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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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10,000
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2
1
42
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2
3
2
2
2
4,770
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0
334
801
0
1,487
1
29,502
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1
1
1
43
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2
0
0
1,920
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3,350
412
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1,000
16
2,418
0
29,503
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3
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39
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36
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0
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0
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1
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2
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40
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2
3
2
3
3
14,829
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0
2,560
955
0
661
0
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2
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42
0
0
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0
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2
35,892
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0
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39
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1
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43
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18,422
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0
0
1,127
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0
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0
0
29,509
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1
1
34
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0
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0
102,650
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0
4,557
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0
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2,282
0
29,510
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2
3
41
0
0
0
2
2
2
106,576
107,178
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125,931
3,864
14,269
0
13,808
0
4,600
0
29,511
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2
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39
0
0
0
0
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0
0
1,500
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0
0
0
0
29,512
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2
28
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0
0
0
0
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0
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0
0
0
0
1
29,513
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2
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45
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942
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942
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942
942
390
390
390
0
1
29,514
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2
2
32
0
0
2
2
0
0
26,742
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0
910
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3
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29
0
0
0
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0
0
129,602
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3
2
46
0
0
0
0
0
0
9,592
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0
1,150
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146
0
0
1
29,517
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2
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33
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0
0
0
0
390
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1,113
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195
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235
1
29,518
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2
1
37
0
0
0
0
0
0
100,894
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0
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2
2
38
0
0
0
0
0
0
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1
29,520
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3
2
48
0
0
0
0
0
0
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3
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34
0
0
0
0
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0
0
0
2,400
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0
0
0
0
1
29,522
210,000
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1
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40
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0
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2
2
29
0
0
2
0
0
0
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900
800
800
0
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2
1
36
3
2
2
7
7
7
2,400
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0
0
0
0
0
0
1
29,525
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1
3
1
42
1
2
2
2
2
2
24,335
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0
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1
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2
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33
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0
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715
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150
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42
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2
-1
-1
-1
-2
3,566
240
1,718
2,284
-561
-1,477
0
2,000
2,300
0
590
0
1
29,579
60,000
1
2
1
39
-2
2
-1
-1
-1
-1
50,210
2,846
18,862
18,145
20,934
22,146
60,054
19,061
20,089
23,019
22,181
16,711
0
29,580
20,000
1
2
2
36
3
2
2
7
7
7
2,400
2,400
2,400
2,400
2,400
2,400
0
0
0
0
0
0
1
29,581
180,000
1
1
1
36
0
0
0
0
0
0
85,703
84,298
62,201
81,859
78,566
77,491
3,614
2,400
23,500
3,800
3,700
500
0
29,582
380,000
1
2
2
37
-1
-1
-1
-1
-1
0
2,302
7,281
2,686
2,281
5,760
9,239
7,500
2,700
2,300
6,000
6,000
3,000
0
29,583
20,000
1
2
1
48
0
0
0
0
-2
-2
18,401
19,784
20,650
0
0
0
2,000
1,650
0
0
0
0
0
29,584
120,000
1
1
2
26
-1
-1
-1
-2
-1
-1
2,382
884
0
0
10,446
0
884
0
0
10,446
0
0
0
29,585
500,000
1
3
1
39
0
-1
-1
-1
-1
-1
32,647
1,832
1,920
21,734
1,837
96
1,832
1,920
21,734
1,837
0
19,637
1
29,586
20,000
1
2
2
39
-1
0
0
2
0
0
18,646
17,746
19,953
19,183
17,703
12,100
2,000
3,200
0
0
1,100
0
1
29,587
260,000
1
3
1
43
0
0
0
0
0
0
205,599
151,040
150,917
152,447
123,771
126,472
6,000
7,500
6,000
4,300
4,500
4,500
0
29,588
20,000
1
2
2
33
0
0
0
0
0
0
13,479
14,944
16,392
17,789
18,238
17,638
2,000
2,000
2,000
1,000
800
700
0
29,589
230,000
1
2
1
35
0
0
0
0
0
0
149,697
155,697
165,978
170,563
173,697
179,697
6,000
10,281
8,866
6,000
6,000
6,000
0
29,590
120,000
1
2
1
33
-1
-1
-1
-1
-1
-1
1,336
-5
500
500
150
150
0
505
500
150
150
941
0
29,591
130,000
1
1
1
40
2
2
0
0
0
0
80,987
79,085
82,799
86,407
88,959
97,487
0
5,000
5,000
4,000
10,000
3,724
1
29,592
200,000
1
1
1
40
-1
-1
-1
-1
-1
-1
840
770
386
0
475
390
800
396
4
475
1,170
930
0
29,593
30,000
1
1
2
49
0
0
0
2
0
0
25,144
25,831
29,122
28,277
20,390
20,555
1,500
4,500
0
900
1,000
2,000
0
29,594
230,000
1
3
1
39
-1
-1
0
-1
-1
-2
2,606
2,986
2,608
797
-3
-3
2,990
1,020
799
0
0
0
0
29,595
210,000
1
1
1
44
-1
-1
-1
-1
-1
-1
396
396
396
396
396
396
396
396
396
396
396
396
1
29,596
260,000
1
5
1
40
0
0
0
0
0
0
18,503
19,616
20,725
21,807
21,216
22,331
3,000
3,000
3,000
1,000
2,000
5,000
0
29,597
160,000
1
2
1
36
-2
-2
-2
-2
-2
-2
8,700
5,159
10,550
3,566
2,453
2,673
5,183
10,670
3,576
2,460
2,680
2,484
0
29,598
140,000
1
2
2
44
0
0
0
0
0
0
129,301
129,885
131,886
133,105
78,607
78,773
6,104
7,000
5,518
2,933
3,100
3,502
0
29,599
70,000
1
2
1
39
0
0
0
0
0
0
71,059
71,998
71,229
70,747
68,154
69,815
5,000
4,792
3,000
3,019
8,010
7,000
1
29,600
100,000
1
2
1
38
0
0
0
0
0
0
15,788
8,242
10,095
11,636
6,649
8,649
2,000
2,000
2,007
2,000
2,000
5,000
0