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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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20,000
1
1
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29
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16,961
16,365
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556
19,967
1,742
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1,139
556
20,191
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0
0
2,902
210,000
1
1
1
39
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2
2
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2
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450
125
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325
1,000
0
0
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0
650
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2
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33
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3
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36
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2
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1
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2
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49
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1
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2
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35
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2
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2
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0
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1
2,910
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1
2
25
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2
29,664
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370
1,018
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20
878
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40
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0
0
40,561
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323
334
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1
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49
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1
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29
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3,026
1
2,914
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1
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45
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50
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2
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0
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2
2
29
1
2
0
0
0
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676
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264
19
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0
0
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3
2
26
8
7
6
5
4
3
43,340
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0
0
0
0
300
0
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2
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44
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0
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0
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0
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2
2
23
0
0
0
0
0
0
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1
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2
1
48
0
0
0
0
0
0
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3
1
53
0
0
0
0
0
0
49,466
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25,381
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330
430
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3
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48
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0
0
6,163
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0
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2
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23
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0
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2
2
26
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0
0
2
2
0
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2
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42
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32
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34
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24
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39
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1
3
2
32
0
-1
-1
-2
-2
-2
34,000
223
0
0
0
0
223
0
0
0
0
0
1
2,978
300,000
1
1
2
25
0
0
0
0
0
0
76,918
41,773
31,180
19,507
18,169
18,533
4,103
1,427
600
1,200
2,500
18,000
0
2,979
120,000
2
1
2
31
-1
-1
-1
-1
-1
-1
325
325
325
325
325
1,866
325
325
325
325
1,866
325
0
2,980
220,000
1
1
2
33
-2
-2
-2
-2
-1
0
3,233
2,106
666
1,064
707
9,213
2,108
1,332
1,064
707
9,325
1,500
0
2,981
50,000
1
1
2
27
0
0
0
0
-1
-1
50,459
36,307
27,713
3,807
2,746
625
1,600
3,071
500
2,800
900
100
0
2,982
100,000
1
2
1
43
1
-2
-2
-2
-1
0
0
0
0
0
551
551
0
0
0
551
0
0
0
2,983
170,000
2
1
2
30
-2
-2
-2
-2
-2
-2
3,733
1,958
5,956
1,836
3,959
1,285
1,958
5,956
1,842
3,959
1,285
0
0
2,984
360,000
2
1
2
37
-1
-1
-1
-1
-1
-1
3,355
5,865
3,300
6,290
8,220
28,410
5,865
3,300
6,290
8,220
28,410
4,845
0
2,985
180,000
2
2
2
43
0
0
0
-2
-2
-1
4,819
5,240
999
495
1,776
79,785
1,010
1,003
496
1,781
81,032
3,600
0
2,986
120,000
1
2
2
27
0
0
0
0
0
0
33,474
29,029
26,523
20,554
19,348
17,439
1,789
2,037
659
802
640
513
0
2,987
210,000
1
3
2
32
-2
-1
-1
-1
-1
-1
1,649
1,000
0
1,761
675
752
1,000
0
1,761
675
752
1,104
0
2,988
60,000
1
2
1
56
0
0
0
0
0
0
28,842
30,371
31,556
32,345
33,663
34,945
2,000
2,000
1,315
2,000
2,000
2,000
1
2,989
130,000
1
2
1
40
0
0
0
0
0
0
20,733
14,261
22,242
18,265
21,546
32,411
7,261
12,272
10,265
11,546
12,411
10,000
0
2,990
50,000
2
3
1
36
0
-1
0
0
0
0
3,781
1,710
25,967
17,227
15,714
15,876
1,710
25,000
754
600
800
1,900
0
2,991
50,000
2
3
1
52
1
2
0
0
2
2
30,505
29,731
31,062
33,231
33,736
33,042
0
1,831
3,000
1,182
0
1,228
1
2,992
100,000
2
1
1
33
-1
-1
-2
-2
-2
-2
3,976
0
0
0
0
0
0
0
0
0
0
402
1
2,993
150,000
2
3
1
43
0
0
0
0
0
0
90,606
93,496
94,196
91,550
89,586
88,300
4,348
3,229
3,150
3,348
3,244
8,778
0
2,994
240,000
1
2
1
38
2
-1
-1
0
0
-1
6,848
836
2,508
1,672
836
563
836
2,508
0
0
563
1,090
1
2,995
120,000
1
2
3
38
-2
-2
-2
-2
-2
-2
7,787
3,495
1,706
-4
-4
-4
3,505
1,711
0
0
0
0
0
2,996
80,000
2
2
1
32
-1
-1
-1
-1
-1
-1
199
199
199
199
0
22,109
199
199
199
0
22,109
45,352
1
2,997
210,000
2
2
1
27
2
2
0
0
0
0
174,134
167,095
161,573
122,362
116,243
108,414
16
6,800
3,800
5,134
4,000
4,000
1
2,998
80,000
2
2
2
37
-1
2
-1
0
0
0
1,118
1,102
10,512
19,529
27,167
30,878
0
10,512
9,529
8,167
5,000
6,220
0
2,999
50,000
2
2
1
38
0
0
2
0
0
0
20,838
23,204
22,538
22,864
23,495
24,100
3,000
0
1,000
1,000
1,000
1,000
1
3,000
50,000
2
2
3
52
0
0
0
0
0
0
50,671
50,525
38,240
18,443
20,065
20,296
1,844
1,292
804
5,717
823
1,299
0