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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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1
3
3
46
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0
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0
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1
2
2
28
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3
4
3
2
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82,265
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84,107
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0
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333
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0
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1
1
44
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0
0
0
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0
337,792
293,987
294,203
300,314
258,484
274,817
12,011
6,472
6,711
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189,740
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0
2,811
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2
1
45
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0
0
0
2
0
14,296
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16,333
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771
805
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2
2
24
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0
39,083
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1
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2
2
30
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21,550
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0
2,814
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2
2
27
0
0
0
0
-1
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47,481
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31,992
33,361
100
0
1,910
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0
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1
2
26
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0
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2
2
49
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0
0
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44,441
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47,262
48,219
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1,159
1,381
0
2,817
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1
2
1
49
0
0
0
0
0
0
69,896
71,360
72,820
74,264
75,821
77,410
2,588
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2,752
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0
2,818
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2
1
2
24
4
3
2
2
2
2
38,965
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0
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1
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2
1
2
27
0
0
0
0
0
0
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0
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1
1
38
1
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0
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0
0
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0
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0
0
0
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2
1
38
2
0
0
0
0
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29,682
0
0
1,905
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1,108
0
0
0
0
2,822
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2
3
1
60
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3
2
0
0
3
5,867
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2,108
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0
0
1,801
0
0
1
2,823
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2
1
1
45
0
0
0
0
0
0
96,175
88,092
78,574
70,330
61,355
52,969
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0
2,824
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3
1
57
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-1
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347
1,353
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135
68
193
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135
68
423
140
1
2,825
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2
2
1
31
-1
-1
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1,319
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130
1,209
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130
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1
2,826
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2
1
29
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1
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1
1
31
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2
24
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2
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32
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32
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30
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3
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60
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0
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37
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400
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34
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63,672
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31
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25
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42
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1
2
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2
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33
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0
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0
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2
2
25
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3,000
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26
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34
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2
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2
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12,858
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2
2
23
0
0
2
2
0
0
122,339
137,278
136,572
95,115
96,847
101,443
18,518
3,358
0
3,200
8,000
4,366
0
2,879
150,000
2
1
2
26
0
0
0
0
0
0
101,569
103,688
107,321
106,614
108,805
111,012
3,756
5,350
2,562
2,629
2,669
2,739
0
2,880
20,000
2
1
2
23
-1
-1
-1
-1
-1
-2
292
780
0
593
0
0
780
0
593
0
0
0
0
2,881
210,000
1
1
2
35
-1
-1
-1
0
-1
-1
6,808
4,954
8,739
5,420
4,450
4,064
4,960
8,747
8
4,450
4,064
3,870
0
2,882
50,000
1
2
2
23
-1
-1
0
0
0
0
3,352
18,685
15,868
11,348
7,822
7,357
18,685
1,105
500
500
500
1,000
0
2,883
210,000
2
1
2
31
-1
-1
-1
0
0
-1
15,332
10,000
19,875
57,751
25,456
10,625
10,000
19,875
50,000
15,456
10,625
213
0
2,884
280,000
1
1
1
44
-2
-1
-1
-1
-1
0
593
1,763
53,669
4,707
22,014
3,415
1,777
53,934
4,726
22,102
12
1,301
0
2,885
300,000
1
2
2
36
-1
0
0
-1
-1
-1
15,536
17,923
27,007
360
257
21,140
10,000
10,140
360
257
21,346
360
0
2,886
230,000
2
3
1
37
0
0
0
0
0
0
228,342
189,966
142,377
143,828
143,698
143,342
6,100
7,000
5,356
5,400
5,200
5,500
0
2,887
250,000
1
2
1
47
-2
-2
-2
-2
-2
-2
8,996
18,069
7,966
3,470
3,128
2,966
18,069
7,966
3,470
3,128
2,966
3,419
0
2,888
500,000
2
1
1
36
-1
-1
-1
0
0
0
24,170
8,051
77,908
50,297
43,679
49,749
8,091
78,192
65
33,766
37,945
37,947
0
2,889
50,000
2
2
1
48
0
0
0
0
0
-1
12,592
12,899
7,313
8,036
3,949
26,984
2,017
2,000
1,200
100
26,984
5,000
0
2,890
50,000
1
3
2
46
0
0
0
0
0
-1
5,942
5,444
2,464
2,521
-1
167
1,056
1,000
57
0
168
1,002
0
2,891
150,000
2
2
1
36
0
0
0
0
0
0
296,846
301,634
314,201
84,135
90,500
0
7,143
13,700
15,000
7,500
0
0
0
2,892
180,000
2
1
2
53
1
-2
-1
-1
-1
-1
0
41,300
41,300
0
3,270
41,300
41,300
41,300
0
3,270
41,300
0
0
2,893
450,000
1
2
2
37
0
0
0
0
0
0
136,655
146,400
156,049
164,076
170,885
177,483
13,492
13,641
12,168
9,650
9,650
9,650
0
2,894
70,000
2
2
3
24
1
2
0
0
0
0
4,177
2,657
2,752
1,048
462
830
0
1,500
0
0
1,123
0
0
2,895
110,000
1
3
1
40
0
0
0
0
0
0
93,357
94,938
79,368
74,778
75,996
77,423
4,100
2,612
2,666
2,700
2,659
2,694
0
2,896
200,000
1
1
1
43
1
2
0
0
0
0
203,393
198,272
120,005
121,023
128,387
130,960
0
5,812
4,500
9,352
4,700
5,000
1
2,897
210,000
2
2
2
37
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,898
320,000
1
1
2
36
0
0
0
0
0
-1
146,201
129,311
112,151
84,218
76,058
24,068
5,465
3,137
52
2,384
25,094
30,011
0
2,899
20,000
1
1
2
37
0
0
0
0
0
0
66,599
67,259
69,521
16,970
17,326
17,688
2,317
2,579
606
628
649
623
1
2,900
130,000
2
2
2
29
-1
-1
2
0
0
-1
1,110
1,170
780
390
0
780
1,170
0
0
0
780
0
0