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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
28,401
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2
1
1
47
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45
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0
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25
8
0
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28
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2,080
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2
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29
0
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0
0
0
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1
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29
0
0
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0
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30
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29
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0
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700
1
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1
29
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0
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0
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32
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2
32
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0
0
0
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0
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1
2
31
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0
0
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31
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0
0
0
0
0
0
109,461
109,473
81,439
81,425
81,039
81,162
3,477
2,972
2,853
2,739
2,852
2,873
0
28,479
100,000
2
2
2
35
-1
-1
-1
-1
-1
0
326
2,691
326
326
652
326
2,691
326
326
652
0
326
1
28,480
240,000
2
2
1
39
0
0
0
0
0
0
233,161
238,187
243,554
211,924
216,395
231,767
8,900
9,500
8,000
8,000
19,000
10,000
0
28,481
170,000
2
1
1
31
1
-2
-2
-2
-2
-1
1,564
0
0
0
0
1,800
0
0
0
0
1,800
1,167
0
28,482
110,000
2
1
2
31
2
2
2
2
2
2
91,773
93,892
94,652
97,097
98,097
100,361
4,550
3,150
4,900
3,500
4,000
3,900
1
28,483
50,000
2
2
2
44
-1
-1
-1
-1
-1
-1
501
1,463
1,276
827
105
270
1,463
1,276
827
105
270
573
0
28,484
390,000
2
2
2
41
0
0
-2
-2
-2
-2
10,496
-23
-349
-675
-1,001
-1,327
0
0
0
0
0
2,000
0
28,485
40,000
2
3
1
44
0
0
0
0
0
0
13,033
14,041
15,065
16,077
16,396
16,739
1,232
1,256
1,268
587
607
611
0
28,486
160,000
2
3
1
39
-2
-2
-2
-2
-2
-2
6,089
2,376
0
0
0
0
2,400
0
0
0
0
0
0
28,487
20,000
2
3
1
41
1
2
3
2
0
0
18,548
21,046
20,296
10,245
6,635
6,877
3,100
3
0
700
500
3,000
0
28,488
180,000
2
2
2
36
1
-2
-2
-2
-2
-1
0
0
0
0
0
10,970
0
0
0
0
10,970
0
0
28,489
50,000
2
2
1
41
1
2
2
2
0
0
23,165
21,974
20,544
17,210
15,754
10,860
2,000
2,101
0
2,201
1,000
0
1
28,490
110,000
2
2
1
37
0
0
0
0
0
0
20,733
21,738
22,760
23,466
24,085
24,584
1,602
1,624
1,330
949
976
988
0
28,491
20,000
2
3
2
39
0
0
0
2
0
0
15,969
16,685
19,008
18,710
20,235
19,483
1,285
2,608
310
1,835
707
873
1
28,492
40,000
2
3
1
36
0
0
2
0
0
2
15,861
18,580
17,994
20,671
22,328
21,830
3,000
0
3,000
2,000
0
2,000
0
28,493
50,000
2
3
1
47
2
0
0
0
0
0
46,666
47,606
48,350
48,786
49,277
50,151
2,100
2,200
2,000
2,000
1,755
1,804
1
28,494
200,000
2
1
2
30
-1
-1
-1
-1
0
0
200
200
200
959
759
1,317
200
200
959
0
931
0
0
28,495
90,000
2
2
1
31
0
0
0
0
-2
-2
19,929
17,671
7,870
0
0
0
1,500
1,000
0
0
3,000
40,000
0
28,496
300,000
2
1
2
34
-2
-2
-2
-2
-2
-2
0
0
0
0
0
1,280
0
0
0
0
1,280
0
0
28,497
310,000
2
2
1
36
0
0
0
0
0
0
294,180
295,875
302,438
293,473
297,926
280,967
11,000
11,300
10,500
10,100
10,000
9,600
0
28,498
330,000
2
2
1
37
0
0
0
0
0
0
46,348
37,052
36,228
37,833
37,694
41,269
1,574
1,640
3,000
3,000
4,016
2,049
0
28,499
210,000
2
3
2
30
-1
-1
-1
-1
-1
-1
1,661
5,793
1,181
1,031
1,430
1,031
5,793
1,181
1,031
1,430
1,031
1,031
0
28,500
260,000
2
2
2
34
-2
-2
-2
-1
0
0
8,383
2,976
11,237
27,500
27,500
33,880
2,985
11,247
27,500
0
21,380
0
0