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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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10,000
1
2
2
22
0
0
0
0
0
0
8,602
8,728
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1,158
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339
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425
195
1
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1
1
1
52
0
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0
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19,965
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390
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780
10,400
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390
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0
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0
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1
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23
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0
0
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33
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1
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2
2
35
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0
0
0
98,697
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102,167
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2
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34
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40
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49
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2
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11,271
0
2,009
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2
1
32
1
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0
0
1
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2
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33
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0
0
0
0
0
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0
0
0
0
0
0
0
2,011
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2
2
26
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2
2
31,475
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0
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1
1
51
0
0
2
0
0
0
128,968
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134,573
136,026
97,517
47,027
12,900
0
5,399
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2
2
40
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2
0
0
0
3
18,278
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19,008
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21,871
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0
1,612
687
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0
1
2,014
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3
1
35
1
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0
0
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2,605
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895
2,328
0
2,610
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2
2,333
1
0
2,015
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2
1
27
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390
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780
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0
0
390
780
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0
0
0
0
2,016
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3
1
38
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241
0
0
0
739
0
0
0
0
739
0
0
1
2,017
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2
2
22
1
2
2
2
2
2
5,613
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0
1,638
251
0
647
0
1
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2
1
42
0
0
0
0
0
0
68,670
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1
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3
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35
0
0
0
0
0
0
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50,418
51,810
28,964
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0
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2
2
1
36
2
0
0
0
0
0
50,922
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0
1
2,021
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2
2
1
38
0
0
0
0
0
0
10,906
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9,426
8,099
1,364
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500
0
2,022
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2
2
2
31
0
0
0
0
0
0
147,586
155,228
160,588
162,241
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7,891
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0
2,023
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3
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36
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0
0
0
0
0
154,462
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77,156
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1
1
39
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0
2,025
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1
2
2
41
0
0
0
0
0
0
132,758
83,498
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2
1
42
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0
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30
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0
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32
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31
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24
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34
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402
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819
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49
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-1
-1
-1
6,776
3,198
2,123
11,774
6,166
3,583
3,222
2,125
11,892
6,192
3,601
3,403
0
2,080
230,000
1
1
1
43
1
2
2
2
2
2
9,462
9,701
10,277
13,148
12,834
13,861
1,000
1,000
3,000
0
1,200
0
0
2,081
70,000
2
1
2
24
0
0
0
0
0
0
69,572
71,233
66,844
50,410
44,958
46,655
2,828
2,337
1,702
1,800
2,600
2,000
0
2,082
160,000
2
1
1
33
-1
-1
-1
-1
0
0
7,429
7,165
1,849
4,715
799
0
8,000
2,000
4,755
0
0
0
0
2,083
50,000
2
2
1
42
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,084
170,000
1
2
1
37
-1
-1
-1
-1
-2
-1
490
-10
4,910
0
0
1,000
0
4,920
0
0
1,000
1,030
0
2,085
210,000
2
3
1
39
0
0
0
0
0
0
106,028
107,312
65,968
67,307
46,511
47,583
6,000
5,000
2,697
2,000
2,012
1,172
0
2,086
230,000
1
1
2
28
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
2,087
110,000
1
2
1
36
2
2
2
2
2
2
57,135
55,648
59,518
57,964
66,995
65,762
0
4,803
0
10,000
0
7,195
1
2,088
80,000
2
2
1
39
0
0
-1
-1
-1
-1
44,002
43,156
22,478
5,011
4,674
0
2,300
22,478
5,011
4,674
0
0
0
2,089
90,000
2
2
1
54
-1
-1
-1
-1
-1
-1
692
392
332
14,579
2,091
506
394
332
14,579
2,091
506
417
0
2,090
90,000
2
1
1
41
2
2
2
2
2
2
78,700
80,348
81,630
82,890
84,709
86,252
3,500
3,200
3,200
3,300
3,100
3,100
1
2,091
250,000
2
1
1
42
-1
-1
2
0
-1
2
744
2,244
1,372
686
1,522
686
2,186
0
0
1,522
0
4,389
0
2,092
270,000
1
2
2
31
1
2
2
2
2
0
16,616
16,911
14,692
13,907
10,660
10,683
2,500
0
1,000
0
2,000
1,000
0
2,093
20,000
1
3
2
23
0
0
0
0
0
0
10,103
11,139
12,106
12,349
11,420
11,641
1,205
1,172
415
404
400
400
0
2,094
80,000
2
5
2
34
1
2
-1
-1
-1
0
2,898
1,457
1,261
1,261
2,522
1,261
0
1,261
1,261
2,522
0
780
0
2,095
20,000
1
1
2
23
2
2
0
0
0
0
15,077
15,534
16,540
17,267
17,475
17,838
1,000
1,273
1,000
631
650
803
0
2,096
150,000
2
2
1
36
0
0
0
2
0
0
83,853
87,227
96,253
93,562
96,510
63,417
5,000
11,700
0
5,000
2,500
5,000
0
2,097
80,000
2
3
1
37
1
2
2
0
0
0
99,396
100,495
97,982
100,261
102,147
91,829
3,560
0
3,912
3,832
3,508
2,800
1
2,098
130,000
2
2
1
47
0
0
0
0
0
0
46,096
37,939
39,138
40,023
40,536
41,697
2,167
2,000
2,000
1,469
2,000
2,000
0
2,099
320,000
2
1
2
28
-1
0
-1
-1
-1
-1
18,506
12,237
913
5,356
58,545
7,357
1,062
1,116
5,384
58,837
7,393
5,926
0
2,100
50,000
2
1
2
24
2
2
2
0
0
0
43,379
46,097
44,187
43,165
37,967
36,327
3,628
8
1,500
1,490
1,303
2,000
1