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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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2
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24
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0
52,373
51,839
39,847
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1
4,502
180,000
1
2
1
36
0
0
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0
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1
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27
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0
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2
29
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51
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42
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3
2
0
0
32,755
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0
6
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1
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2
1
24
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750
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0
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0
0
165
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528
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0
0
4,510
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2
2
42
2
2
2
2
2
2
119,378
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123,503
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4,600
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0
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2
2
25
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390
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390
390
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780
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1
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25
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0
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0
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0
68,839
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26,341
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0
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1
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34
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0
0
0
0
0
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232,367
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0
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1
1
34
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0
0
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0
66,176
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2
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40
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0
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1
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1
2
1
29
0
0
0
0
0
0
113,736
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83,649
46,513
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0
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2
2
1
39
0
0
0
0
0
2
63,368
67,331
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0
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0
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1
2
38
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390
390
390
390
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390
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390
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390
1
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2
2
40
0
0
0
0
0
0
277,185
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0
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2
2
39
0
0
0
0
0
0
33,459
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0
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2
1
2
32
-1
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-2
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146
-3
670
0
0
868
0
673
0
0
868
4
0
4,522
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1
2
1
46
0
0
0
0
0
0
49,566
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48,495
28,641
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29,024
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2
1
37
2
0
0
0
2
0
51,893
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994
0
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1
1
33
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0
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2
2
1
36
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48,020
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2
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25
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0
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37
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29
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33
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194
0
0
0
0
194
0
0
0
0
217
0
4,578
220,000
2
1
1
35
-1
-1
-1
-1
-1
-1
288
392
-4
392
396
396
500
0
792
400
396
792
0
4,579
40,000
2
2
2
23
-1
2
-1
-1
0
0
652
326
326
26,370
24,572
24,918
0
326
26,370
886
1,075
830
1
4,580
200,000
1
3
1
50
1
2
2
2
2
2
177,088
172,365
175,766
171,377
163,943
162,195
0
6,998
4,558
5,921
4,526
5,014
1
4,581
120,000
1
2
1
43
0
0
0
0
0
0
33,131
33,121
32,222
32,877
30,587
25,938
2,000
1,500
1,000
1,000
2,000
1,000
0
4,582
210,000
1
1
1
43
-1
-1
-1
-1
-2
-1
880
724
844
-36
-916
1,030
724
1,000
0
0
3,000
670
1
4,583
30,000
2
2
2
22
-1
3
2
0
0
2
31,176
30,408
29,205
29,090
30,121
28,013
0
0
1,013
2,400
0
1,200
0
4,584
110,000
1
2
1
54
2
2
2
2
2
2
56,839
58,039
58,792
59,620
60,819
62,069
2,700
2,300
2,400
2,300
2,400
0
1
4,585
280,000
1
2
1
35
0
0
0
0
0
0
278,948
278,433
277,620
275,495
270,350
260,554
10,609
10,470
10,002
9,948
9,475
9,239
0
4,586
150,000
2
1
1
31
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
4,587
20,000
1
3
2
49
0
0
0
0
0
0
15,237
16,030
17,948
18,647
19,193
19,721
1,600
2,500
1,000
846
1,000
593
0
4,588
80,000
1
2
2
25
0
0
0
0
0
0
29,820
24,513
19,664
19,258
20,842
16,386
2,306
2,000
1,000
2,000
1,500
29,651
0
4,589
50,000
1
2
1
43
2
0
0
0
0
0
30,106
30,566
30,699
30,038
29,224
29,346
1,878
1,641
1,000
934
1,109
960
1
4,590
170,000
1
1
2
36
0
0
0
0
0
0
92,480
94,089
97,286
97,196
97,227
101,272
4,000
5,000
3,000
4,000
8,000
4,000
0
4,591
200,000
1
1
1
45
1
-1
-1
-2
-2
-2
0
479
0
0
0
0
479
0
0
0
0
0
1
4,592
300,000
1
1
2
38
-1
-1
-1
-1
-1
-1
390
390
390
374
284
1,064
390
390
374
300
1,170
1,170
0
4,593
100,000
1
2
1
46
2
2
2
0
0
0
17,497
18,219
17,629
18,036
18,446
18,840
1,300
0
700
700
700
800
1
4,594
80,000
1
1
2
28
1
2
-1
0
-1
-1
5,431
1,961
1,646
3,266
380
1,951
0
1,700
2,000
380
1,951
1,900
0
4,595
30,000
1
1
1
32
0
0
2
0
0
0
28,401
31,065
30,031
29,838
29,651
1,567
3,434
0
597
593
31
0
1
4,596
80,000
2
1
1
35
0
0
0
0
0
0
27,560
22,441
19,960
6,199
5,623
6,880
1,701
2,000
2,000
1,000
2,000
3,000
0
4,597
60,000
1
1
2
30
-1
-1
-1
-1
-1
-1
264
264
264
264
264
264
264
264
264
264
264
0
1
4,598
110,000
2
2
2
24
0
0
0
0
0
0
94,597
96,263
61,195
28,154
24,773
21,620
4,260
2,310
1,010
980
900
750
0
4,599
10,000
2
2
1
46
1
2
-1
-1
-1
-1
9,841
9,628
4,060
4,530
2,140
1,875
121
4,060
4,530
2,140
1,875
0
1
4,600
290,000
2
3
2
32
0
0
0
0
0
0
21,981
24,610
27,009
26,671
24,826
22,287
3,000
3,000
3,000
3,000
3,000
3,000
0