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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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50,000
1
3
1
22
0
0
0
0
0
0
46,450
47,599
48,456
44,546
43,256
13,342
2,200
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2,092
1,020
1,018
0
4,802
190,000
1
2
1
35
6
5
4
3
2
0
254,951
237,094
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202,639
199,480
188,113
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0
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0
142,000
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1
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41
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29
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2
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38
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1
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28
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5,795
0
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1
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27
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0
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88,164
87,998
3,017
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3,433
3,356
0
4,810
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3
3
53
0
0
0
0
0
0
415,022
421,996
426,103
125,218
126,650
114,473
12,602
11,000
4,711
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0
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1
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31
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0
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0
60,700
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2
2
43
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1
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3
1
27
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0
0
0
3
2
29,321
30,048
31,396
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1
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2
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42
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1
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38
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604
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0
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0
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0
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2
3
37
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0
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0
44,828
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43,122
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0
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2
2
31
0
0
0
0
0
0
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1
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27
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0
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0
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2
1
2
33
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1
2
35
0
0
0
0
0
0
51,505
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48,233
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0
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1
2
29
0
0
0
0
0
0
88,254
89,080
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0
4,822
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2
2
43
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0
0
0
0
0
0
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2
1
49
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0
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0
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20,650
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0
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0
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0
4,824
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1
1
57
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316
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316
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1
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31
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0
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0
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25
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80,493
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42
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24
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0
4,877
110,000
2
2
1
33
0
0
0
0
0
2
184,406
169,795
154,733
138,071
126,242
123,449
7,400
6,700
4,700
7,800
0
117,880
0
4,878
50,000
1
1
2
49
0
0
0
0
0
0
25,277
27,209
23,740
19,448
19,594
19,762
3,000
3,014
684
1,000
713
677
0
4,879
80,000
2
1
2
27
-1
-1
-1
0
-1
-1
3,199
1,205
917
917
702
3,099
1,325
917
0
702
3,099
0
0
4,880
80,000
2
1
2
37
-1
-1
-1
-1
-1
-1
6,734
1,990
4,500
4,640
3,966
3,410
1,990
4,500
4,640
3,966
3,410
879
1
4,881
250,000
2
1
2
43
0
0
0
0
0
0
93,163
96,024
90,901
69,927
71,403
69,948
4,409
3,023
2,600
2,700
2,801
2,500
0
4,882
100,000
2
1
2
27
0
0
0
0
0
0
75,296
76,672
78,343
79,111
79,993
81,279
3,000
3,400
3,000
3,000
3,000
3,000
0
4,883
50,000
1
2
2
29
2
2
2
2
2
2
43,205
46,516
45,468
48,703
50,774
49,514
4,000
0
4,000
3,000
0
3,000
1
4,884
150,000
2
1
2
32
2
2
2
0
0
2
120,800
123,379
122,881
123,954
131,543
134,319
6,000
3,000
4,600
9,800
5,100
5,000
1
4,885
70,000
1
2
2
30
0
0
2
2
2
2
17,526
20,235
19,612
22,170
22,612
22,101
3,000
0
2,900
942
0
1,000
1
4,886
150,000
1
1
2
29
-1
-1
-2
-1
-1
-1
249
0
0
12,877
1,558
225
0
0
12,877
1,558
225
0
0
4,887
360,000
2
1
2
31
-1
-1
-1
-1
-2
-2
1,483
9,386
2,635
-227
-1,763
-4,303
9,386
2,643
227
1,536
12,975
19,818
0
4,888
90,000
1
2
2
29
0
0
0
0
0
0
51,864
53,135
53,759
56,397
87,349
55,700
2,098
1,680
20,000
5,000
4,833
2,000
0
4,889
160,000
2
2
1
28
0
0
0
0
0
0
6,031
7,057
7,912
8,080
8,250
8,565
1,280
1,132
300
300
452
312
0
4,890
70,000
2
2
2
36
0
0
0
0
0
0
67,864
59,165
29,314
28,844
29,443
30,101
2,044
1,773
1,181
1,215
1,297
1,008
0
4,891
360,000
2
2
1
33
0
0
0
0
0
0
325,839
300,726
252,603
253,759
255,424
253,826
11,083
8,948
8,727
9,118
9,026
8,997
0
4,892
420,000
2
1
2
33
-1
-1
-2
-2
-1
-1
25,718
0
0
0
1,643
6,800
0
0
0
1,643
3,400
403,500
0
4,893
50,000
2
2
1
47
0
0
0
0
0
0
48,888
47,988
9,757
8,941
9,893
6,181
1,900
1,139
2,000
1,000
300
500
0
4,894
160,000
2
2
2
28
3
2
2
2
2
2
110,819
107,629
113,902
115,543
118,353
116,298
0
9,600
5,000
4,800
0
3,900
1
4,895
100,000
2
2
1
38
1
-1
-1
-2
-2
-1
0
199
0
0
0
150
199
0
0
0
150
550
0
4,896
240,000
2
3
1
41
-1
-1
-1
0
-1
-1
3,973
3,724
7,448
3,724
5,814
10,942
3,724
7,448
0
5,814
8,852
0
0
4,897
390,000
2
1
2
42
0
0
0
0
0
2
98,262
94,122
89,672
83,663
84,449
75,445
5,003
5,000
3,200
9,000
0
5,000
0
4,898
80,000
2
2
1
37
0
0
0
0
0
0
57,830
55,107
51,616
47,843
48,427
49,101
2,103
2,023
1,850
1,800
1,806
1,516
0
4,899
360,000
2
1
2
29
0
0
0
0
0
0
25,633
26,897
26,439
25,932
28,396
28,611
2,000
1,289
1,000
4,000
2,000
1,000
1
4,900
210,000
2
2
1
34
-1
-1
-1
-1
-1
-1
3,402
4,774
375
3,498
3,517
4,567
4,774
375
3,498
3,517
4,567
2,488
0