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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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200,000
1
1
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31
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0
58,008
72,062
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20,000
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20,000
10,000
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0
6,102
230,000
1
1
1
33
0
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0
0
0
218,094
225,070
227,528
121,751
219,354
111,792
12,000
9,100
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2
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38
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47
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47
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1
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1
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35
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2
2
2
114,127
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1
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1
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39
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0
193,162
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31
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399
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399
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2
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36
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2
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4,400
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3
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23
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35
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0
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2
1
37
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0
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0
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0
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26
1
1
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0
0
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29
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0
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2
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24
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0
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2
2
2
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0
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2
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27
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0
0
0
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0
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1
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2
1
29
2
2
2
0
0
2
128,413
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1
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39
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2
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2
2
2
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1
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41
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0
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32
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-2
-2
-1
-1
-2
-1
-3
-3
1,130
3,525
0
2,116
0
1,133
3,525
0
2,116
7,442
0
6,180
90,000
1
3
2
29
0
0
0
0
0
0
83,683
65,192
46,273
46,979
48,139
44,432
4,000
3,000
1,700
2,000
1,591
2,647
0
6,181
150,000
2
1
1
29
-1
-1
-1
-1
-1
0
598
3,188
33,850
4,625
1,035
520
3,188
33,850
4,625
1,035
0
0
1
6,182
100,000
2
2
1
35
3
3
2
2
0
0
61,089
59,556
60,486
58,296
33,247
34,118
0
2,525
0
1,206
1,423
3,400
1
6,183
70,000
2
1
2
24
2
2
2
0
0
0
26,410
31,128
24,486
21,879
13,127
14,149
5,190
42
3,000
3,000
1,400
2,000
1
6,184
430,000
2
2
2
27
-2
-2
-2
-2
-2
-2
263
263
4,119
4,390
20,952
15,562
1,764
4,120
535
20,990
2,506
500
1
6,185
150,000
1
1
2
31
0
-1
-1
0
0
0
64,378
14,054
140,230
98,674
107,664
111,561
14,127
140,951
10,000
10,000
5,219
50,005
0
6,186
50,000
1
1
2
48
0
0
-1
0
0
0
53,540
53,321
49,263
29,063
26,644
27,201
1,066
50,045
992
1,000
1,000
1,008
0
6,187
200,000
1
1
2
33
-2
-2
-2
-2
-2
-2
-18
-18
-18
-18
-18
-18
0
0
0
0
0
0
1
6,188
150,000
2
2
1
28
0
0
0
0
0
0
19,946
18,646
13,086
13,086
3,555
0
2,000
1,500
1,500
1,000
0
0
0
6,189
50,000
1
2
2
25
0
0
0
0
0
0
5,832
33,559
32,774
23,113
19,852
17,308
30,074
1,800
1,000
700
1,000
1,000
0
6,190
300,000
1
1
2
31
0
0
-1
0
-1
-1
16,772
943
38,450
29,925
33,769
21,020
934
38,500
29,700
33,769
21,020
5,418
0
6,191
50,000
2
2
1
44
0
0
0
0
0
0
45,578
41,906
35,703
22,360
23,659
27,421
3,016
5,003
3,000
3,000
5,000
924
0
6,192
30,000
1
1
2
30
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
6,193
380,000
1
1
1
53
1
-1
-1
-1
-1
-1
0
767
4,090
9,471
1,993
1,164
767
4,090
9,476
1,993
1,164
3,514
0
6,194
70,000
2
1
1
45
1
2
2
0
0
0
69,794
70,756
65,348
58,253
35,943
27,930
3,000
0
3,000
5,943
10,000
2,249
0
6,195
360,000
1
2
2
28
0
0
-1
0
0
0
19,390
22,726
12,148
12,885
12,994
15,320
7,113
12,163
3,787
714
5,369
10,026
0
6,196
50,000
1
2
2
41
0
0
0
0
0
0
41,993
43,163
36,546
6,421
5,263
-12
1,942
1,725
1,000
400
0
0
0
6,197
20,000
2
1
2
30
1
2
2
-1
0
-1
11,730
7,221
0
3,041
3,041
1,326
1,712
0
3,041
0
1,326
0
0
6,198
80,000
2
2
2
27
0
0
0
0
0
0
80,088
81,371
79,183
64,862
58,651
55,230
4,791
2,418
2,118
2,066
2,150
3,000
0
6,199
30,000
1
2
1
49
0
0
2
2
0
0
12,855
16,012
16,453
15,891
16,224
16,710
3,690
1,000
0
589
756
1,500
0
6,200
50,000
2
3
2
55
0
0
0
0
0
0
51,682
37,869
27,114
29,625
32,788
28,668
3,960
7,232
11,000
15,788
13,668
4,490
0