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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
401
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29
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402
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42
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0
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29
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2
2
2
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2
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0
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411
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23
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2
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2
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2
29,332
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412
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27
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2
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35
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31
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30
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24
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1
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29
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2
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30
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2
1
1
38
-1
2
-1
-1
-1
0
600
300
501
300
600
450
0
501
300
600
300
600
0
480
200,000
1
1
2
31
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
481
250,000
2
2
1
40
0
0
0
0
-1
2
44,930
137,101
90,801
0
1,069
919
120,041
4,435
0
1,069
0
67,619
0
482
140,000
1
2
2
26
0
0
2
2
2
2
131,367
146,193
140,202
144,035
140,419
130,271
17,000
0
11,400
550
5,300
5,400
1
483
70,000
2
2
2
28
0
0
0
0
-1
2
41,264
41,799
37,887
37,876
6,736
4,162
2,112
1,200
758
6,736
0
0
0
484
90,000
1
3
1
48
1
2
2
2
2
2
77,604
73,317
71,334
67,009
63,228
59,378
1,700
4,000
1,600
1,600
1,500
4,086
0
485
100,000
2
2
1
43
-1
-1
-1
-1
-1
-1
2,491
1,709
574
556
2,306
2,562
1,709
574
556
2,306
2,562
2,111
0
486
190,000
1
2
1
31
0
0
0
0
0
0
177,554
180,633
172,914
130,139
115,494
117,465
7,600
6,303
4,137
3,502
4,027
3,517
0
487
230,000
2
1
1
42
-1
-1
-1
-1
-1
-1
6,865
15,111
13,165
0
10,500
6,992
15,111
13,165
0
10,500
6,992
0
0
488
320,000
1
2
1
39
0
0
0
0
0
0
93,768
91,523
91,579
91,193
92,837
95,323
3,317
3,506
4,218
5,000
6,080
938
0
489
220,000
2
2
1
36
-1
-1
-1
0
-1
-1
396
1,648
792
396
396
396
1,648
792
0
396
396
792
1
490
260,000
2
1
1
34
-1
-1
-1
-1
-1
-1
16,426
6,088
4,663
3,885
4,414
2,514
6,277
4,663
4,140
4,414
2,646
7,725
0
491
90,000
2
2
2
32
-2
-2
-2
-2
-2
-2
573
0
0
0
0
0
157
0
0
0
0
0
0
492
30,000
2
2
1
43
2
2
2
2
2
0
28,703
26,622
24,022
24,368
20,859
19,633
1,300
2
1,608
0
900
800
0
493
260,000
1
2
2
30
0
0
0
2
0
0
98,560
100,980
222,102
108,724
68,500
69,174
4,000
11,900
207
2,003
2,003
2,003
0
494
170,000
2
2
2
28
0
0
-1
-1
-2
-2
28,304
17,616
308
0
0
0
4,000
308
0
0
0
0
0
495
80,000
2
1
1
28
0
0
0
0
0
0
8,574
9,434
10,038
10,040
10,400
10,490
1,203
1,047
248
408
294
276
1
496
50,000
1
1
1
41
-1
-1
-1
-1
-1
-1
508
672
226
390
220
320
1,000
390
1,000
220
640
1,000
0
497
200,000
2
3
2
47
0
0
0
0
0
0
203,183
202,961
194,449
196,814
200,526
198,717
7,521
7,000
7,000
7,128
8,000
7,100
0
498
20,000
1
2
2
23
0
0
2
0
0
0
16,440
20,417
18,333
18,848
30,190
19,664
7,403
0
820
1,025
1,113
104
0
499
250,000
2
1
1
49
-1
-1
-2
-1
-1
-1
66
0
0
120
-6
1,639
0
0
120
6
1,645
0
0
500
20,000
1
1
1
38
0
0
0
2
2
0
15,912
17,272
20,565
20,705
20,255
19,933
1,623
3,916
750
0
800
850
0