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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
3,101
400,000
2
3
1
41
0
0
0
0
0
0
18,487
12,366
13,010
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17,945
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1,000
0
13,945
7,116
1,280
1
3,102
280,000
1
2
2
28
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1,799
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1,848
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1,601
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1,782
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0
1,609
3
1,077
0
3,103
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2
2
41
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0
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17,000
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1
1
1
42
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0
241,191
114,291
113,296
35,048
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37,252
10,000
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0
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33
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28,337
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1
1
35
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0
0
0
128,808
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109,705
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0
3,109
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2
2
28
0
0
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0
0
234,867
237,497
215,343
205,576
207,688
198,955
10,500
9,150
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7,500
7,100
0
3,110
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3
1
48
0
0
0
0
2
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36,875
26,031
32,389
32,830
17,191
72,198
1,192
32,382
2,011
0
72,198
10,000
0
3,111
100,000
1
2
1
35
0
0
0
0
0
0
81,415
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79,755
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15,000
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0
3,112
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1
3
1
47
0
0
0
0
0
0
67,670
62,529
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143
0
3,113
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1
1
2
43
0
0
0
0
0
0
58,108
51,013
48,337
49,532
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2,400
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0
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1
1
44
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0
0
0
0
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1
1
32
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3,189
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2,313
0
3,116
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1
2
1
46
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2
-1
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2
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7,340
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4,486
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0
4,486
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0
4,696
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0
3,117
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2
2
25
0
0
0
0
0
0
24,458
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529
535
750
347
0
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2
1
2
27
0
0
0
0
0
0
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0
3,119
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2
2
1
43
0
0
0
0
0
0
57,033
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0
3,120
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1
1
2
28
-1
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76,996
11,515
13,392
22,209
54,807
62,534
11,515
13,419
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54,807
62,534
37,935
0
3,121
110,000
1
2
1
36
0
0
0
0
0
0
109,361
102,505
103,834
76,491
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78,049
3,940
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2,900
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1
3
1
44
0
0
0
0
0
0
257,987
260,104
253,488
145,630
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139,633
7,100
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0
3,123
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2
1
2
32
0
0
0
0
0
0
157,480
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156,387
159,584
163,009
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0
3,124
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1
1
2
30
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0
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462
562
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2
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37
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0
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1
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37
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33
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34
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24
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54
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2
28
-1
-1
-1
-1
-1
-1
1,390
550
550
550
550
550
550
550
550
550
550
550
0
3,178
80,000
2
2
2
29
0
0
0
0
0
0
46,724
35,074
32,812
25,930
26,414
27,128
2,000
2,000
1,100
1,000
1,100
1,000
0
3,179
10,000
1
1
2
24
2
0
0
0
0
2
7,554
8,287
9,580
9,267
10,096
9,415
1,500
2,000
700
1,500
0
1,000
1
3,180
500,000
2
2
1
27
-2
-2
-2
-2
-2
-2
11,354
9,983
13,570
10,000
10,000
10,000
9,983
13,587
10,000
10,000
10,000
25,304
0
3,181
90,000
2
1
1
43
-1
-1
2
-1
-1
-1
16,139
7,199
4,367
7,660
21,175
4,009
4,367
9
7,660
21,175
4,009
7,452
0
3,182
150,000
2
3
1
59
-2
-2
-2
-2
-2
-2
11,067
12,367
10,557
9,974
11,507
1,926
12,405
10,557
9,974
11,507
1,926
5,512
0
3,183
50,000
1
3
1
49
0
-1
-1
-1
0
0
2,522
1,173
-88
2,912
390
390
1,173
0
3,000
0
0
780
0
3,184
260,000
1
3
1
48
0
0
0
0
-1
0
200,716
203,751
205,530
-170,000
171,696
174,151
8,812
9,158
0
497,000
10,000
7,000
0
3,185
50,000
2
2
2
22
-2
-1
0
0
0
0
836
10,214
10,057
9,221
8,808
3,861
10,214
2,000
0
423
3,861
3,665
0
3,186
30,000
1
1
2
28
-1
2
2
0
0
0
1,190
2,107
1,098
1,098
1,248
982
1,098
0
0
982
150
0
1
3,187
70,000
1
2
2
26
2
2
2
2
0
0
46,599
45,578
48,505
47,427
48,447
45,145
0
4,000
0
2,000
1,700
3,000
0
3,188
360,000
1
1
1
52
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
3,189
430,000
2
1
2
39
-2
-1
-1
-1
-1
-1
673
4,549
7,566
987
4,870
975
4,576
7,642
990
4,889
981
317
0
3,190
50,000
2
2
2
23
-1
0
0
0
0
0
1,291
2,075
2,895
2,698
2,500
2,296
1,100
1,181
300
300
300
250
0
3,191
150,000
2
5
2
26
0
0
2
0
0
0
22,683
24,349
2,130
2,130
32
-780
2,219
0
0
0
0
0
0
3,192
70,000
2
2
2
23
1
2
0
0
2
2
17,461
16,892
18,013
19,315
19,859
19,390
0
1,400
1,600
1,000
0
1,000
1
3,193
150,000
2
1
2
25
0
0
0
0
0
0
42,437
35,082
19,538
13,277
3,200
0
2,265
2,538
277
200
0
0
0
3,194
110,000
1
3
1
38
0
0
0
0
0
0
14,084
11,129
9,316
7,681
8,897
11,729
2,500
2,500
1,000
1,500
3,000
500
0
3,195
20,000
2
1
2
38
-1
0
0
3
2
2
3,527
4,556
5,867
5,495
5,126
5,899
1,241
1,700
0
0
1,000
0
1
3,196
20,000
1
3
2
39
0
0
0
0
2
2
7,824
9,000
9,867
11,929
12,091
12,245
1,307
1,174
2,236
500
500
0
0
3,197
50,000
1
1
2
31
-2
-2
-2
-2
-2
-2
11,479
12,002
3,508
339
1,655
679
12,002
3,508
339
1,655
679
1,600
0
3,198
10,000
1
1
2
33
0
0
0
0
0
0
8,417
6,281
8,567
10,046
10,063
10,132
1,700
4,700
2,502
1,500
3,000
0
0
3,199
20,000
1
2
2
24
0
0
2
0
0
0
15,703
19,775
19,096
19,612
20,164
19,771
4,663
0
1,000
1,000
5,000
0
0
3,200
180,000
1
2
2
34
1
-2
-2
-2
-2
-2
149,172
100,466
98,458
89,384
88,315
84,320
4,600
4,207
3,500
4,000
5,000
602
1