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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
301
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1
2
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37
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0
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0
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98,222
67,185
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0
302
440,000
2
1
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36
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0
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0
162,000
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303
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3
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40
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25
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305
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26
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310
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49
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2
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23
0
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0
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36
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0
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318
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3
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53
1
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165
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526
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459
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319
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3
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46
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2
2
0
0
0
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1
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654
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2
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29
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2
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29
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2
2
0
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322
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1
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27
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0
0
0
0
0
172,180
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323
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2
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24
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0
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0
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28
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0
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325
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2
2
32
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3,500
3,000
2,000
4,000
3,000
10,000
0
380
50,000
1
2
2
31
0
0
0
0
0
0
20,526
15,129
15,093
9,577
11,139
12,487
2,000
3,000
327
3,000
3,000
5,000
1
381
130,000
2
2
2
29
0
0
0
0
0
0
89,055
90,780
70,947
72,367
73,875
75,355
4,200
2,575
2,600
2,674
2,701
5,750
0
382
50,000
2
2
1
37
2
2
2
0
0
0
1,894
3,200
3,381
3,559
1,948
2,415
1,500
400
200
500
500
400
1
383
140,000
1
3
1
36
0
0
0
0
0
0
100,594
78,372
91,502
90,859
88,616
88,450
3,000
30,000
4,000
4,000
3,400
3,300
0
384
170,000
2
2
2
28
-1
0
0
2
0
0
2,948
3,848
5,646
5,464
5,577
5,889
1,105
1,903
0
296
500
95
1
385
80,000
1
2
2
25
0
0
0
0
0
-2
22,619
31,429
27,923
25,280
0
0
10,010
1,209
579
0
0
6,305
0
386
410,000
2
5
1
42
0
0
0
0
0
0
338,106
342,904
344,464
240,865
234,939
240,176
15,000
14,000
9,000
8,500
9,000
8,300
0
387
80,000
2
1
2
29
1
-1
-1
-2
-2
-2
0
80,000
0
0
0
0
80,000
0
0
0
0
0
0
388
80,000
1
3
1
73
-1
0
0
2
2
2
63,144
65,631
68,875
70,646
72,870
75,018
3,500
4,330
3,500
3,500
3,500
5,100
1
389
150,000
1
2
1
43
0
0
0
0
0
0
153,249
154,049
156,523
159,653
162,866
157,759
7,900
6,500
5,700
5,700
5,700
5,334
0
390
260,000
1
1
1
30
-1
-1
-1
0
0
-1
1,131
291
582
291
0
291
291
582
0
0
130,291
651
1
391
350,000
1
1
1
38
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
392
280,000
2
2
1
39
1
-1
0
0
0
0
-1,312
35,918
37,297
37,154
32,581
33,316
38,621
2,000
1,130
922
1,011
5,000
1
393
310,000
1
2
1
44
0
0
0
0
0
0
103,797
91,989
87,720
76,218
72,090
71,620
4,400
4,013
3,011
3,000
3,001
2,653
0
394
140,000
2
2
2
29
0
0
0
0
0
0
20,110
17,102
18,862
19,996
21,214
21,085
3,000
3,000
3,000
3,500
2,000
2,000
0
395
360,000
1
1
1
51
-1
-1
-1
-2
-2
-2
38,000
25,000
0
0
0
0
25,000
0
0
0
0
0
0
396
140,000
2
1
2
27
0
0
0
0
0
0
142,428
144,105
143,952
142,590
142,650
142,620
10,000
10,000
6,000
6,000
6,000
5,600
0
397
100,000
1
1
2
38
0
0
0
0
0
0
40,810
42,653
42,351
43,011
43,011
28,947
2,502
1,200
860
0
579
0
0
398
50,000
2
2
2
22
-2
-2
-2
-2
-2
-2
0
0
0
848
0
632
0
0
848
0
632
0
0
399
210,000
2
2
1
30
0
0
0
0
0
0
104,701
106,134
108,423
91,143
82,733
74,125
4,002
5,000
3,500
3,000
2,700
5,000
0
400
120,000
2
2
2
25
2
2
2
2
2
2
120,298
120,822
109,887
116,313
119,311
117,167
4,007
0
8,272
5,000
0
4,400
0