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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
3,601
210,000
2
2
1
49
1
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0
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0
0
0
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360,000
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2
28
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0
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0
1
3,603
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4
1
29
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0
70,069
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65,691
67,150
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34
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0
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0
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31
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2
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3
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1
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59
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2
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35
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0
0
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218,615
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30,364
100,018
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0
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1
1
2
32
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0
0
0
0
-1
53,340
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69,195
59,169
12,056
10,032
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1
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28
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0
204,191
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185,587
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41
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2
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27
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0
0
2
2
72,991
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3
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38
0
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1
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32
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0
3,616
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1
3
1
39
0
0
0
0
0
0
475,934
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205,228
185,134
181,949
136,559
59,324
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1
2
29
0
0
0
0
0
0
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0
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3
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46
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0
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3
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41
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2
0
0
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390
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0
0
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1
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33
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693
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0
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0
1
3,621
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1
2
35
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0
0
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3,299
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978
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982
1,007
5
2,075
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0
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2
1
36
0
0
0
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0
0
54,717
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1
1
55
0
0
0
0
0
0
18,135
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1
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36
0
0
0
0
0
0
210,463
109,132
47,182
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24,511
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1
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2
1
48
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2
26
-1
-1
-1
-1
0
0
360
360
360
16,133
22,309
22,377
360
360
16,133
7,000
796
819
0
3,678
360,000
1
3
1
37
-1
-1
-1
-1
-1
-1
390
390
390
390
390
390
390
390
390
390
390
780
0
3,679
80,000
2
2
2
42
0
0
0
0
0
-2
16,959
17,910
14,919
15,375
-150
-150
1,235
1,369
825
0
0
0
0
3,680
130,000
2
1
2
29
-1
-1
0
0
0
-1
13,194
9,403
15,383
9,189
8,499
1,738
9,403
10,007
184
170
1,738
5,256
0
3,681
30,000
1
1
2
36
0
0
0
0
0
0
9,934
10,305
1,394
1,594
566
0
1,000
1,000
200
0
0
0
0
3,682
430,000
2
2
1
30
2
0
0
0
0
0
332,721
277,080
219,739
210,142
179,350
130,328
10,896
8,123
7,522
7,003
4,700
5,000
1
3,683
20,000
2
2
2
23
0
0
0
0
-1
2
16,641
17,969
18,635
-1,542
19,909
19,417
1,602
1,268
0
21,451
0
652
0
3,684
50,000
1
2
2
32
0
0
0
0
-2
-2
50,342
44,659
40,893
-45
-45
0
8,025
5,023
0
0
5,250
0
0
3,685
140,000
2
2
1
26
0
0
0
0
0
0
129,996
132,004
127,275
48,724
48,875
49,667
7,000
5,000
2,000
2,000
2,000
2,000
0
3,686
200,000
1
1
2
32
-1
-1
-1
-1
-1
-1
11,494
9,085
5,455
26,975
8,734
10,756
9,139
5,481
27,110
29,889
10,809
2,648
0
3,687
80,000
1
2
1
28
2
2
2
2
2
0
65,499
63,882
67,741
69,355
65,139
60,345
0
5,000
3,200
7
2,309
3,862
0
3,688
50,000
2
2
2
23
0
0
0
0
0
0
12,630
11,999
12,990
12,793
12,686
12,980
1,211
1,202
452
460
504
394
1
3,689
280,000
2
2
2
27
1
2
0
0
0
0
297,192
284,462
283,374
238,039
234,017
145,132
0
11,143
7,300
6,024
6,000
3,500
0
3,690
710,000
1
2
1
51
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
3,691
180,000
1
1
2
29
1
-1
-1
-1
-1
-1
0
100,000
0
7,632
0
6,071
100,000
0
7,632
0
6,071
0
0
3,692
500,000
1
1
2
39
-2
-2
-2
-2
-2
-2
12,106
12,559
18,993
50,199
22,879
16,070
13,351
18,997
50,933
24,652
18,060
3,306
0
3,693
360,000
1
2
2
33
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
3,694
50,000
1
1
2
29
-1
0
0
2
0
0
20,258
22,932
22,265
23,896
26,514
28,073
3,000
0
2,000
3,000
2,000
1,500
0
3,695
80,000
1
2
2
27
2
0
0
0
0
0
62,824
63,883
57,722
116,742
72,204
79,105
2,178
2,674
2,200
14,710
8,000
3,005
1
3,696
50,000
2
2
1
44
0
0
2
0
0
0
43,596
46,320
43,976
44,287
38,113
30,778
5,000
0
2,500
1,500
2,000
1,000
0
3,697
50,000
2
2
2
23
0
0
0
0
0
0
13,717
13,822
9,847
5,892
6,413
6,915
2,008
1,106
1,000
1,000
1,000
1,000
0
3,698
150,000
1
1
2
33
-1
2
-1
-1
-1
-1
1,532
1,000
1,430
810
786
447
0
1,430
810
786
447
2,215
0
3,699
360,000
1
2
2
28
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
3,700
50,000
2
2
1
32
0
0
0
0
0
0
49,547
49,740
50,275
20,089
19,964
19,918
2,100
2,097
1,289
712
713
1,000
0