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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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22
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70
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34
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1
2
40
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0
27,432
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46
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28
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2
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0
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33
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42
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249
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53
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24
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12
12
12
12
12
12
0
0
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0
0
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1
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32
0
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0
0
2
0
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2
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48
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0
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2
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35
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0
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24
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1
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1
1
42
0
0
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2
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0
0
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31
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1
2
41
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3
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27
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4
3
2
0
0
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0
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2
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39
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34
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23
0
0
0
0
0
0
47,662
41,023
42,162
6,765
19,286
9,558
2,000
2,102
255
3,000
191
0
0
3,879
20,000
1
2
1
26
2
2
3
3
3
3
1,050
1,050
1,050
1,050
1,050
1,050
0
0
0
0
0
0
1
3,880
90,000
1
2
2
52
0
0
0
0
0
0
87,186
87,526
88,924
88,735
87,521
85,699
3,505
3,962
2,909
3,107
3,127
3,032
0
3,881
300,000
1
3
2
51
-1
-1
-1
-1
-1
-1
18,341
19,847
6,246
3,872
11,875
5,290
19,854
6,279
3,883
11,883
5,305
9,998
0
3,882
300,000
2
4
2
32
0
0
0
0
0
-1
54,053
65,235
64,747
65,150
-450
700
15,235
1,491
1,303
0
2,000
1,400
0
3,883
200,000
1
1
1
34
-1
-1
-1
-1
0
0
5,392
1,938
4,819
13,074
2,070
0
1,938
4,819
13,074
0
0
790
0
3,884
50,000
1
2
2
24
0
0
0
0
0
0
33,715
22,824
17,144
18,104
19,205
19,014
6,600
1,900
1,500
1,500
1,500
1,500
0
3,885
20,000
1
2
2
24
-1
-1
2
-1
0
0
390
780
390
780
780
0
780
0
780
0
0
0
1
3,886
390,000
1
1
2
35
-1
-1
-1
0
0
0
30,356
32,910
78,686
63,021
41,653
24,679
33,074
78,772
1,371
919
13,770
183,622
0
3,887
70,000
1
2
2
41
0
0
0
0
0
0
69,866
63,679
54,762
38,750
39,924
37,757
10,000
5,090
2,000
2,000
4,000
2,000
0
3,888
300,000
1
3
2
43
0
0
0
0
0
0
158,741
155,438
146,043
142,726
138,849
137,499
5,823
5,310
5,302
5,035
5,118
4,532
0
3,889
140,000
2
3
1
50
0
0
0
0
0
0
139,153
141,383
140,700
137,365
137,209
138,934
6,006
5,000
5,000
5,120
5,200
4,800
0
3,890
200,000
2
1
1
37
-1
0
0
0
0
0
97,821
97,934
44,716
42,073
42,867
33,876
4,220
2,029
2,073
2,867
3,876
2,295
0
3,891
80,000
2
3
2
28
-1
-1
-1
-1
-1
-1
2,147
612
2,110
2,298
1,196
390
612
2,110
2,298
1,196
390
0
0
3,892
80,000
2
3
1
45
0
0
-2
-2
-2
-2
80,250
0
0
0
0
0
0
0
0
0
0
0
0
3,893
170,000
2
1
1
36
-1
-1
-1
-1
-1
-1
1,218
2,434
1,537
2,156
1,898
2,656
2,434
1,537
2,156
1,898
2,656
1,626
0
3,894
50,000
2
1
2
29
0
0
0
0
0
0
50,187
51,318
47,091
41,660
47,368
49,317
3,000
23,000
1,120
6,000
2,675
0
0
3,895
100,000
1
2
2
27
0
0
0
0
0
0
82,609
81,989
82,466
78,234
75,615
76,849
3,106
3,000
2,805
2,739
3,085
2,958
0
3,896
30,000
2
2
2
22
0
-1
2
-1
-1
-1
1,924
7,096
2,982
1,732
3,836
2,461
7,096
0
1,732
3,836
2,461
3,704
0
3,897
30,000
2
6
1
49
0
0
0
0
0
0
26,305
27,307
13,294
14,069
14,518
15,025
1,500
1,500
1,000
676
900
900
0
3,898
320,000
2
2
1
36
-2
-1
0
0
0
0
73,024
66,537
58,762
43,112
67,290
62,132
2,904
2,973
1,579
40,020
3,127
1,206
0
3,899
70,000
2
2
2
25
0
0
2
0
0
0
41,511
44,525
43,514
44,489
45,617
46,702
4,000
0
2,000
2,000
2,000
3,000
1
3,900
50,000
2
2
1
24
0
0
0
0
0
0
49,387
50,284
50,639
48,563
49,628
48,293
2,000
1,727
1,846
1,777
1,665
1,500
0