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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
1
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1
24
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2
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0
689
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0
1
2
120,000
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2
2
26
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3
90,000
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34
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28
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260,000
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14
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2
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30
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2
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2
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23
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2
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0
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17
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24
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0
2
2
2
2
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18
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1
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49
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20
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21
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3
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39
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33,764
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22
120,000
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2
1
39
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316
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632
316
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1
23
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2
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26
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2
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24
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1
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40
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0
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0
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25
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1
2
23
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0
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26
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3
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23
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0
0
0
0
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1
80
240,000
2
2
2
44
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
81
470,000
2
3
3
33
0
0
0
0
0
0
165,254
157,784
162,702
69,923
29,271
29,889
6,400
7,566
3,000
960
1,000
3,000
0
82
360,000
2
1
2
26
0
0
0
0
0
-1
23,411
27,796
30,400
33,100
180,000
196
4,796
3,400
3,100
146,900
196
2,963
0
83
60,000
1
3
2
30
0
0
0
0
0
0
26,324
27,471
28,108
21,993
19,899
19,771
1,576
1,213
648
768
1,140
0
1
84
400,000
2
2
1
44
0
0
2
0
0
0
131,595
139,060
126,819
104,430
104,990
94,058
10,700
3
3,050
3,000
3,200
2,800
0
85
50,000
2
3
2
49
0
0
0
0
0
0
48,909
47,863
21,489
20,414
19,342
19,482
1,676
1,302
700
699
849
826
0
86
160,000
1
2
2
33
0
0
0
0
0
0
130,028
107,808
71,934
118,418
118,407
120,418
4,400
3,547
80,000
4,500
4,800
4,500
0
87
360,000
2
1
1
45
-1
-1
2
0
-1
-1
390
1,170
780
390
390
390
1,170
0
0
390
390
390
1
88
160,000
2
2
2
32
0
0
0
0
0
-1
3,826
4,751
6,604
8,604
7,072
766
1,147
2,000
2,000
0
766
2,303
0
89
130,000
2
1
1
35
0
0
0
-1
-1
-1
81,313
117,866
17,740
1,330
7,095
1,190
40,000
5,000
1,330
7,095
1,190
2,090
0
90
20,000
1
3
2
44
2
2
0
0
0
2
8,583
8,303
9,651
10,488
12,314
11,970
0
1,651
1,000
2,000
0
1,500
0
91
200,000
1
1
1
53
2
2
2
2
2
2
138,180
140,774
142,460
144,098
147,124
149,531
6,300
5,500
5,500
5,500
5,000
5,000
1
92
280,000
2
1
2
39
-1
-1
-1
0
0
-2
7,524
0
3,968
3,868
0
0
0
3,968
0
0
0
0
0
93
100,000
2
1
2
27
-2
-2
-2
-2
-2
-2
-2,000
5,555
0
0
0
0
7,555
0
0
0
0
0
0
94
160,000
2
2
1
37
-1
-1
-1
-1
-1
-2
880
1,602
840
840
0
0
1,602
840
840
0
0
7,736
0
95
60,000
2
2
2
23
0
0
0
0
0
0
45,648
46,850
47,214
19,595
19,209
19,323
1,937
1,301
682
690
816
835
0
96
90,000
1
2
2
35
0
0
0
0
0
0
83,725
85,996
87,653
35,565
30,942
30,835
3,621
3,597
1,179
1,112
1,104
1,143
0
97
360,000
1
1
1
43
-1
-1
-1
-1
-1
0
3,967
8,322
3,394
6,451
26,370
9,956
8,339
3,394
12,902
27,000
0
68,978
0
98
150,000
1
1
2
27
0
0
0
0
0
0
86,009
86,108
89,006
89,775
87,725
40,788
4,031
10,006
3,266
4,040
1,698
800
0
99
50,000
2
3
1
22
0
0
0
0
0
0
18,722
18,160
16,997
13,150
8,866
7,899
1,411
1,194
379
281
321
197
0
100
20,000
1
2
1
38
0
0
0
0
0
-1
17,973
19,367
19,559
18,240
17,928
150
1,699
1,460
626
1,750
150
0
1