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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
29,201
50,000
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3
2
25
0
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2
2
0
0
39,686
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1
2
2
23
1
2
2
0
0
2
17,081
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300
1,305
1,305
1,518
0
1,861
1
29,203
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3
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22
0
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0
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3
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35
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0
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2
23
0
0
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0
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23
0
0
0
2
2
2
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0
29,209
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23
0
0
0
0
0
0
6,927
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5,970
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0
29,210
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2
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23
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0
0
6,321
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597
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697
860
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22
1
2
2
2
0
0
19,698
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702
620
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1
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2
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22
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51,159
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24
0
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0
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24
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2
2
2
0
0
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639
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2
24
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2
2
2
0
0
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1
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2
2
23
0
0
0
0
0
0
50,175
49,798
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9,658
10,011
1,796
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2,040
330
492
332
0
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3
2
23
0
0
0
0
0
0
8,604
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166
0
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2
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24
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9,514
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0
0
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2
2
24
0
0
0
0
0
0
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2
3
25
0
0
0
0
0
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0
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491
0
29,221
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1
2
23
1
-2
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0
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0
0
0
0
0
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2
2
24
0
0
0
0
0
0
18,836
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1,394
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793
138
0
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1
2
24
0
0
2
0
0
0
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264
544
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2
2
23
0
0
0
0
0
0
10,041
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79
0
0
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2
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24
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0
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0
0
0
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23
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22
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24
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49,411
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637
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674
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98,861
89,638
50,453
193,665
188,075
162,106
3,221
3,104
160,045
4,959
5,201
4,582
0
29,279
160,000
1
2
1
27
0
0
0
0
0
-2
112,022
85,788
67,093
30,166
0
0
4,342
4,017
2,190
3,990
0
0
1
29,280
160,000
1
1
2
27
-1
-1
-1
-1
-1
-1
316
316
2,968
19,656
4,056
7,496
316
2,968
19,666
4,056
7,496
4,836
0
29,281
390,000
1
1
2
27
0
0
0
0
0
0
59,917
73,806
75,614
77,358
86,007
88,601
15,000
3,000
3,000
10,000
4,000
4,000
0
29,282
10,000
1
3
2
25
1
2
2
2
0
0
9,737
9,947
9,802
8,450
4,060
0
1,352
1,000
0
1,000
900
0
1
29,283
80,000
2
1
3
25
0
-1
-1
-1
-1
-1
8,900
1,136
720
478
219
0
1,136
727
478
219
0
0
0
29,284
160,000
1
1
2
25
0
0
0
0
0
0
85,748
86,473
89,120
88,854
84,598
86,309
4,000
5,000
3,096
3,100
4,000
5,000
0
29,285
80,000
1
1
2
26
0
0
0
0
0
0
56,808
55,901
57,030
56,576
53,819
48,604
3,000
3,010
4,000
5,000
3,000
2,200
0
29,286
360,000
1
2
2
26
0
0
0
0
0
0
94,672
96,585
102,837
110,891
53,827
14,589
3,485
7,837
10,185
5,126
2,898
350
0
29,287
200,000
1
2
2
26
1
2
2
2
2
2
58,050
2,500
2,500
2,500
2,500
2,500
0
0
0
0
0
0
1
29,288
60,000
1
2
2
25
0
0
2
2
0
0
56,473
61,514
61,748
58,583
28,301
29,301
6,000
1,800
0
600
1,000
300
0
29,289
110,000
1
2
2
26
0
0
0
0
0
0
61,167
60,549
55,400
10,711
10,868
11,079
2,721
2,422
1,132
289
341
327
0
29,290
90,000
1
1
2
26
0
0
0
0
0
0
61,212
57,315
5,710
12,959
9,140
9,333
2,497
1,154
8,000
288
300
347
0
29,291
50,000
1
3
2
26
2
0
0
0
0
0
49,644
94,883
42,097
32,394
16,658
17,006
2,047
5,728
1,300
1,194
617
650
1
29,292
180,000
1
1
2
27
0
0
0
0
-1
0
212,751
205,797
206,670
31,546
141,189
138,880
40,000
37,000
3,270
194,989
5,753
5,000
0
29,293
30,000
1
2
2
25
2
3
2
2
0
0
21,403
20,766
21,637
22,473
23,312
23,419
0
1,500
1,500
1,500
1,500
1,500
1
29,294
50,000
1
1
2
25
-1
-1
-1
-1
-1
-1
9,716
25,045
15,180
6,964
7,604
2,173
25,045
15,522
6,964
7,604
2,173
6,586
1
29,295
50,000
1
2
2
24
0
0
0
0
0
0
19,267
23,553
21,507
17,827
7,655
7,881
5,000
1,700
2,000
500
500
500
0
29,296
120,000
1
2
2
26
2
2
2
2
0
0
109,110
105,891
113,662
110,349
112,036
114,584
0
11,000
0
5,000
4,332
9,404
0
29,297
60,000
1
1
2
25
0
0
0
0
0
0
58,479
58,839
53,235
38,533
39,639
39,619
3,000
2,018
1,900
2,000
1,500
1,900
0
29,298
70,000
1
2
2
25
0
-1
-1
-1
-2
-2
34,700
21,597
3,340
0
0
0
21,597
3,340
0
0
0
8,535
0
29,299
50,000
1
2
2
25
0
0
0
0
0
2
29,425
30,932
32,128
33,588
38,106
37,364
2,000
2,000
2,000
5,100
0
4,000
0
29,300
240,000
1
2
2
26
0
0
0
0
0
0
24,779
28,630
29,095
28,883
28,372
24,033
5,000
1,700
1,500
755
3,000
120,000
0