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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
5,701
180,000
2
1
1
30
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-2
2,743
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0
0
0
0
0
0
0
0
0
0
1
5,702
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2
1
1
40
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0
0
10,920
3,939
10,184
115,184
63,758
19,813
3,939
11,082
115,184
19,800
0
2,356
0
5,703
360,000
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32
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27
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30
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578
0
580
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1
2
29
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629
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0
0
629
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1
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48
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0
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28
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21,501
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686
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320,000
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1
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35
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0
0
0
0
0
227,927
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223,284
98,028
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80,469
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5,710
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3
1
62
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0
0
0
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86,200
81,995
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285
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31,000
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1
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27
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32,540
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31,567
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1
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40
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0
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0
0
46,616
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1
2
24
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0
0
0
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4,055
113,782
59,367
29,583
26,756
29,553
114,482
20,176
6,793
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47,642
0
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2
2
22
3
2
0
0
2
2
30,078
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1
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27
1
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113
0
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200
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0
1
5,716
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2
2
2
35
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1,616
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494
698
1,233
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494
698
1,233
5,080
17,095
0
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280,000
2
1
1
41
0
0
0
0
0
0
99,755
81,244
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49,630
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0
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1
2
33
2
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2
1,381
491
491
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493
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2
3,103
0
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2
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41
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0
0
0
0
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0
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1
1
1
49
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6,231
0
0
0
0
0
0
5,721
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3
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34
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2
2
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2,500
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0
0
0
0
0
0
0
0
0
0
0
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3
2
27
2
2
2
2
2
2
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0
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0
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0
1
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1
2
1
48
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0
0
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0
0
379,080
294,675
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203,575
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2
2
22
3
2
0
0
0
2
42,080
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42,281
42,605
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0
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1
2
25
2
2
2
2
2
2
45,708
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1
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1
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37
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37
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2
2
2
2
2
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49
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38
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34,024
30,564
22,702
23,175
2,000
1,361
1,000
824
851
812
0
5,778
130,000
2
3
2
27
0
0
0
0
0
0
129,150
105,529
107,691
108,418
115,638
117,958
5,300
5,400
4,000
9,000
4,400
4,500
0
5,779
60,000
2
3
2
45
0
0
0
0
0
0
54,920
39,886
40,056
39,996
40,261
32,644
1,726
1,502
1,287
1,322
1,179
1,156
0
5,780
60,000
1
2
1
36
0
0
0
0
0
0
46,064
47,320
48,337
49,332
50,536
51,694
2,000
1,805
1,800
2,000
2,000
2,000
0
5,781
120,000
2
3
2
31
-1
-1
-1
-1
-1
-1
1,769
390
390
390
390
390
390
390
390
390
390
1,079
0
5,782
130,000
1
3
2
33
0
0
0
0
0
0
92,457
95,365
98,095
100,796
102,504
104,089
6,000
5,000
5,000
4,000
4,000
5,000
0
5,783
360,000
2
1
1
31
-1
-1
-1
-1
-1
-2
460
460
460
399
0
0
460
460
399
0
0
0
0
5,784
10,000
1
3
2
24
-1
-1
-1
0
0
0
6,217
5,082
5,400
5,012
1,740
390
5,112
5,400
2
4
0
5,039
0
5,785
120,000
2
1
2
24
-1
-1
-2
-2
-2
-2
600
0
0
0
0
0
0
0
0
0
0
0
0
5,786
60,000
1
2
2
26
2
2
2
2
0
0
61,103
61,380
62,158
120,142
60,428
58,192
3,000
2,746
0
2,297
1,875
1,158
1
5,787
240,000
2
1
1
40
2
2
2
2
-2
-2
2,500
2,500
2,500
0
0
0
0
0
0
0
0
0
1
5,788
160,000
2
2
1
40
0
0
2
0
0
2
137,695
146,193
139,323
140,719
143,638
144,482
12,121
0
5,100
10,251
5,205
0
0
5,789
200,000
2
2
1
44
-2
-2
-2
-2
-2
-2
0
138
0
0
1,675
69
138
0
0
1,675
69
39,411
0
5,790
300,000
1
1
2
29
-2
-2
-1
-1
-1
-2
0
0
150
3,550
0
0
0
150
3,550
0
0
0
0
5,791
100,000
2
2
2
26
-1
-1
-1
-1
-1
-1
780
0
390
390
390
380
0
390
390
390
380
400
0
5,792
280,000
2
1
1
30
0
0
0
0
0
0
217,773
215,017
209,089
167,458
137,312
109,980
8,155
10,048
6,011
6,010
6,514
10,011
0
5,793
190,000
2
2
2
26
-1
-1
-1
-1
-1
-1
11,613
10,000
10,000
10,000
10,000
10,941
10,000
10,000
10,000
10,000
10,941
79,027
0
5,794
50,000
1
2
1
48
1
2
2
2
2
0
17,613
18,334
17,742
19,273
18,826
19,213
1,298
0
1,829
0
849
822
0
5,795
210,000
2
3
1
33
0
0
0
0
0
2
31,570
32,756
33,905
35,035
37,465
36,713
2,000
2,000
2,000
3,000
0
734
0
5,796
120,000
2
1
2
26
0
0
0
0
0
0
110,934
99,271
90,066
80,165
78,108
77,588
4,432
2,988
4,492
2,797
2,991
2,900
0
5,797
140,000
2
1
2
33
-2
-2
-2
-2
-2
-2
1,825
0
1,264
0
0
1,980
0
1,264
0
0
1,980
1,351
0
5,798
50,000
2
1
2
23
-2
-2
-2
-2
-2
-2
807
0
0
0
0
0
0
0
0
0
0
0
0
5,799
150,000
2
1
2
31
-2
-1
-1
-1
-2
-2
2,005
2,869
16,719
8,568
797
1,158
2,876
16,732
8,593
799
1,161
41,380
0
5,800
50,000
1
1
2
23
4
3
2
0
0
2
27,101
26,431
14,109
9,417
9,952
9,165
88
12
473
825
323
10,000
0