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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
5,101
360,000
2
1
1
48
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2,119
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711
875
3
0
0
714
879
1,519
0
5,102
140,000
2
2
1
35
-1
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-1
4,694
4,340
4,332
4,058
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4,345
4,340
4,332
4,172
5,544
4,345
2,178
1
5,103
130,000
1
1
2
25
1
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33
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5,005
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4,101
3,771
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46,438
0
5,105
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3
2
40
0
0
0
0
0
0
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60,190
25,126
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27,726
14,011
14,494
6,019
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0
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2
3
45
0
0
0
0
0
0
28,219
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5
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35
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0
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2
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29
0
0
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2
0
0
172,271
179,760
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142,201
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0
5,245
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1
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2
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25
0
0
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0
0
0
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53,384
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2,000
0
5,110
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2
2
39
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0
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8,386
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341
341
341
343
341
341
341
341
343
1,977
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5,111
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31
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0
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62,737
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0
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0
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30
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0
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0
0
0
0
0
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1
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33
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0
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2
2
2
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0
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3
2
36
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2
2
2
2
2
25,437
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1
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1
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24
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0
5,116
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2
2
31
5
4
3
4
3
2
21,763
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0
549
0
0
0
0
0
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2
2
29
2
2
2
0
0
0
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0
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1
2
38
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0
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0
0
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0
0
28,666
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1
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29
0
0
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0
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0
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1
47
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0
0
0
0
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2
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37
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0
0
0
0
0
69,012
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64,131
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58,987
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1
1
37
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2
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446
123
123
200
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280
0
123
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123
280
151
1
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2
2
23
0
0
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2
0
0
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0
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610
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1
1
47
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0
3,312
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0
0
0
1
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1
1
40
1
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0
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0
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34
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23
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42
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1
1
50
2
2
2
2
2
2
69,518
71,443
72,413
73,366
74,830
76,237
3,500
2,600
2,600
2,650
2,650
3,000
1
5,179
260,000
1
1
1
39
0
0
0
0
0
0
259,394
264,334
263,431
253,596
258,387
259,118
9,876
10,020
9,900
9,331
9,307
9,676
0
5,180
200,000
1
2
2
27
0
0
0
0
0
2
233,637
175,918
181,089
183,180
192,223
189,681
7,000
8,100
6,600
12,000
0
6,054
1
5,181
340,000
2
1
2
47
0
0
0
0
0
0
326,065
339,260
332,032
280,450
282,510
281,197
20,070
12,747
9,582
20,070
18,092
20,102
1
5,182
200,000
2
2
1
47
-1
-1
0
0
0
0
528
13,921
14,943
14,692
14,733
14,820
13,921
1,528
500
528
655
284
0
5,183
150,000
2
1
1
36
-1
-1
-1
-1
-1
-1
13,447
17,877
25,172
4,694
6,292
13,943
17,914
25,349
4,694
6,324
14,433
17,378
0
5,184
100,000
1
2
1
40
0
0
0
-1
-1
-1
99,958
76,554
58,610
9,779
12,273
2,701
2,975
2,789
9,779
12,273
3,105
16,828
0
5,185
100,000
2
2
1
45
0
0
2
0
0
0
87,590
103,301
100,818
75,860
77,656
78,274
17,200
247
3,000
3,000
3,000
3,000
1
5,186
200,000
2
5
2
34
-1
-1
-1
-1
-1
-1
13,943
8,943
1,662
2,553
1,977
3,175
8,964
1,662
2,553
1,977
3,175
1,804
0
5,187
230,000
1
1
2
39
0
0
0
0
-2
-2
38,395
39,943
20,650
0
0
0
2,500
2,000
0
0
0
0
0
5,188
200,000
1
1
1
40
-2
-2
-2
-2
-2
-2
-7
1,765
5,074
19,268
5,606
2,534
1,772
5,099
19,364
5,634
2,547
33,300
0
5,189
140,000
1
1
2
28
2
2
2
2
2
2
113,780
115,297
114,448
114,653
115,720
116,690
5,800
3,500
4,500
4,000
4,000
4,500
0
5,190
30,000
1
2
2
24
0
0
0
0
0
0
26,931
27,791
28,792
29,121
29,368
13,174
1,598
1,599
928
600
627
1,500
0
5,191
100,000
2
2
2
30
1
-2
-2
-1
2
0
0
0
0
1,378
1,209
3,174
0
0
1,378
0
2,000
2,000
0
5,192
50,000
1
2
1
41
-1
-1
-1
0
-1
-1
390
390
780
390
390
390
390
780
0
390
390
1,170
1
5,193
330,000
2
1
1
41
-1
-1
-2
-2
-2
-2
4,122
0
0
0
0
0
0
0
0
0
0
0
0
5,194
500,000
2
1
1
36
2
0
0
0
0
0
197,231
175,599
176,947
178,647
176,380
172,666
8,500
8,341
6,600
6,925
7,225
6,653
1
5,195
500,000
2
2
2
31
-2
-1
-1
-1
0
0
4,543
8,723
17,058
19,858
19,974
22,774
9,001
10,000
3,000
10,000
6,000
10,000
0
5,196
50,000
2
2
2
28
0
0
0
0
0
0
47,605
47,553
47,205
45,686
43,629
46,909
2,300
2,000
2,000
2,000
4,000
0
0
5,197
50,000
2
1
2
25
0
0
0
0
-1
0
16,762
19,126
13,918
8,239
6,376
10,077
4,029
4,031
3,000
6,376
5,000
0
0
5,198
50,000
2
2
1
42
0
0
0
0
0
0
47,971
47,627
47,750
48,194
48,111
48,664
2,087
2,100
1,900
1,900
1,900
1,900
0
5,199
20,000
1
2
1
51
0
0
2
0
0
0
16,849
18,686
18,877
19,252
19,415
19,954
2,116
800
682
701
858
394
0
5,200
70,000
2
3
2
24
1
2
2
0
0
0
69,346
70,864
68,645
28,929
28,597
28,237
3,200
13
1,008
1,103
1,100
850
0