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scikit-learn
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credit-card-clients

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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
3,501
30,000
2
3
1
56
2
2
2
2
2
2
17,643
18,564
17,969
20,645
21,666
21,170
1,500
0
3,000
1,500
0
1,900
1
3,502
440,000
2
3
1
40
0
0
0
0
0
0
54,408
57,901
61,914
65,863
69,792
73,346
5,000
5,000
5,000
5,000
5,000
5,000
0
3,503
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2
2
30
0
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0
132,250
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0
0
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0
0
1
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1
1
50
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316
316
316
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316
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316
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316
5,174
0
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2
1
2
27
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0
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26
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2
1
36
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0
0
44,510
42,564
38,181
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28,783
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5,000
0
3,509
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1
2
33
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2
2
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970
2,273
1,303
5,385
1,814
0
1,303
3
5,387
1,814
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0
0
3,510
50,000
2
2
2
27
2
2
2
2
0
0
47,760
45,064
45,744
43,123
42,343
43,020
0
3,400
0
1,528
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0
1
3,511
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2
2
24
0
0
0
0
0
0
19,839
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20,142
19,920
19,722
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1,328
1,315
703
723
1,050
668
0
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440,000
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1
2
29
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0
0
0
26,430
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103,884
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0
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1
2
28
2
2
2
2
2
2
43,662
42,682
45,603
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47,452
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0
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0
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4,000
1
3,514
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2
1
41
0
0
0
0
0
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25
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2
2
29
-1
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487
487
2,010
0
0
0
487
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0
0
0
299
0
3,517
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2
2
33
0
0
0
0
0
0
110,786
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117,674
108,103
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105,624
6,555
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3,272
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0
3,518
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1
2
36
1
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200
0
0
0
10,267
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0
0
0
0
0
3,519
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1
1
34
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997
1,267
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1,270
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258
1
0
3,520
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2
1
34
0
0
0
0
0
0
383,973
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1
1
1
44
1
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-2
0
0
0
0
0
0
0
0
0
0
0
4,003
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3,522
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2
1
37
0
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0
0
0
0
34,661
5,309
51,293
56,740
59,455
57,532
5,334
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0
3,523
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1
1
2
33
0
0
0
0
0
0
17,094
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0
3,524
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2
1
30
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0
0
441
653
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600
0
441
653
500
600
751
0
3,525
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2
1
39
0
0
0
0
0
0
54,282
49,541
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39,917
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1
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28
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42
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24
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27
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26
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296
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37
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400
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45
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0
12,000
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1
3
2
42
-1
-1
2
2
2
-1
550
1,974
1,250
1,400
700
550
1,974
0
700
0
550
1,100
1
3,579
360,000
2
1
2
28
1
-1
-1
-1
-1
-2
0
420
0
742
0
0
420
0
742
0
0
198
0
3,580
10,000
2
3
1
56
0
0
2
2
2
0
7,324
9,808
9,501
10,029
9,730
9,974
2,609
0
830
0
400
500
0
3,581
300,000
1
1
1
54
-1
-1
-1
-1
-1
-1
206
555
0
718
468
366
555
0
718
468
366
0
1
3,582
70,000
1
2
1
48
0
0
0
-1
-1
-1
8,439
7,606
8,638
1,230
390
890
1,188
2,000
1,230
390
890
215
0
3,583
250,000
2
2
1
32
0
0
-2
-2
-2
-2
39,936
16,666
16,998
17,504
0
0
8,666
16,998
17,504
0
0
0
0
3,584
10,000
1
3
1
51
2
2
2
2
0
0
3,577
6,012
6,066
5,820
6,026
7,680
2,500
300
0
300
1,774
284
1
3,585
140,000
2
3
1
28
0
0
0
0
0
0
25,184
27,742
30,129
21,477
26,097
24,767
5,000
3,011
5,000
5,000
3,000
5,000
0
3,586
100,000
2
2
1
40
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
3,587
110,000
2
1
1
31
1
-2
-1
-1
0
0
0
0
638
225
225
0
0
638
225
0
0
0
0
3,588
210,000
1
2
1
38
-1
-1
-1
-1
-1
-1
291
291
291
291
291
291
291
291
291
291
291
1,451
0
3,589
210,000
2
1
1
40
-2
-2
-2
-2
-2
-2
14,472
680
0
0
0
0
680
0
0
0
0
0
0
3,590
70,000
2
2
2
26
3
2
2
2
2
2
49,201
48,134
52,431
52,479
53,345
52,333
0
5,100
2,000
2,000
0
4,046
1
3,591
20,000
1
2
1
47
0
0
0
0
0
0
15,166
15,014
16,024
16,345
17,579
18,750
1,257
1,267
588
1,500
1,500
0
0
3,592
220,000
1
1
2
31
-2
-2
-2
-2
-2
-2
4,935
3,796
5,227
2,291
4,739
1,640
3,796
5,227
2,293
4,739
1,640
3,012
0
3,593
20,000
2
3
3
51
2
0
0
0
0
2
18,355
17,165
17,676
18,300
20,278
20,192
1,600
1,500
900
3,600
393
0
1
3,594
80,000
1
1
1
28
2
2
2
0
0
0
56,272
58,756
59,587
60,997
62,856
66,897
4,000
2,400
3,000
3,000
5,100
0
0
3,595
500,000
2
2
1
42
0
0
0
0
0
0
506,787
487,049
478,965
401,635
423,136
422,271
21,000
17,414
12,000
30,000
18,000
11,000
1
3,596
210,000
1
3
2
66
0
0
0
0
0
0
209,396
136,809
139,411
138,991
140,886
143,721
6,510
6,450
5,103
5,500
5,307
5,011
0
3,597
80,000
1
2
2
27
2
0
0
0
0
0
76,896
78,663
78,692
56,032
57,248
58,515
3,613
3,100
2,000
2,100
2,200
2,041
1
3,598
50,000
2
2
1
37
2
2
2
0
0
0
40,994
43,594
38,222
13,026
13,268
13,497
5,500
0
580
600
600
600
0
3,599
240,000
1
1
1
35
1
-1
-1
0
0
0
0
11,901
5,736
1,000
650
7,574
11,901
5,758
0
150
7,424
0
0
3,600
150,000
2
2
2
23
-2
-2
-2
-2
-1
2
198
4,824
1,276
4,830
10,251
5,706
4,848
1,282
4,854
10,251
0
7,328
0