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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
29,701
20,000
1
2
1
32
0
0
0
0
2
2
8,768
9,622
10,974
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14,741
1,159
1,511
4,500
700
0
1,000
1
29,702
240,000
1
2
1
31
2
0
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2
2
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60,511
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1,175
-13
2,487
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2,185
4
0
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0
1
29,703
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31
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0
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0
0
377,399
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0
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31
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0
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0
590
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0
590
61,935
0
29,705
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1
2
35
1
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0
0
0
27,670
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0
0
27,670
920
920
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3
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43
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1,280
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0
390
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43
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0
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36
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2
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2
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353
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29,709
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2
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44
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2
2
0
0
0
12,351
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1,528
497
1,192
0
0
29,710
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1
2
33
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3
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441
441
81
1,540
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0
0
5,000
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0
1
29,711
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2
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33
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0
0
0
0
0
5,322
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1,125
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0
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2
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38
0
0
2
2
2
2
29,770
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48
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0
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2
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34
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36
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0
29,716
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2
2
38
1
2
2
2
0
0
15,116
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300
3,000
0
1,000
690
650
1
29,717
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3
1
47
2
2
2
0
0
0
39,892
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34,909
33,528
16,205
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5
1,309
800
800
750
1
29,718
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3
2
40
0
0
0
0
0
-1
46,185
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1
29,719
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3
1
39
0
0
0
0
0
0
138,317
142,082
136,034
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6,047
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0
29,720
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3
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34
0
0
0
0
0
0
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0
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3
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39
0
0
0
0
0
0
42,029
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13,211
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500
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0
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2
1
35
0
0
0
0
0
0
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2
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36
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0
0
0
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0
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0
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1
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41
3
2
2
0
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0
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1
29,725
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1
1
38
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0
0
0
0
0
52,684
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2
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37
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36
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7
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840
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45
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2
2
2
2
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29,778
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200,442
206,334
206,221
69,995
60,000
0
8,500
8,000
2,500
1,500
0
0
1
29,779
300,000
1
1
2
32
2
0
0
0
0
0
255,299
255,607
258,394
261,024
260,672
263,894
9,106
11,000
11,009
10,000
10,000
10,000
1
29,780
50,000
1
2
1
32
1
-2
-1
-1
-1
0
-11,545
-1,935
7,321
2,850
6,340
3,110
10,000
10,000
7,867
6,340
3,000
2,218
0
29,781
100,000
1
2
2
29
0
0
-1
-1
-1
-1
51,183
-1,478
1,261
1,044
-217
522
0
4,000
1,044
0
2,000
2,000
0
29,782
210,000
1
1
2
32
1
2
0
0
0
0
161,444
160,177
151,914
148,432
150,935
154,284
6,000
8,000
6,200
6,000
5,700
5,700
0
29,783
300,000
1
3
1
32
-1
-1
-1
0
0
-1
590
2,635
1,461
3,242
-80
720
2,635
1,461
2,000
0
800
15
0
29,784
90,000
1
2
1
30
1
2
0
0
0
2
45,271
44,247
45,287
46,332
49,715
48,788
0
2,055
2,100
4,476
0
3,800
0
29,785
210,000
1
2
1
31
-1
-1
2
-1
-1
-1
1,748
2,488
740
2,048
740
740
2,488
0
2,048
740
740
740
0
29,786
10,000
1
2
2
47
2
0
0
0
0
0
8,640
9,043
9,489
9,237
9,422
9,619
1,145
1,136
1,144
329
340
418
1
29,787
90,000
1
2
1
36
0
0
0
-2
-2
-2
53,234
38,645
0
0
0
0
2,100
0
0
0
0
0
0
29,788
50,000
1
3
2
35
1
2
0
0
0
2
51,350
50,214
50,035
50,495
52,073
51,120
0
2,160
2,000
4,300
0
2,061
0
29,789
140,000
1
3
1
41
-1
-1
-1
-1
0
-1
1,476
2,139
0
1,686
1,686
205
2,139
0
1,686
0
205
6,689
0
29,790
310,000
1
2
2
35
0
0
0
0
0
0
259,636
263,812
269,351
276,873
281,764
299,161
10,000
9,775
12,000
11,000
22,000
9,905
0
29,791
250,000
1
1
1
44
-1
-1
-1
-1
-1
0
3,704
5,303
25,959
6,354
2,994
5,360
5,319
26,036
6,373
3,000
4,376
3,609
0
29,792
200,000
1
1
1
37
-2
-2
-2
-2
-2
-2
11,572
52,799
19,583
20,632
3,142
21,253
55,291
25,120
25,118
36
27,107
43,215
0
29,793
360,000
1
1
1
35
-1
-1
-1
-2
-2
-2
3,771
900
0
0
0
0
900
0
0
0
0
0
0
29,794
50,000
1
2
2
43
0
0
0
0
0
0
12,661
13,743
14,777
12,404
10,777
16,597
1,600
1,605
2,000
500
6,000
6,000
1
29,795
500,000
1
2
1
39
-2
-2
-2
-2
-2
-2
1,777
23,800
297
9,342
3,518
5,597
23,800
297
9,342
3,518
5,597
717
0
29,796
50,000
1
2
1
43
0
0
0
0
0
0
50,562
55,032
50,688
49,739
18,888
19,290
6,500
2,112
1,400
700
700
800
0
29,797
20,000
1
1
2
31
-2
-2
-2
-1
-1
-1
668
355
0
600
5,275
841
355
0
600
5,275
841
763
0
29,798
90,000
1
2
1
31
0
0
0
0
0
0
70,329
69,073
70,561
72,021
73,912
58,301
2,471
2,600
2,633
3,108
2,052
1,858
0
29,799
240,000
1
2
1
36
0
0
2
2
0
0
216,923
242,282
245,657
240,040
231,790
221,683
30,700
8,700
0
8,207
9,000
8,000
0
29,800
20,000
1
2
2
33
3
2
8
7
6
5
14,513
22,232
21,936
21,631
21,026
20,130
8,000
0
0
0
0
0
1