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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
601
310,000
2
2
1
43
0
0
0
0
0
0
23,396
24,182
25,135
25,095
25,356
25,514
1,426
1,379
867
898
933
807
0
602
30,000
1
3
1
59
-1
-1
-1
-1
-1
-1
390
390
390
390
390
1,320
390
390
390
390
1,320
0
1
603
170,000
1
1
1
53
0
0
0
0
0
0
17,862
17,927
18,800
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12,930
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544
563
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361
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604
140,000
2
2
2
28
2
2
2
0
0
2
26,450
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924
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0
3,000
0
605
180,000
2
2
2
31
1
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0
0
0
0
0
0
0
0
0
0
0
1,576
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606
50,000
1
1
2
34
1
2
2
2
2
2
22,746
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0
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0
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0
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607
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2
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36
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24
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3
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36
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610
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2
1
34
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390
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390
561
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390
390
390
561
390
390
390
0
611
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1
2
43
0
0
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0
612
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1
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29
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0
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1
613
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2
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37
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0
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0
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2
2
23
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2
0
0
0
0
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0
1,435
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0
615
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2
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37
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2
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2
2
2
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33
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0
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965
64
509
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617
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1
1
37
1
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0
0
0
0
595
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0
0
0
595
0
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618
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2
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56
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0
0
0
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619
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1
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25
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0
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2
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39
0
0
0
0
0
0
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2
1
39
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0
0
0
0
0
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622
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2
2
28
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340
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623
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2
1
2
27
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0
624
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2
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37
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0
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0
166
541
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0
0
166
543
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625
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1
2
24
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491
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0
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0
0
0
0
0
0
0
0
0
626
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2
2
24
0
0
0
0
2
0
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568
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627
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1
1
46
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0
0
0
0
0
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628
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1
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39
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660
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56
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7,024
7,024
7,024
1,283
7,024
7,024
7,024
7,024
7,024
0
681
110,000
2
2
3
45
0
0
0
0
0
0
26,650
20,787
20,566
21,158
22,141
22,158
1,532
2,000
783
3,000
2,000
2,000
0
682
230,000
2
1
2
29
-2
-2
-2
-2
-2
-2
0
0
1,024
0
0
0
0
1,024
0
0
0
0
0
683
230,000
2
1
1
35
0
0
0
0
-2
-2
4,259
5,432
6,182
0
0
0
1,250
1,000
0
0
0
0
0
684
310,000
2
2
2
28
0
0
0
0
0
0
106,468
108,955
112,374
54,762
58,189
57,170
8,000
6,000
5,000
5,000
4,000
5,000
0
685
320,000
1
1
1
40
0
0
0
0
0
0
247,276
241,167
238,196
231,580
229,683
235,837
10,000
10,000
10,000
19,000
13,000
8,000
0
686
360,000
1
1
1
47
-1
-1
-1
0
-1
-1
1,548
-32
177,639
174,397
4,852
4,125
0
177,671
3,508
4,876
4,188
10,007
0
687
20,000
2
3
1
41
-1
-1
-1
0
0
0
780
0
732
642
1,252
643
0
732
300
1,000
500
1,000
1
688
170,000
2
2
2
27
0
0
0
0
0
0
162,671
166,202
161,973
167,201
161,327
171,863
7,500
6,000
10,000
7,000
16,000
6,200
0
689
140,000
1
1
1
40
0
0
0
0
0
0
123,049
125,616
129,695
130,735
133,467
136,287
4,310
5,913
4,426
4,580
4,770
4,767
0
690
80,000
1
2
2
32
0
0
0
0
0
0
51,372
51,872
47,593
43,882
42,256
42,527
1,853
1,700
1,522
1,548
1,488
1,500
0
691
150,000
1
2
2
35
0
0
0
-1
-1
-1
60,015
72,227
51,364
54,340
0
2,129
20,000
30,000
54,340
0
2,129
0
0
692
170,000
1
2
2
27
-1
2
2
-2
-2
-2
1,170
780
0
0
0
0
0
0
0
0
0
0
0
693
200,000
2
2
1
29
2
0
0
0
0
0
159,398
156,955
132,144
119,136
122,211
125,021
6,163
4,530
4,500
5,000
5,000
5,000
1
694
70,000
1
1
2
30
0
0
2
0
0
2
55,664
59,529
57,571
57,871
60,872
59,329
5,800
0
2,250
4,500
0
2,500
0
695
320,000
1
2
1
37
-2
-2
-2
-2
-2
-2
43,528
498
429
14,257
5,417
2,967
500
431
14,328
5,439
2,980
5,028
0
696
150,000
2
1
2
29
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
697
50,000
2
1
1
34
0
0
0
-1
0
0
27,966
28,539
11,597
6,611
7,349
7,570
1,267
1,553
7,511
1,000
343
1,000
0
698
90,000
2
2
2
34
-1
2
2
-2
-2
-2
8,792
7,500
0
0
0
0
0
0
0
0
0
0
0
699
280,000
1
1
1
41
-2
-2
-2
-2
-1
0
28,026
41,302
51,500
35,752
3,955
13,969
41,346
52,110
35,752
3,955
13,939
4,437
0
700
300,000
2
1
2
31
0
0
0
0
2
-1
43,610
43,280
36,156
30,305
30,155
561
1,655
1,797
750
0
561
500
0