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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
2,401
180,000
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2
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30
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220
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2,402
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2
1
1
29
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0
730
213
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213
2,368
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190
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0
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2,403
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2
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29
1
2
2
2
2
2
54,033
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2
2
38
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43
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2
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7
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42
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35,815
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42,605
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25
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2
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27
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38
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2
2
24
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0
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0
0
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0
0
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2
2
24
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0
0
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7
2,719
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0
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3
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24
2
0
0
2
2
0
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2
2
33
0
0
0
0
0
2
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0
0
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1
1
51
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0
0
0
0
0
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1
2
35
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3
2
0
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2
1,880
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0
0
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0
326
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2
1
24
4
3
2
2
2
2
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600
0
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0
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1
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3
1
39
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0
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0
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0
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2
1
47
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0
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0
0
0
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0
0
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1
2
29
0
0
0
0
0
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22
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67
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33
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36
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780
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29
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2
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38
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47
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30
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53
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49,696
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2,000
2,000
1,000
763
626
3,639
0
2,478
160,000
1
2
2
37
-1
-1
0
0
0
0
3,090
52,125
26,325
29,638
35,474
38,190
52,165
5,000
7,000
8,000
5,000
1,200
0
2,479
80,000
1
2
2
27
0
0
0
0
2
0
45,920
47,186
46,882
49,170
48,269
49,121
5,013
5,000
4,000
0
2,002
1,692
0
2,480
140,000
2
2
1
28
0
0
0
0
0
0
132,070
134,766
106,450
106,422
104,337
106,886
6,000
4,000
4,000
4,000
4,300
3,600
0
2,481
20,000
1
2
2
23
1
2
0
0
0
0
19,403
18,541
19,254
19,456
19,323
19,265
0
1,298
1,000
692
766
998
1
2,482
50,000
1
3
1
51
-1
-1
-1
-1
-1
0
17,453
7,802
22,214
4,985
6,551
7,117
8,338
22,232
4,985
6,551
5,000
5,000
0
2,483
200,000
2
1
2
34
1
-2
-2
-1
2
2
0
0
0
347
197
2,917
0
0
347
0
2,720
0
1
2,484
80,000
2
2
1
23
-2
-2
-2
-2
-2
-2
780
0
390
390
390
540
0
390
390
390
540
390
1
2,485
80,000
2
2
2
27
1
2
2
0
0
0
81,635
83,465
81,472
82,332
84,067
78,510
3,716
0
2,989
3,105
2,973
2,830
0
2,486
210,000
2
1
2
39
-1
-1
-1
-1
-2
-2
6,000
0
2,880
0
0
0
0
2,880
0
0
0
0
0
2,487
260,000
1
2
1
28
0
0
0
-1
-1
-1
26,303
9,408
5,082
7,732
1,379
-8
5,030
2,025
7,770
1,385
0
1,775
0
2,488
200,000
1
2
1
46
1
-1
-1
-1
-1
-1
0
552
2,523
2,327
2,308
0
552
2,531
2,327
2,308
0
0
1
2,489
110,000
2
2
1
33
2
2
2
2
2
0
110,327
112,130
108,533
112,475
108,976
108,385
5,332
0
7,800
0
4,428
3,863
1
2,490
10,000
1
2
2
23
0
0
0
0
2
2
5,857
6,722
8,305
9,405
9,100
13,392
1,117
1,700
1,230
0
761
0
0
2,491
200,000
1
1
2
30
0
0
2
0
0
2
91,936
94,698
77,034
64,886
71,957
66,658
7,500
0
1,500
10,000
2,000
0
0
2,492
300,000
1
1
2
31
-1
-1
-1
-1
-1
-1
360
360
360
360
980
360
360
360
360
980
360
3,420
1
2,493
360,000
2
1
1
39
-1
-1
-1
-1
-2
-2
7,001
1,224
394
-6
-6
2,199
1,224
394
6
0
2,205
401
0
2,494
290,000
2
2
1
32
0
0
0
0
0
0
78,200
79,726
80,890
81,615
75,661
77,012
3,700
3,600
3,000
3,000
3,000
3,000
0
2,495
30,000
1
3
1
26
1
2
0
0
0
0
30,814
29,551
24,034
21,155
18,413
0
0
1,500
1,150
900
0
0
1
2,496
300,000
1
1
1
47
-2
-2
-2
-2
-1
-1
0
225
4,019
4,509
7,155
5,778
225
4,019
3,860
5,000
5,778
23,978
0
2,497
300,000
2
1
2
28
-1
-1
-1
-1
-1
-1
986
2,939
27,754
10,534
1,954
2,140
2,964
27,968
10,597
1,954
2,140
390
0
2,498
210,000
2
3
2
45
-2
-2
-1
-1
-2
-2
316
312
2,368
316
316
316
312
2,376
316
316
316
8,611
0
2,499
50,000
1
3
1
36
0
0
0
0
0
0
74,969
76,012
77,330
70,579
63,751
56,977
2,846
2,671
2,396
2,177
2,146
2,055
1
2,500
340,000
2
1
2
26
0
0
0
0
0
0
337,871
311,076
156,674
129,651
126,192
94,722
11,208
5,000
23,809
4,136
3,600
3,169
0