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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
29,901
20,000
1
2
2
29
0
0
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-2
16,809
0
0
0
0
0
0
0
0
0
0
0
1
29,902
50,000
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2
2
29
1
2
0
0
0
0
50,845
48,750
103,486
50,590
50,248
49,387
0
6,556
3,250
1,563
1,208
781
0
29,903
170,000
1
3
2
30
0
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0
0
0
0
10,392
168,088
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161,351
126,198
124,746
168,096
6,409
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0
29,904
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1
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30
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27,378
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99
172,104
10,018
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99
99
172,104
30,013
0
29,905
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3
2
30
0
0
0
0
0
0
54,952
56,021
54,126
58,732
59,306
59,728
2,600
4,553
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1,462
1
29,906
50,000
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3
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30
1
2
2
0
0
0
17,479
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0
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727
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1
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3
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29
0
0
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0
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106,556
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46,060
81,620
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3,279
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0
29,908
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1
2
29
0
0
2
2
2
0
64,826
72,951
62,848
60,645
57,554
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10,589
34
4,400
0
2,000
1,900
1
29,909
140,000
1
1
2
29
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-2
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-2
0
0
0
0
0
0
0
0
0
0
0
0
1
29,910
360,000
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1
2
32
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-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
29,911
310,000
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2
2
30
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167
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780
0
0
291
0
1,003
0
0
291
173
0
29,912
210,000
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2
1
31
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0
326
326
326
326
652
326
326
326
326
652
0
326
1
29,913
450,000
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1
2
31
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0
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0
0
0
0
29,914
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1
2
34
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0
0
0
0
23,396
25,723
49,223
66,006
47,412
29,290
25,748
30,029
27,417
1,016
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260
0
29,915
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1
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32
0
0
0
0
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38,770
3,914
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1,000
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0
29,916
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2
2
32
2
0
0
0
0
0
9,299
9,576
9,028
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9,990
1,132
1,384
1,000
196
200
0
0
29,917
330,000
1
2
2
33
0
0
0
0
0
0
50,999
50,055
47,398
40,334
34,443
33,898
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0
29,918
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1
2
33
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3
2
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0
0
31,724
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0
0
0
31,200
541
0
0
1
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1
2
33
0
0
0
0
0
0
144,706
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127,014
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110,396
6,388
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0
29,920
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3
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37
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2
2
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3,057
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0
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0
0
1,250
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0
1
29,921
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5
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45
2
0
0
0
0
0
71,927
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75,373
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51,020
0
3,000
3,428
2,002
1,023
0
0
1
29,922
410,000
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1
2
34
0
0
0
-1
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468,749
411,016
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1,467
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17,259
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1,474
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0
0
1
29,923
150,000
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2
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35
1
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0
0
29,924
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1
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35
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200
317
12,349
0
326
105
317
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0
326
105
200
0
29,925
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2
1
40
0
0
0
0
0
0
49,073
49,531
44,002
44,356
19,344
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1,691
1,942
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693
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0
29,926
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1
2
36
0
0
0
0
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3
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46
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3
2
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0
0
53,418
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7
1,104
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400
204
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38
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42
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303
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41
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42
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48
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0
0
131,939
136,721
140,011
141,695
144,839
147,954
7,000
7,000
5,500
5,500
5,600
5,000
0
29,979
310,000
1
2
1
39
0
0
0
0
0
0
238,973
237,196
233,854
219,409
216,540
210,675
10,029
9,218
10,029
8,049
8,040
10,059
0
29,980
180,000
1
1
1
32
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
29,981
50,000
1
3
2
42
0
0
0
0
0
0
43,998
49,123
49,397
50,360
19,971
19,694
10,000
4,000
5,000
3,000
4,500
2,000
0
29,982
50,000
1
2
1
44
1
2
2
2
0
0
38,671
36,772
33,101
28,192
22,676
14,647
2,300
1,700
0
517
503
585
0
29,983
90,000
1
2
1
36
0
0
0
0
0
0
7,752
9,112
10,306
11,328
12,036
14,329
1,500
1,500
1,500
1,200
2,500
0
1
29,984
20,000
1
2
1
44
-2
-2
-2
-2
-2
-2
1,822
2,872
2,712
2,882
9,235
1,719
2,890
2,720
2,890
9,263
1,824
1,701
0
29,985
30,000
1
2
2
38
-1
-1
-2
-1
-1
-1
315
923
2,939
1,993
1,907
3,319
923
2,977
1,999
3,057
3,319
1,000
0
29,986
240,000
1
1
2
30
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
29,987
360,000
1
1
2
35
-1
-1
-2
-2
-2
-2
2,220
0
0
0
0
0
0
0
0
0
0
0
0
29,988
130,000
1
1
2
34
0
0
0
0
0
0
23,292
14,077
15,546
108,047
93,708
97,353
3,000
2,000
93,000
4,000
5,027
4,005
0
29,989
250,000
1
1
1
34
0
0
0
0
0
0
279,640
252,913
243,075
245,750
175,005
179,687
65,000
8,800
9,011
6,000
7,000
6,009
0
29,990
150,000
1
1
2
35
-1
-1
-1
-1
-1
-2
3,425
9,009
-3
780
0
0
9,054
0
783
0
0
0
0
29,991
140,000
1
2
1
41
0
0
0
0
0
0
138,325
137,142
139,110
138,262
49,675
46,121
6,000
7,000
4,228
1,505
2,000
2,000
0
29,992
210,000
1
2
1
34
3
2
2
2
2
2
2,500
2,500
2,500
2,500
2,500
2,500
0
0
0
0
0
0
1
29,993
10,000
1
3
1
43
0
0
0
-2
-2
-2
8,802
10,400
0
0
0
0
2,000
0
0
0
0
0
0
29,994
100,000
1
1
2
38
0
-1
-1
0
0
0
3,042
1,427
102,996
70,626
69,473
55,004
2,000
111,784
4,000
3,000
2,000
2,000
0
29,995
80,000
1
2
2
34
2
2
2
2
2
2
72,557
77,708
79,384
77,519
82,607
81,158
7,000
3,500
0
7,000
0
4,000
1
29,996
220,000
1
3
1
39
0
0
0
0
0
0
188,948
192,815
208,365
88,004
31,237
15,980
8,500
20,000
5,003
3,047
5,000
1,000
0
29,997
150,000
1
3
2
43
-1
-1
-1
-1
0
0
1,683
1,828
3,502
8,979
5,190
0
1,837
3,526
8,998
129
0
0
0
29,998
30,000
1
2
2
37
4
3
2
-1
0
0
3,565
3,356
2,758
20,878
20,582
19,357
0
0
22,000
4,200
2,000
3,100
1
29,999
80,000
1
3
1
41
1
-1
0
0
0
-1
-1,645
78,379
76,304
52,774
11,855
48,944
85,900
3,409
1,178
1,926
52,964
1,804
1
30,000
50,000
1
2
1
46
0
0
0
0
0
0
47,929
48,905
49,764
36,535
32,428
15,313
2,078
1,800
1,430
1,000
1,000
1,000
1