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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
3,901
130,000
1
3
1
48
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0
0
0
0
0
68,629
57,168
58,103
58,595
59,822
55,572
2,187
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2,000
2,053
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3,002
0
3,902
50,000
2
2
2
27
1
2
2
2
2
2
8,951
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9,751
11,585
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200
1,500
0
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0
1,600
1
3,903
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2
1
33
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0
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528
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569
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0
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313
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3
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30
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2
0
0
0
0
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60,565
54,651
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31
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0
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450,000
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2
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46
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130
1,926
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1
2
29
1
2
2
0
0
0
12,517
13,027
12,421
6,105
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1,006
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0
0
0
0
1
3,909
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2
2
24
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0
0
0
0
0
47,530
46,155
28,650
19,659
19,802
19,699
1,537
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688
713
858
660
0
3,910
220,000
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2
2
30
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2
-1
2
2
776
1,552
776
221,876
223,986
204,957
1,552
0
221,876
7,500
4
10,000
1
3,911
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2
1
32
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2
390
390
390
390
930
390
390
390
390
930
0
780
1
3,912
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2
1
2
27
1
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0
0
0
0
0
0
0
0
0
0
0
0
0
3,913
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2
1
26
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0
0
0
67,692
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2,763
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700
700
700
0
3,914
390,000
1
1
1
44
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0
0
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4,197
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63,661
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61,357
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3,915
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2
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43
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0
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0
128,947
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3,916
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2
1
32
0
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101,403
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67,372
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67,372
66,666
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0
3,917
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3
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26
2
0
0
0
0
0
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49,139
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1
3,918
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1
1
1
37
0
0
0
0
0
0
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3,919
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3
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43
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0
0
0
0
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1
2
26
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0
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0
20,000
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2
1
2
35
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-2
2,630
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0
0
0
0
0
0
0
0
1
3,922
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1
1
2
25
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0
13,350
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3
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42
0
0
0
0
0
0
17,775
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3
1
41
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0
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35
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0
0
0
0
0
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25
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24
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27
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36
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1,692
1,033
122
78
299
9,292
0
3,978
310,000
2
2
1
41
-1
-1
-1
-1
-1
-1
530
7,233
4,158
8,408
542
2,314
7,233
4,318
8,408
542
2,314
648
0
3,979
10,000
1
2
2
22
0
0
0
0
0
0
9,358
7,926
9,310
9,500
9,700
10,000
1,216
2,800
190
200
300
0
0
3,980
260,000
2
1
2
31
0
0
0
0
0
0
181,679
187,642
190,152
186,696
188,632
190,948
8,900
7,200
6,800
7,100
7,200
6,500
0
3,981
180,000
2
3
2
26
0
0
0
0
0
0
71,702
66,234
57,253
53,736
46,213
39,701
2,950
2,200
2,000
5,000
2,000
2,300
1
3,982
20,000
1
3
2
26
-1
-1
-1
-2
-2
-2
96
780
0
0
0
0
1,560
0
0
0
0
0
0
3,983
360,000
2
1
2
28
-2
-2
-2
-2
-2
-2
2,400
2,500
0
0
0
0
2,500
0
0
0
0
0
0
3,984
80,000
2
1
1
30
0
0
0
0
0
2
65,622
67,265
67,382
51,958
55,196
54,235
3,300
2,100
2,000
4,000
0
3,000
0
3,985
450,000
2
2
1
44
0
0
0
0
0
0
10,716
12,254
12,815
17,782
9,074
8,490
8,000
5,000
7,000
3,000
2,000
1,626
0
3,986
30,000
2
2
2
22
0
0
0
0
0
0
30,190
28,985
28,724
29,357
30,188
26,316
1,532
2,169
1,000
1,200
2,000
1,500
1
3,987
500,000
1
1
1
39
0
0
0
0
-1
-1
26,501
21,340
11,003
1,848
1,116
927
1,261
5,901
46
1,121
947
201,323
0
3,988
210,000
2
1
1
34
0
0
0
0
0
0
146,756
150,057
153,238
156,384
160,056
163,188
5,500
5,510
5,500
6,000
6,000
6,000
0
3,989
300,000
1
3
2
64
-1
-1
-1
-1
-1
-1
1,068
1,168
1,005
1,372
1,610
1,355
1,168
1,005
1,372
1,610
1,355
1,426
0
3,990
100,000
1
4
1
52
0
0
0
0
0
0
90,939
83,090
63,145
56,962
52,385
22,543
3,467
2,000
1,476
4,992
808
1,000
1
3,991
240,000
1
1
1
47
1
2
2
2
2
2
138,103
134,976
137,251
144,457
147,604
145,071
500
6,000
11,000
5,600
0
11,077
1
3,992
50,000
2
2
2
56
0
0
-1
0
0
-1
30,121
31,295
19,100
18,900
0
3,900
2,295
19,100
0
0
3,900
0
0
3,993
20,000
1
2
2
22
3
2
2
3
2
2
17,710
17,137
19,830
19,240
18,419
20,126
0
3,000
0
0
2,000
0
1
3,994
110,000
2
2
2
23
0
0
0
0
-1
0
1,877
2,507
1,320
1,270
63,697
51,866
1,000
1,000
100
63,697
2,427
2,050
1
3,995
200,000
1
1
3
43
-1
-1
-1
-1
-1
0
9,873
-709
10,291
0
582
291
0
11,000
0
873
0
291
0
3,996
220,000
1
3
2
33
1
-1
-1
0
0
0
-117
487
2,879
4,483
6,087
-273
1,000
3,000
2,000
2,000
0
2,000
0
3,997
50,000
2
2
2
43
0
0
0
0
0
0
9,784
11,578
7,384
13,479
6,734
6,801
2,303
2,095
500
1,000
500
500
1
3,998
60,000
1
2
2
26
0
0
0
0
0
0
40,171
37,274
30,203
30,809
33,323
33,190
1,491
2,000
1,092
3,000
1,353
2,000
0
3,999
20,000
2
1
2
23
2
2
2
2
2
2
9,736
12,759
12,459
12,957
13,104
12,744
3,500
200
1,000
500
0
1,000
1
4,000
170,000
1
2
2
39
-1
-1
-1
0
-1
2
2,429
8,054
4,380
316
6,131
5,612
8,077
4,380
0
6,131
0
3,000
1