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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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23
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24
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0
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25
1
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891
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169
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789
0
728
169
0
0
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3
1
26
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0
0
0
0
0
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1
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24
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0
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24
2
0
0
2
0
0
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1
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1
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24
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440
440
440
440
0
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140,000
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2
1
24
2
-1
-1
-1
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-1
1,536
696
696
696
696
696
696
696
696
696
696
696
1
27,722
150,000
2
1
2
24
-1
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291
291
291
291
658
441
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291
291
658
441
1,197
1
27,723
140,000
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1
2
24
2
0
0
0
2
0
778
982
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0
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2
2
24
2
0
0
0
0
0
23,497
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27,318
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0
27,725
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3
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24
1
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0
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326
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41,892
43,875
45,052
44,938
40,655
40,930
3,000
2,200
2,000
2,000
2,000
3,000
0
27,779
50,000
2
2
1
24
0
0
0
0
0
2
25,562
33,879
33,441
32,697
33,693
33,029
10,000
2,000
1,500
3,000
1,500
9
0
27,780
230,000
2
1
2
24
-1
0
0
0
-1
-1
5,883
7,923
5,418
0
2,000
987
7,000
1,000
0
2,000
987
1,951
0
27,781
90,000
2
2
2
24
0
0
0
0
0
0
84,137
85,684
87,396
67,761
65,602
65,902
3,210
3,503
2,420
2,400
2,400
2,694
0
27,782
230,000
2
1
2
25
-2
-2
-2
-2
-2
-2
264
264
264
264
264
264
264
264
264
264
264
264
0
27,783
90,000
2
1
2
25
0
0
0
0
0
0
6,090
7,477
8,848
10,135
11,731
8,138
1,500
1,500
1,500
2,000
1,500
1,000
0
27,784
230,000
2
2
1
25
0
0
0
0
0
0
9,167
10,468
10,722
11,543
10,058
20,158
1,392
2,000
1,000
0
10,100
2,253
0
27,785
230,000
2
2
2
25
0
0
0
0
0
0
95,544
95,311
94,489
93,143
87,654
90,172
4,200
4,500
4,114
3,500
4,000
3,000
0
27,786
420,000
2
2
2
25
0
-1
0
0
0
0
17,685
28,206
122,212
117,835
112,705
111,357
30,553
100,000
4,013
3,822
4,086
3,800
0
27,787
50,000
2
1
2
25
0
0
0
0
0
0
30,587
30,440
30,367
30,621
30,150
30,246
1,800
1,900
1,800
1,500
1,450
1,500
0
27,788
70,000
2
2
2
24
0
0
0
0
0
0
67,897
62,826
62,595
40,327
48,673
46,158
3,000
2,916
2,004
15,006
3,000
2,200
0
27,789
200,000
2
4
2
25
-2
-2
-2
-2
-2
-2
3,302
0
0
-5
-5
-5
0
0
0
0
0
0
0
27,790
30,000
2
1
2
25
0
0
0
0
0
0
27,396
27,994
28,631
28,935
28,954
29,155
1,753
1,786
1,486
1,170
1,200
1,205
0
27,791
60,000
2
2
2
24
2
2
0
0
2
2
47,210
46,155
46,838
50,044
50,923
52,158
0
1,725
4,000
2,000
2,200
2,100
1
27,792
230,000
2
1
2
25
-2
-2
-2
-2
-2
-2
248
248
248
248
248
248
248
248
248
248
248
248
0
27,793
100,000
2
2
2
25
0
0
0
0
0
0
100,778
98,987
101,368
100,466
97,117
99,252
4,000
4,000
4,000
3,500
3,700
4,000
0
27,794
420,000
2
3
2
25
2
2
2
0
0
0
68,394
72,874
71,035
57,503
56,467
53,995
5,620
0
2,000
1,892
1,979
2,226
0
27,795
100,000
2
2
2
25
-2
-2
-1
0
0
0
880
880
2,926
60,540
60,929
64,121
880
2,926
58,801
2,200
5,000
3,000
0
27,796
160,000
2
3
2
26
0
0
2
-1
-1
-1
19,542
24,035
17,561
17,094
4,353
4,906
10,000
0
17,098
4,353
2,500
0
0
27,797
260,000
2
1
2
26
0
0
0
0
0
0
238,110
244,368
245,186
254,614
176,211
180,845
10,368
15,186
14,614
7,211
7,850
6,912
0
27,798
280,000
2
2
1
26
0
-1
-1
-1
-1
-1
6,056
804
4,712
1,728
2,076
1,709
1,200
4,720
1,728
2,076
1,709
7,508
0
27,799
70,000
2
2
2
24
0
0
-2
-1
-1
0
36,175
0
0
680
69,257
68,557
0
0
680
71,867
9,812
2,900
0
27,800
50,000
2
1
2
26
2
2
2
2
2
0
47,068
46,010
49,333
49,708
45,112
42,063
0
4,070
1,551
0
1,528
3,273
1