
119,632
9,000
6,600
7,000
0
4,500
4,410
1
28,351
500,000
2
3
2
35
1
-2
-1
0
0
0
458,863
16,818
37,596
62,845
80,212
20,494
16,918
37,596
31,802
30,615
21,346
10,678
0
28,352
30,000
2
3
1
44
0
0
2
2
2
2
25,957
28,914
29,754
28,583
29,739
28,412
3,400
1,600
0
2,220
0
1,100
0
28,353
250,000
2
2
2
36
0
0
0
0
0
0
71,012
60,816
59,328
57,692
52,811
49,067
2,200
3,003
2,800
1,834
1,850
3,000
0
28,354
170,000
2
1
2
39
0
0
0
0
0
-1
60,514
33,711
21,660
23,307
15,135
3,527
5,011
5,000
6,538
4,167
3,527
7,521
0
28,355
100,000
2
2
1
39
-2
-2
-2
-2
-2
-2
518
0
0
0
0
0
0
0
0
0
0
0
0
28,356
430,000
2
2
1
42
-1
-1
-1
-1
0
-1
38,495
11,935
32,878
115,683
84,049
37,210
11,935
32,887
115,683
0
37,210
29,559
0
28,357
170,000
2
2
2
43
0
0
0
0
0
0
136,113
137,722
139,384
141,314
139,252
139,205
7,000
7,000
7,000
5,100
5,300
5,030
0
28,358
210,000
2
2
2
32
-1
-1
2
0
-1
-1
576
3,578
34
10,734
30,367
8,193
3,578
0
10,700
30,367
19,644
4,431
0
28,359
280,000
2
2
2
32
-2
-2
-2
-2
-2
-2
6,562
54,318
4,245
6,969
29,236
8,865
54,318
4,281
6,985
29,264
8,873
14,394
0
28,360
160,000
2
3
2
47
-2
-2
-2
-2
-2
-2
396
396
5,345
396
396
6,396
396
5,345
396
396
6,396
396
0
28,361
210,000
2
1
1
40
-2
-2
-2
-2
-2
-2
7,542
-78
15,611
502
781
754
0
15,689
504
784
757
2,005
0
28,362
200,000
2
1
1
40
-1
-1
-1
-1
-1
-1
3,827
8,030
5,020
5,451
2,619
5,188
8,030
5,020
5,451
2,619
5,188
8,794
0
28,363
400,000
2
1
2
30
-1
-1
0
0
0
0
634
5,939
6,624
8,004
10,390
21,325
5,939
2,624
3,004
3,090
11,325
3,282
0
28,364
80,000
2
3
2
35
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,365
80,000
2
2
1
35
1
2
2
2
2
2
30,997
32,043
31,250
34,109
34,802
34,108
1,852
0
3,711
1,550
0
1,400
1
28,366
30,000
2
2
1
38
-1
-1
2
-1
0
0
2,828
4,868
3,963
4,514
3,129
675
3,963
16
4,527
675
0
1,015
0
28,367
20,000
2
3
1
39
1
2
2
2
2
0
8,562
9,478
8,198
9,752
9,447
10,290
1,200
0
1,700
0
1,000
1,500
1
28,368
300,000
2
1
1
37
-2
-2
-1
0
0
0
8,756
26
19,999
17,139
10,304
16,062
26
20,018
1,072
206
6,003
0
0
28,369
460,000
2
2
1
39
-1
-1
-1
-1
-1
-1
11,403
14,015
2,978
11,402
12,072
7,090
14,029
2,978
11,402
12,802
7,090
793
0
28,370
80,000
2
2
2
42
0
0
0
0
0
0
42,656
39,657
30,297
30,633
31,190
30,905
1,519
2,000
2,000
1,312
3,200
1,200
0
28,371
80,000
2
3
1
36
-1
-1
-1
2
0
-1
808
808
1,672
1,672
836
836
836
1,700
836
0
836
390
0
28,372
100,000
2
3
1
40
-2
-1
2
2
-2
-1
3,234
6,163
3,786
3,789
2,195
3,691
6,163
0
3,809
0
3,691
1,328
0
28,373
100,000
2
1
1
41
2
2
2
2
2
2
31,786
34,629
34,189
36,309
36,916
36,192
3,680
400
3,000
1,500
0
3,100
1
28,374
50,000
2
2
1
36
0
0
0
0
0
0
46,714
47,404
48,786
49,768
27,838
84,810
1,766
2,148
2,130
1,200
1,012
2,034
0
28,375
80,000
2
2
1
36
1
2
2
0
0
0
74,328
75,515
73,741
75,200
76,959
78,556
3,000
0
2,700
2,950
3,000
2,600
1
28,376
130,000
2
2
2
37
0
0
0
0
0
0
81,731
84,383
87,518
89,360
90,481
92,858
4,000
4,500
4,190
3,500
4,000
4,000
0
28,377
50,000
2
2
1
36
2
2
2
2
0
0
46,203
45,159
49,125
47,956
43,578
35,126
0
4,700
0
2,004
3,500
0
0
28,378
210,000
2
2
1
44
0
0
0
0
0
0
88,309
89,755
90,031
70,660
71,172
71,844
4,500
3,600
3,100
2,900
2,600
2,700
0
28,379
260,000
2
5
2
39
0
0
0
0
0
0
174,591
175,093
176,088
155,624
141,976
141,305
10,000
10,000
7,619
7,000
8,000
7,000
0
28,380
50,000
2
2
1
32
0
0
0
0
0
0
45,271
44,751
43,952
29,136
19,048
17,946
2,000
1,500
1,239
612
607
2,593
0
28,381
460,000
2
2
2
33
0
0
-1
-1
-1
-1
8,316
11,672
1,110
1,927
5,621
1,703
6,018
1,110
1,927
5,649
1,703
2,009
0
28,382
150,000
2
3
1
34
0
0
0
0
0
0
115,227
112,391
98,583
95,810
87,216
88,201
10,000
5,000
4,000
4,000
3,290
3,200
0
28,383
80,000
2
3
1
31
0
0
2
0
0
0
56,195
60,067
58,535
59,730
61,236
70,617
4,808
0
2,169
2,500
10,400
0
0
28,384
80,000
2
2
1
42
0
0
0
0
-2
-2
46,911
31,748
16,000
0
0
0
1,748
1,000
0
0
0
0
0
28,385
180,000
2
3
1
46
-1
2
-1
0
0
0
10,456
7,326
8,469
6,591
5,244
2,174
357
8,510
5,244
2,174
0
3,371
1
28,386
100,000
2
3
1
35
1
-2
-2
-2
-1
-1
0
0
0
0
249
317
0
0
0
249
317
0
0
28,387
60,000
2
2
1
40
0
0
0
-1
-1
-1
28,738
30,216
23,720
1,569
5,580
2,211
4,000
1,010
1,569
5,580
2,211
0
1
28,388
50,000
2
3
2
34
0
0
0
0
0
0
51,037
47,669
48,940
50,545
29,523
28,960
2,100
2,329
2,943
990
1,168
975
0
28,389
390,000
2
1
1
42
0
0
0
0
0
0
310,075
184,647
90,383
55,212
29,701
-1,429
10,021
4,000
15,046
20,000
0
10,090
0
28,390
210,000
2
1
1
38
0
0
-1
-1
0
0
8,420
8,106
4,168
23,067
19,972
45,864
3,000
4,521
24,000
10,000
30,000
6,432
0
28,391
160,000
2
2
2
39
0
0
0
0
0
0
163,058
161,485
161,076
156,478
122,441
120,574
6,001
6,401
6,384
4,600
4,800
4,400
0
28,392
50,000
2
3
1
42
0
0
2
0
0
0
28,693
31,854
31,065
31,976
29,300
31,151
3,644
0
1,766
1,036
2,700
0
0
28,393
50,000
2
2
2
31
0
0
0
0
2
2
10,682
11,694
12,819
36,424
37,029
36,303
1,194
1,319
23,924
1,500
0
1,500
0
28,394
160,000
2
2
1
37
0
0
0
0
0
0
138,594
134,736
97,629
100,398
102,606
104,864
3,755
3,676
3,637
3,000
3,040
2,938
0
28,395
220,000
2
2
1
40
-2
-2
-2
-2
-2
-2
5,785
4,164
8,553
11,652
14,968
7,898
4,183
8,603
11,709
15,823
7,937
5,302
0
28,396
80,000
2
3
1
43
0
0
0
0
0
0
71,604
73,316
75,039
76,597
78,712
81,365
3,500
3,500
3,400
4,000
4,000
3,000
0
28,397
170,000
2
2
1
31
-1
0
0
0
0
-2
60,644
63,948
62,090
63,000
0
0
5,000
5,000
4,000
0
0
3,300
0
28,398
60,000
2
3
1
33
1
2
0
0
2
0
56,326
54,833
56,105
59,338
57,870
57,884
0
2,750
4,850
0
2,180
2,400
0
28,399
200,000
2
1
1
36
-2
-2
-2
-2
-2
-2
588
608
4,695
2,008
164
3,383
608
4,695
2,008
164
3,383
4,331
0
28,400
320,000
2
1
2
41
-2
-2
-2
-2
-2
-2
2,197
1,376
3,342
11,970
9,700
38,473
1,376
3,343
11,973
9,700
38,473
29,757
0