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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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2
1
35
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776
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1,172
380
1,172
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776
1,172
380
776
1
1,802
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3
1
47
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1,051
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291
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671
671
291
1,051
291
671
1,051
0
1,803
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3
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0
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1
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31
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10,350
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1
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2
1
30
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2,419
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1,808
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27
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0
23,165
24,515
25,592
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0
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2
2
35
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0
101,038
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65,341
66,277
4,215
3,221
2,066
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0
1,810
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1
2
46
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33,332
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1,811
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36
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3,152
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53
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2
2
39
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0
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62,813
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2
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27
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2
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37
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0
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0
0
0
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0
1,816
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1
1
2
23
0
0
0
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2
2
60,130
59,744
44,031
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38
4
70
0
1,817
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1
1
1
40
1
-1
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0
567
4,027
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2
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44
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816
803
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2,311
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236
0
1,819
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1
1
32
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0
0
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23,351
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0
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0
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1
2
41
0
0
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0
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22,349
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1,012
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17,000
3,322
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2,633
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1,821
120,000
1
1
1
54
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0
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390
390
390
1,878
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930
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390
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0
930
0
1
1,822
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2
1
2
29
0
0
0
0
0
0
48,088
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44,231
32,489
26,354
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0
1,823
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3
1
61
0
0
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0
42,200
0
0
0
15,883
16,617
0
0
0
15,883
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792
0
1,824
200,000
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3
2
30
0
0
0
0
0
0
185,723
166,726
160,181
161,469
104,232
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1,825
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3
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23
2
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254
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30
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23,900
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150
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150
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35
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3
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32
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6
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32
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31
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26
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3
2
32
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2
22
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0
0
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0
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2
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34
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32
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38
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0
0
0
0
0
48,797
47,153
43,238
17,253
16,307
16,651
1,864
1,811
594
587
1,000
1,000
0
1,878
310,000
1
2
1
29
0
0
0
0
0
0
31,132
45,718
62,992
62,473
69,837
69,898
20,000
20,000
2,500
11,056
3,000
4,377
0
1,879
300,000
2
1
1
31
-2
-2
-1
0
0
0
0
1,110
12,192
7,639
1,722
4,064
1,110
12,192
300
191
4,064
390
0
1,880
30,000
2
2
2
47
2
2
2
2
2
2
16,039
17,080
17,302
17,521
17,893
18,252
1,600
800
800
800
800
0
1
1,881
90,000
2
3
1
40
0
0
0
0
0
0
89,928
81,721
76,947
46,589
47,730
49,488
3,416
4,142
1,700
1,888
2,710
1,500
0
1,882
150,000
2
2
1
34
2
2
2
0
0
0
39,465
42,829
41,845
42,844
43,999
45,110
4,000
0
2,000
2,000
2,000
2,000
1
1,883
90,000
1
1
2
25
0
0
0
0
0
0
32,755
31,325
28,034
29,753
30,601
33,083
2,000
3,000
2,000
3,000
3,000
1,000
0
1,884
80,000
2
3
2
65
0
0
0
0
0
0
84,985
84,247
81,619
30,095
20,639
7,849
4,000
2,048
1,300
1,700
401
180
0
1,885
100,000
2
1
2
28
-1
-1
-1
-1
-1
-1
555
712
712
712
862
712
712
712
712
862
712
1,840
1
1,886
10,000
1
2
2
33
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
1,887
210,000
1
1
2
31
0
0
0
0
0
0
161,159
165,071
173,443
179,686
197,458
138,218
8,000
13,000
10,000
20,000
7,000
7,000
0
1,888
170,000
2
2
1
41
0
-1
-1
-1
-1
0
21,170
9,698
7,360
6,380
11,937
6,378
9,734
7,373
6,380
11,937
1,000
6,881
0
1,889
90,000
2
2
1
32
1
2
2
2
2
2
85,997
83,779
88,577
86,365
91,105
89,347
0
7,200
0
6,200
24
3,300
0
1,890
210,000
2
3
2
36
1
-1
-1
-2
-1
-1
0
4,866
0
0
5,916
0
4,866
0
0
5,916
0
0
1
1,891
50,000
2
1
2
26
0
0
0
0
0
0
36,806
38,212
39,141
35,524
30,842
17,043
2,000
2,000
8,156
30,000
1,644
1,209
0
1,892
150,000
1
1
1
30
1
-1
2
-1
-1
-1
-819
35,457
819
2,145
17,000
23,698
36,276
0
2,145
17,000
23,698
411
0
1,893
80,000
2
1
2
30
1
-1
-1
-1
-2
-2
0
1,313
880
0
0
0
1,313
883
0
0
0
0
0
1,894
130,000
2
1
1
38
0
0
0
-2
-2
-2
64,942
66,775
0
0
0
0
4,000
0
0
0
0
0
1
1,895
100,000
1
2
2
30
1
3
7
6
7
8
72,652
90,461
89,011
96,593
105,083
103,522
20,000
0
10,000
10,000
0
0
1
1,896
160,000
1
1
1
41
0
0
0
-2
-1
0
53,935
57,997
-3
-3
2,987
1,993
5,000
0
0
2,990
6
2,409
0
1,897
250,000
1
2
2
31
0
0
0
0
0
0
14,451
15,774
16,780
16,807
17,158
17,500
1,504
1,510
537
556
559
658
0
1,898
500,000
2
2
1
42
0
0
0
0
0
-1
60,246
74,832
126,778
82,611
71,338
29,756
40,000
85,000
139
20,000
29,761
70,000
0
1,899
260,000
1
2
2
32
0
0
0
0
0
0
106,093
95,060
90,948
84,986
84,491
72,248
4,410
6,500
9,500
10,000
9,000
8,000
0
1,900
50,000
2
2
1
44
-2
-2
-2
-2
-2
-2
1,473
390
390
390
390
0
390
390
390
390
0
780
0