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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
6,301
30,000
2
2
2
24
1
2
2
2
2
2
7,134
7,872
9,528
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10,118
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500
0
1,000
0
0
6,302
120,000
2
2
2
49
0
0
0
0
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0
0
1,300
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0
0
0
0
0
6,303
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2
2
27
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0
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12,752
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0
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1
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25
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0
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0
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2
2
36
-1
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0
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100
100
109
1,863
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591
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109
3,626
0
907
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1
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2
1
2
43
1
2
2
2
0
0
17,775
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1
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1
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35
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0
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1
1
49
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15,472
14,860
19,601
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34,193
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34,193
7,880
0
6,309
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2
1
2
28
0
0
0
0
0
0
20,335
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22,460
20,345
42,123
19,852
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1,500
3,000
721
1,200
2,000
0
6,310
150,000
2
2
1
44
0
0
0
0
0
0
61,951
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22,050
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0
0
0
6,311
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1
1
33
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0
0
0
100
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100
300
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6,312
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1
1
52
1
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-5
43,528
104,315
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0
43,533
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0
8,200
0
6,313
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2
2
29
1
2
0
0
0
0
263,943
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194,791
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197,564
0
7,700
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1
6,314
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1
2
29
1
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28
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0
6,316
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1
1
2
24
0
0
2
0
0
0
4,216
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0
227
239
3,412
0
1
6,317
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1
2
32
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2,580
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0
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0
6,318
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2
1
35
0
0
0
0
0
0
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54,058
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2
2
27
2
0
0
0
0
2
13,747
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700
0
1
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1
1
1
44
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519
0
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1
2
2
51
5
4
3
2
3
2
26,551
25,855
25,146
26,549
25,849
25,285
0
0
2,113
0
0
2,191
1
6,322
450,000
2
2
1
38
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10,972
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0
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0
3,648
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6,323
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3
2
40
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0
0
0
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24,496
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16,158
14,295
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11,677
0
6,324
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2
2
2
30
0
0
0
0
0
0
58,335
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51,573
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0
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1
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49
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3
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51
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0
636
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2
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35
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997
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22
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24
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1
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60
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44
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29
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1,020
10,404
51,000
0
0
6,379
120,000
1
1
2
34
1
2
2
-1
-1
-1
650
625
300
475
300
325
300
0
500
300
500
300
1
6,380
70,000
2
2
1
27
2
2
2
0
0
2
25,773
28,943
28,184
28,449
30,379
30,931
3,600
0
1,030
2,400
1,200
0
1
6,381
150,000
1
2
1
32
0
0
0
0
0
0
141,346
145,483
146,410
142,858
146,007
130,721
10,000
7,000
4,000
8,071
4,000
3,283
0
6,382
210,000
2
2
1
42
1
-2
-2
-1
0
0
0
0
0
6,622
6,506
6,511
0
0
6,622
298
1,000
1,179
0
6,383
80,000
2
2
1
30
1
2
0
0
0
0
82,891
80,997
81,380
75,374
77,158
78,710
0
3,299
2,699
3,000
2,987
3,100
0
6,384
90,000
1
2
2
29
0
0
0
0
0
0
86,294
88,412
89,853
69,362
70,537
56,775
4,400
4,111
2,100
2,200
2,510
2,000
0
6,385
20,000
2
2
2
22
0
0
0
0
0
0
17,807
18,520
39,053
20,055
19,606
19,925
1,298
1,909
1,666
5,000
703
775
0
6,386
240,000
2
1
2
36
1
-1
0
0
0
0
0
18,000
18,485
17,406
19,345
21,134
18,000
2,000
2,000
2,000
3,000
2,000
0
6,387
50,000
1
2
2
29
2
2
0
0
2
2
30,117
30,712
32,332
34,156
33,360
25,988
1,370
2,210
2,190
1,000
0
680
1
6,388
250,000
2
1
2
28
0
0
0
0
0
0
273,927
211,551
132,145
88,487
66,701
52,054
21,700
11,710
6,030
9,150
11,600
48,930
0
6,389
280,000
2
1
2
31
1
-2
-2
-2
-1
-1
0
0
0
0
710
7,611
0
0
0
710
7,611
4,750
0
6,390
10,000
1
3
0
40
0
0
0
0
0
-2
8,286
9,395
10,000
10,000
0
0
1,400
1,000
0
0
0
0
0
6,391
150,000
2
2
2
33
-1
0
0
0
0
0
46,006
45,425
32,139
53,639
51,873
64,675
2,000
3,000
40,009
5,000
20,000
62,339
0
6,392
330,000
2
2
1
47
1
-2
-2
-1
-1
-1
0
0
0
3,155
4,550
1,264
0
0
3,155
4,550
1,264
813
0
6,393
240,000
1
1
2
30
-1
-1
-1
-1
-1
0
5,354
4,790
900
6,849
26,249
6,633
4,790
900
6,849
26,249
2,200
3,000
1
6,394
130,000
2
2
2
34
0
0
-2
-2
-1
-1
42,063
0
0
0
150
1,000
0
0
0
150
1,000
0
0
6,395
450,000
1
1
2
37
0
0
0
0
0
0
16,259
15,026
17,363
11,708
11,329
4,749
6,000
4,000
6,000
5,000
2,000
2,092
0
6,396
50,000
1
1
2
26
-1
-1
-1
-1
2
2
526
526
526
1,913
1,226
1,752
526
526
1,913
0
1,052
0
1
6,397
70,000
2
3
1
24
0
0
0
0
0
0
68,083
50,822
31,179
28,686
10,806
11,673
3,012
5,000
2,000
3,000
3,000
0
0
6,398
80,000
1
2
2
26
0
0
0
0
0
0
33,490
35,908
29,995
27,297
21,524
23,005
5,000
1,318
1,200
2,000
2,000
2,000
0
6,399
50,000
1
1
2
24
-1
-1
-1
-1
-1
-1
236
4,324
1,861
0
1,780
2,581
4,324
1,861
0
1,780
2,581
2,140
0
6,400
30,000
1
3
1
33
2
0
0
0
0
0
29,742
30,266
45,414
21,331
21,987
22,452
1,406
1,366
1,000
1,000
980
1,000
1