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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
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110,000
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28
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0
107,560
100,395
79,889
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72,754
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1
26,702
210,000
1
1
1
29
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2
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0
0
26,845
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8,097
7,902
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66
2,524
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291
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26,703
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2
29
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2
2
2
2
2
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593
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2
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29
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0
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3
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27
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26
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2
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2
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27
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2
2
2
2
2
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26,717
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1
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28
0
0
0
0
0
0
325,669
206,515
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2
22
0
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46
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0
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2
2
23
0
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25
1
2
0
0
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2
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1
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2
2
26
0
0
0
0
0
0
47,052
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605
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633
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26,722
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2
2
25
0
0
0
0
0
0
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26
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0
189
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0
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2
26
0
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0
2
0
0
38,131
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27
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100,000
1
2
2
28
0
0
2
0
0
0
82,238
100,753
93,209
89,813
55,359
32,227
20,000
0
3,501
3,021
5,011
53,408
0
26,778
260,000
1
1
2
29
-1
-1
-1
-1
-1
-1
396
792
4,970
4,012
3,651
5,600
792
4,970
4,012
3,651
5,600
396
1
26,779
240,000
1
1
2
29
0
-1
-1
-1
-1
-1
13,980
9,969
1,276
0
8,621
0
9,969
1,276
0
8,621
0
1,300
0
26,780
50,000
1
2
2
29
1
2
2
0
0
2
12,460
13,489
12,987
13,699
15,868
15,474
1,530
0
1,234
2,403
0
711
0
26,781
400,000
1
1
1
30
0
0
0
0
0
-2
12,820
15,463
50,040
22,072
6,712
5,286
5,427
37,505
10,077
233
5,312
6,991
0
26,782
70,000
1
1
2
27
0
0
2
4
3
3
51,923
55,699
61,285
59,727
60,669
59,442
5,265
7,064
0
2,500
0
0
1
26,783
280,000
1
3
2
30
0
0
0
0
0
0
104,252
107,034
109,958
112,850
115,092
117,496
4,510
4,654
4,730
4,119
4,258
4,292
0
26,784
80,000
1
1
2
30
-1
0
0
0
0
0
40,276
41,897
45,535
45,954
47,706
49,235
5,000
7,000
4,000
5,000
5,000
2,029
0
26,785
160,000
1
2
2
26
4
3
3
3
2
2
152,924
152,142
155,201
157,202
153,311
162,973
3,200
7,000
6,000
0
12,000
0
1
26,786
130,000
1
2
2
28
2
2
2
2
0
0
132,968
134,505
135,624
129,959
93,360
90,040
6,700
6,200
0
3,500
3,238
3,216
0
26,787
180,000
1
1
2
29
-1
-1
-1
-1
-1
-1
3,810
6,406
629
11,542
2,348
122
6,406
629
11,545
2,348
122
0
0
26,788
360,000
1
1
2
28
-2
-2
-2
-2
-2
-2
8,840
4,951
-17
1,815
1,035
460
4,951
0
1,832
1,035
460
635
0
26,789
260,000
1
1
2
29
0
0
0
0
0
0
256,503
254,732
244,860
245,165
236,120
237,705
9,248
9,021
8,767
8,317
8,736
10,025
1
26,790
50,000
1
3
2
29
1
-1
-1
-1
-1
-1
0
1,899
832
0
1,662
4,537
1,899
832
0
1,662
4,537
2,943
0
26,791
80,000
1
2
1
27
-1
0
0
0
0
0
79,690
80,976
57,827
46,390
45,354
43,112
3,181
2,050
1,684
1,564
1,558
2,000
0
26,792
230,000
1
1
2
26
0
0
0
0
0
0
42,314
37,735
32,358
114,443
111,520
105,779
1,804
2,713
106,028
3,827
5,060
30,000
0
26,793
70,000
1
2
2
26
1
2
2
2
0
0
71,160
67,381
72,192
70,444
71,900
0
0
6,516
0
3,300
0
500
0
26,794
270,000
1
2
2
27
0
0
0
0
0
0
24,689
29,520
29,722
36,276
19,065
17,937
10,058
10,339
10,034
54
10,088
6,368
0
26,795
220,000
1
1
2
27
0
0
-1
-1
-1
-1
34,686
8
1,744
55,164
49,967
7,839
8
2,178
55,200
50,148
10,107
0
0
26,796
260,000
1
2
1
28
0
0
0
0
0
0
226,244
230,647
211,483
153,072
156,149
144,646
8,304
10,044
6,000
5,576
6,000
6,200
0
26,797
160,000
1
1
2
28
-2
-2
-2
-2
-2
-2
2,235
13,695
390
4,080
3,390
390
13,695
390
4,080
3,390
390
390
0
26,798
280,000
1
1
1
34
-1
-1
-1
-2
-1
0
441
76
-21
-21
15,237
7,345
76
0
0
15,258
36
0
0
26,799
230,000
1
1
2
27
0
0
0
0
0
0
8,786
9,865
10,644
12,414
15,982
13,324
2,500
2,000
2,000
4,000
2,300
3,000
0
26,800
40,000
1
1
2
31
0
0
-1
-1
0
0
8,368
1,884
200
2,601
1,759
-125
1,000
200
2,601
100
0
2,412
0