Datasets:
ZennyKenny
/
synthetic-credit-card-defaults

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limit_bal
int64
10k
760k
sex
int64
1
2
education
int64
0
6
marriage
int64
0
3
age
int64
21
70
pay_0
int64
-2
8
pay_2
int64
-2
7
pay_3
int64
-2
7
pay_4
int64
-2
7
pay_5
int64
-2
7
pay_6
int64
-2
7
bill_amt1
int64
-10,680
622k
bill_amt2
int64
-24,702
606k
bill_amt3
int64
-24,698
632k
bill_amt4
int64
-34,500
569k
bill_amt5
int64
-36,156
531k
bill_amt6
int64
-57,041
515k
pay_amt1
int64
0
368k
pay_amt2
int64
0
415k
pay_amt3
int64
0
397k
pay_amt4
int64
0
332k
pay_amt5
int64
0
332k
pay_amt6
int64
0
377k
has_default
int64
0
1
374,600
1
2
2
33
-1
2
-1
-1
-1
0
112,442
4,286
40,193
23,324
42,417
386
7,015
13,833
5,291
1,018
1,752
4,472
0
127,580
2
2
3
41
2
3
0
0
0
0
13,897
2,063
43,796
171
127,256
27,199
1,247
5,026
2,148
24
7,046
12,813
0
408,000
2
4
1
62
0
-1
0
0
0
0
31,749
355
623
187,600
557
275,608
2,488
2,009
1,711
5,026
2,004
42,869
0
269,940
2
3
0
23
0
0
0
0
0
0
67,174
86,224
89,082
13,052
177,631
9,719
3,791
1,029
1,869
2,546
11,837
1,732
0
44,430
1
2
2
59
0
0
0
0
0
0
36,658
14,733
25,530
125,720
97,404
2,976
3,301
1,434
1,002
4,113
4,119
2,002
1
26,030
2
3
0
31
0
0
0
0
0
0
429
11,162
720
147,700
24,741
39,751
2,611
0
9,397
2,002
397
2,005
0
165,490
2
3
0
40
-1
-1
0
0
0
0
36,234
139,313
46,620
78,837
-9
23,393
1,997
1,706
1,214
1,188
7,041
0
0
459,740
1
3
1
39
0
0
-1
0
0
0
47,696
69,852
79,130
4,134
17,707
67,054
10,253
6,870
1,004
1
466
5,296
0
229,080
1
2
1
39
1
2
0
0
2
-1
13
28,058
22,430
217,777
13,288
1,744
1,295
11,394
6,134
5,045
1,001
4,004
0
379,260
1
2
1
44
0
0
0
0
0
0
12,327
59,592
93,696
197,183
285,637
72,860
9,996
2,009
662
10,054
3,631
3,250
1
457,950
2
1
1
36
0
0
0
0
0
0
19,134
81,753
9,659
2,101
10,546
29,414
1,117
1,509
2,002
0
4,894
33,907
0
410,370
2
1
1
70
0
0
0
0
0
0
4,406
34,399
26,291
2,749
21,062
170,170
54,026
1,268
2,284
6,000
5,031
2,001
0
393,970
1
2
1
51
0
0
0
0
0
0
18,386
68,363
62,861
18,343
278,306
90,125
7,012
1,250
2,002
949
1,002
2,449
0
132,640
2
2
2
49
1
2
2
0
2
0
60,748
-4
468
248,519
8,501
3,226
0
0
2,425
0
4,098
0
0
354,550
1
0
0
30
-2
2
0
0
0
0
19,755
93
-61
10,566
63,908
14,478
3,006
2,177
1,004
6,445
2,000
10,775
0
275,870
1
1
1
46
-2
0
2
-1
0
0
129,800
75,799
47,150
698
87,942
18,892
1,947
5,034
1,667
2,021
8,368
6,359
1
531,780
2
3
2
29
-2
-2
-2
-2
-2
-1
15,452
82,818
27,877
7,982
4,788
1,031
9
0
0
4,085
0
0
1
178,600
2
4
2
24
0
0
0
0
0
0
26,884
3,803
78,677
144
82,073
926
3,686
14,556
380
2,844
1,002
804
0
214,920
2
1
1
24
2
0
2
-1
-1
-1
83,638
489
391
12,490
28,436
54,867
2,486
2,008
0
2,017
5,476
991
0
35,230
1
3
2
52
-1
2
-1
-1
-1
-1
41,764
21,554
94,695
565,361
-6
28
1,995
327
1,908
7,659
436
0
0
607,670
1
2
2
62
-1
2
-1
-1
-1
-1
20,335
9,507
255,343
391
755
370
5,235
0
1,315
614
2,131
1,002
0
397,150
2
3
2
38
0
0
0
0
0
0
86,341
217,877
41,861
41
79,651
8,287
878
998
1,709
2,004
1,548
8,274
0
105,450
2
2
2
21
0
0
0
0
0
0
150,052
97,720
13,256
1,012
142,759
78,105
2,003
2,022
5,022
909
1,001
6,000
0
659,090
1
2
2
28
-1
2
0
0
-1
0
79,221
58,349
999
65,735
19,561
811
10,225
6,005
16,515
2,024
326,117
5,569
0
709,000
2
2
2
28
1
2
2
3
0
-1
93,556
66,090
66,996
87,698
39,726
6,607
14,775
2,552
5,003
5,034
1,000
180
1
668,140
1
2
1
33
0
0
2
0
2
0
29,131
34
-329
22,359
114,901
1,063
3,000
6,582
2,108
5,047
1,000
4,001
0
222,470
1
2
1
32
0
0
0
0
0
0
5,796
17,429
1,094
180,453
79,268
59,154
4,000
1,241
1,004
1,514
0
3,054
0
195,470
2
1
2
21
1
-2
-2
-2
-2
-2
78
32
94
6
423
703
0
0
0
0
0
0
0
426,770
2
2
2
70
-1
7
-1
0
-1
-1
14,151
718
-7
1,722
8,712
736
18,261
2,008
0
418
13,571
0
0
108,900
2
3
2
27
-1
0
0
0
0
2
197,631
84,980
103,368
89,757
45,177
148,759
1,730
2,059
0
2,003
5,072
85
0
96,810
2
1
3
53
-1
2
-1
2
-1
-1
48,310
47,827
19,437
12,365
9,742
97,225
1,253
10,231
0
4,219
14,511
0
1
622,210
2
4
2
28
-1
-1
0
-1
0
-1
5,832
112,392
1,915
11,363
1,415
8,571
1,610
19,301
0
32,275
0
1,011
0
370,740
1
2
1
62
1
-2
-2
-2
-2
0
56
3,359
-18,087
85,417
26,274
4,170
14
5,034
6,850
284
6,248
4,666
0
451,050
1
2
1
44
0
0
2
0
2
0
104
37,739
113,885
-10
5,959
113,826
6,286
1,513
1,492
3,808
485
3,280
0
110,370
2
2
3
35
0
2
0
0
0
0
146,746
3,453
17,180
65,059
75,315
-50,439
2,006
4,368
0
10,896
3,816
32
0
423,000
2
3
1
41
0
0
0
0
0
0
19,194
7,852
66,890
514
92,677
55,984
976
3,974
4,775
2,264
1,002
6,141
0
706,500
2
1
1
39
6
5
-1
-1
-2
2
4,677
30,353
209,491
9,827
36,765
10,502
1,321
0
1,319
11,543
2,005
0
0
149,820
2
2
1
45
0
0
0
0
0
0
1,899
7,757
38,771
12,192
42,395
10,791
7,749
2,158
43,079
56,749
518
25,875
0
437,130
1
1
3
64
0
0
2
2
0
0
5,500
7,956
123,454
6,233
184,176
60,927
1,266
7,018
0
90,122
5,012
1,115
0
22,490
2
4
2
61
-2
-1
2
0
0
-2
164,787
184,557
12,328
47,319
137,260
20,557
1,801
5,957
0
0
0
0
0
479,140
1
2
2
56
-1
0
0
0
0
0
9,062
3,276
296
9
29,170
18,030
2,024
3,968
2,045
1,000
0
5,023
0
199,380
2
4
1
28
2
0
0
0
0
0
7,395
14,255
70,177
20,040
18,291
4,202
1,228
332
1,687
5,686
78,296
853
1
259,460
2
2
2
42
-1
2
3
0
-1
-1
160
27,154
86,610
3,325
23,533
30,011
0
1,020
1,540
10,868
1,002
9,345
0
12,390
2
4
0
49
1
0
-2
-2
3
0
1,951
18,709
49,514
52
29,294
15,053
5,002
24,907
48,256
10,855
4,836
455
0
128,730
2
5
1
61
0
0
0
0
0
0
12,856
76,293
81,317
12,028
288,170
10,225
302
1,664
2,232
1,471
1,002
2,006
0
171,090
1
2
1
69
0
0
0
0
0
0
59,096
7,804
157,232
57,650
25,777
19,310
349
2,909
9,457
501
4,771
397
0
137,530
1
6
1
53
0
0
-1
2
0
0
3,276
334
516
29,987
84,379
-34,593
15,916
22,054
1,186
1,796
13,016
2,008
0
514,690
1
2
2
26
1
-2
2
2
2
2
24,807
22,745
324,266
79,594
8,779
2,893
49,338
175
2,467
4,398
5,037
3,014
0
738,680
2
2
1
53
2
0
0
0
0
0
222,101
3,711
391
56,263
178
44,704
4,566
1,255
7,081
500
2,744
1,113
0
502,340
2
0
1
61
-1
-1
-1
0
0
-1
1,431
5,089
3,721
24,661
6,674
65,500
1,094
8,589
1,246
3,306
1,002
43,922
1
466,070
2
4
2
35
-2
-1
0
0
0
0
-2
4,024
21,743
121,606
41,372
26,820
33,093
9
7,098
729
746
6,379
0
442,570
2
2
1
30
0
0
0
0
0
0
150,946
23,197
30,040
25,862
15,776
17,573
1,502
2,529
1,706
11,161
2,005
2,804
0
628,070
2
4
2
32
0
0
0
2
0
0
24,314
344
158,545
34,911
177,959
58,070
1,808
8,985
6,041
3,656
5,020
1,783
0
423,550
1
2
1
24
-2
4
-1
0
0
0
5,624
7,117
33
7,472
157,501
86,011
7,725
5,038
7,340
454
0
0
0
292,150
2
3
2
32
0
0
-1
0
0
0
38,625
180,281
5,606
4,316
279,973
46,956
5,010
2,560
2,083
1,821
39,530
5,067
0
463,030
2
4
3
24
3
0
-1
-1
-1
0
44,140
1,081
49,775
29,784
100,883
14,399
343
21,693
6,454
6,728
2,001
19,469
0
501,810
2
3
2
60
-1
0
-1
-1
0
2
928
4,305
17,366
100,494
110,433
23,931
10,158
6,010
3,020
2,060
5,095
3
0
664,250
1
2
1
37
-1
2
-1
-2
0
0
20,954
787
4,073
59,680
26,396
168,831
1,553
0
6,012
715
61,024
2,571
0
538,220
1
1
1
59
2
-1
-1
-2
0
-1
-2
196,769
67
792
62,359
59,602
2,552
1,776
5,669
4,585
30,667
0
0
391,590
1
4
1
58
4
0
0
0
0
0
49,577
2,687
46,875
13,149
988
40,413
1,966
2,155
484
5,539
2,053
918
1
202,590
2
1
3
52
8
-2
-1
-1
0
0
8,983
1,050
704
48,042
133
46,587
3,958
2,005
1,147
10
5,008
6,000
0
423,060
1
2
2
27
2
-1
0
0
0
0
240,636
15,168
140,053
282,557
40,157
222,531
3,003
83
2,000
0
931
1,002
0
314,190
1
3
1
69
-1
2
0
-2
0
0
90,766
-211
43,067
338
7,959
19,255
2,639
312,670
0
180
479
1,003
0
140,310
1
3
1
31
-1
-1
-1
-1
-1
-1
226,454
65,945
53,488
6,467
2,885
2,218
3,004
0
3,317
0
0
0
0
108,210
2
2
2
49
2
2
0
0
2
0
260,783
50,878
19,228
84,709
50,350
5,173
1,945
2,504
3,997
12,255
3,034
0
1
164,390
2
3
1
25
0
0
0
0
0
0
140,563
63,213
4,133
105,671
0
21,407
6,618
2,020
111,332
2,181
4,777
1,003
0
435,570
2
1
3
43
-1
0
0
-1
0
0
18,692
37,773
3,808
122,269
40,223
79,847
389
13,419
2,589
1,136
700
26,620
0
280,820
1
2
2
24
0
4
0
0
0
0
80,687
65,261
72
24,619
679
19,093
3,083
3,118
3,041
1,286
501
0
0
508,590
1
2
1
66
1
0
2
0
-1
-1
22,387
173,712
72,988
334
120,360
-4
5,391
1,788
1,727
2,000
0
0
0
61,610
2
2
2
28
-1
1
2
0
0
0
4,549
35,292
8,585
31,015
6,956
641
3,101
3,844
7,104
8,032
8,325
1,002
0
399,420
2
1
1
24
0
0
0
-1
0
0
32,246
17,086
12,169
18,763
58,864
367,445
1,535
4,360
3,006
881
2,003
300
0
184,870
1
2
2
51
1
2
0
0
0
0
54,170
35,788
1,937
3,821
15,019
10,649
0
3,939
167,797
2,025
1,000
1,003
0
213,730
2
2
1
39
0
0
0
0
0
0
8,967
220,825
34,750
80,363
220,501
8,944
5,006
1,211
1,527
5,331
748
463
0
60,770
1
1
1
27
6
-1
0
0
0
0
2,657
82,343
142,607
41,519
39
9,880
3,004
4,149
469
1,524
0
5,032
0
275,580
2
3
2
60
0
0
0
0
0
0
11,537
16,939
65,090
28,905
97,615
232,047
6,980
7,555
3,927
7,277
951
2,723
0
84,070
2
5
2
59
0
0
0
0
0
0
28,078
395
8,688
19,980
66,009
2,454
1,470
13,083
4,809
1,000
4,809
5,280
0
154,020
2
4
2
36
2
2
0
0
0
-1
7,948
1,254
4,515
141,857
2,789
51
1,296
67,911
3,034
0
2,526
2,493
1
50,030
1
2
1
24
8
-1
-1
0
-1
-1
7,303
397
9,198
1,167
1,280
42
1,700
154
8,617
2,186
1,372
1,012
0
136,420
1
2
1
29
0
2
0
0
0
0
192,587
7,270
27,707
28,439
8,286
6,447
6,134
5,444
2,573
5,630
3,037
340
0
222,040
2
1
3
47
-1
-2
-1
0
0
0
11,628
79,637
36,215
81,060
19,128
249,486
9,915
1,881
355
3,679
549
3,045
0
321,230
2
2
2
64
0
0
0
0
0
0
28,682
23,625
170,439
66,085
121,949
5,454
2,795
1,907
3,112
1,955
2,120
1,000
0
22,490
2
4
1
49
3
-1
-1
-1
2
-1
613,243
20,141
26,423
4
6,791
83
2,006
17,668
2,000
982
124,105
2,427
0
687,800
2
1
2
29
-1
6
-2
-2
-1
-1
465
99
2,345
48
10,590
418
0
853
0
977
28,346
0
0
280,710
2
1
1
54
0
-1
-1
-1
0
0
1,620
17,468
24,421
4,231
21,590
30,035
0
1,994
998
10,092
5,006
500
0
480,290
2
3
0
48
-2
-1
0
0
0
0
7,964
129,015
-5
18,813
74,545
612
0
439
6,598
2,192
7,350
617
0
435,480
2
1
3
58
0
0
0
0
0
0
11,152
527,419
135,656
26,530
28,539
70,115
6,617
2,000
3,016
742
1,204
6,799
0
65,860
1
2
3
30
0
0
0
0
0
0
74,125
475
163,851
118,642
6,069
10,340
180
406
14,333
1,821
653
5,030
0
162,480
2
3
3
65
-2
-1
3
-1
-1
-2
4,920
16,397
127,003
78,938
18,470
17,676
5,008
368
962
609
336
0
0
328,990
2
1
1
70
0
0
0
0
0
0
464,601
25,284
8,541
3,338
20,892
573
1,237
5,975
2,265
4,624
3,035
941
1
367,240
2
2
1
36
2
-1
-2
-1
-1
-1
86,916
17,115
37,731
20,405
72,698
162
3,974
0
1,005
1,870
2,816
3,308
1
483,520
2
6
1
44
0
0
0
0
0
0
203,627
59,115
222,358
48,802
44,803
110,344
2,964
8,195
2,185
1,796
109
213
0
344,760
2
5
1
40
0
-1
0
0
0
0
1,700
4,030
20,393
156
9,084
30,201
11,927
392
1,703
790
3,039
3
0
154,870
2
1
2
63
-2
-2
-2
-2
-2
-2
86,589
2,705
12,463
3,231
9,065
27
278,324
3,674
0
0
0
0
0
430,820
2
3
3
25
0
0
0
0
0
0
1,615
40,671
13,017
52,838
56,277
122,105
1,816
9,079
5,351
2,628
2,766
3,032
0
13,330
1
1
2
35
1
2
0
2
0
0
10,455
46,543
50,623
2,501
258,147
5,634
2,007
1,492
4,363
6,001
10,151
0
1
248,580
2
2
0
23
8
2
-2
7
-2
-2
1,620
19,864
19,962
121,085
49,134
9,648
0
0
0
15,506
1,001
146
1
271,950
1
3
3
35
-2
0
0
0
0
0
150,446
56,687
66,836
87,601
28,124
929
4,728
3,540
2,655
54
1,555
0
1
165,620
1
1
1
24
-1
-1
2
0
-1
-1
214,194
15,898
7,261
1,213
28,599
5,204
0
0
392
5,835
1,002
5,002
0
147,100
1
2
2
70
0
0
0
0
0
0
95,407
124,747
103,939
47,505
9,825
120,777
2,250
2,454
6,034
1,435
7,548
0
0
344,220
1
2
2
33
-1
0
0
0
0
0
5,696
8,203
12,627
3,447
5,989
17,272
1,595
313
4,794
2,006
40,893
1,002
0