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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
27,601
100,000
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28
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4,864
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0
0
27,602
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2
2
27
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18,854
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12,223
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1,292
1,509
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0
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0
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22
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26
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1
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26
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0
93,384
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27,609
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1
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25
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0
53,685
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6,101
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0
27,610
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26
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0
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153,900
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0
0
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1
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28
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5,184
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150
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989
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1
26
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0
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0
0
0
43,800
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2
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25
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2
2
2
2
2
33,995
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0
1
27,614
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26
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2
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1
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24
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0
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104,614
106,847
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0
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2
2
27
2
2
2
2
2
2
120,649
123,203
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6,000
0
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0
11,345
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1
27,617
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1
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22
0
0
0
0
0
0
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79
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2
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22
1
2
0
0
0
0
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0
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3
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22
2
2
0
0
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2
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2
2
22
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0
0
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655
1,669
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1
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2
2
22
0
0
0
0
0
0
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23
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0
0
0
0
0
78,379
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1
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23
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1
2
23
2
2
2
0
0
0
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1
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23
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24
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594
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100
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24
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36
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72,103
8,001
5,000
35,000
6,000
5,000
5,000
0
27,678
30,000
2
1
2
24
-1
0
0
0
0
0
1,991
2,621
4,211
4,709
4,805
2,848
2,000
2,000
1,000
96
0
3,000
0
27,679
130,000
2
3
1
23
0
0
0
0
0
0
109,592
113,508
115,633
96,898
46,425
0
5,733
5,659
4,680
2,325
0
0
0
27,680
20,000
2
2
2
24
0
-1
-1
0
-1
-1
4,261
7,830
17,213
4,781
3,178
15,834
7,830
17,221
1,203
3,178
15,834
0
0
27,681
20,000
2
1
2
23
-1
0
0
0
0
0
19,364
19,082
19,286
19,637
18,826
19,522
1,358
1,321
1,400
1,000
1,000
2,583
0
27,682
60,000
2
2
1
23
0
0
0
0
2
2
59,408
58,844
43,427
30,408
30,632
30,021
2,230
2,000
4,300
1,000
0
2,000
0
27,683
30,000
2
1
2
24
0
0
2
2
-2
-2
27,660
28,780
780
0
0
0
2,000
0
0
0
0
0
0
27,684
30,000
2
2
2
22
2
0
0
0
0
0
27,987
25,690
27,032
28,070
29,402
29,854
1,420
1,762
1,800
2,089
1,059
1,123
1
27,685
120,000
2
2
2
24
0
0
0
0
0
0
55,829
53,799
53,021
53,216
49,194
48,487
2,000
2,600
4,241
1,700
2,500
1,500
0
27,686
30,000
2
2
2
24
0
0
0
0
2
2
20,367
21,882
22,929
25,433
26,228
25,679
2,000
1,696
3,200
1,500
0
4,306
0
27,687
30,000
2
1
2
24
0
0
0
0
0
0
26,094
27,095
28,158
29,385
29,665
30,446
1,440
1,503
1,730
1,010
1,206
1,949
0
27,688
60,000
2
2
1
24
0
0
0
0
0
2
23,851
24,404
21,849
18,474
15,488
11,348
1,700
2,000
1,200
1,000
0
3,500
1
27,689
50,000
2
2
2
25
0
0
0
0
0
0
45,688
47,122
48,888
37,264
17,486
18,348
2,500
3,000
2,000
1,000
1,000
1,000
1
27,690
30,000
2
2
2
25
0
0
0
0
0
0
8,935
9,948
10,971
11,982
12,219
12,475
1,165
1,188
1,199
436
452
458
0
27,691
270,000
2
1
2
25
-1
-1
-1
-1
-1
-1
4,999
5,588
3,366
0
2,192
0
5,588
3,366
0
2,192
0
18,192
0
27,692
360,000
2
1
2
25
0
0
0
0
0
0
160,411
163,079
166,445
168,301
171,870
175,458
6,200
6,200
4,768
5,000
5,000
5,023
0
27,693
450,000
2
3
2
26
0
0
0
0
0
0
28,765
24,672
23,095
20,776
6,189
2,396
1,714
2,012
1,107
21
512
81,081
0
27,694
50,000
2
1
2
25
-1
2
-1
-1
-1
-1
9,040
3,020
2,262
2,185
0
5,918
0
2,262
2,185
0
5,918
0
0
27,695
50,000
2
3
2
25
0
0
0
0
0
0
27,232
26,777
27,129
26,613
26,057
25,924
1,439
1,464
1,401
908
935
924
0
27,696
120,000
2
1
2
25
0
0
0
0
0
0
58,106
53,974
51,786
43,180
41,469
42,004
2,000
3,000
3,000
4,000
4,000
2,000
0
27,697
40,000
2
1
2
26
1
2
2
2
0
0
7,904
7,628
10,270
9,961
10,495
12,161
0
2,775
0
1,000
2,000
1,800
1
27,698
140,000
2
2
1
24
0
0
0
0
0
0
62,755
64,001
65,341
66,674
68,003
69,424
2,285
2,365
2,413
2,431
2,514
3,000
0
27,699
200,000
2
2
1
25
-2
-2
-2
-2
-2
-2
0
0
1,257
0
0
0
0
1,257
0
0
0
0
0
27,700
30,000
2
2
2
25
-1
-1
0
0
0
0
415
150
150
150
150
150
150
0
0
0
0
0
0