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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
5,401
500,000
2
2
2
49
-1
-1
-1
0
0
-1
27,891
8,970
385,228
391,047
0
150
8,982
385,228
7,821
0
150
363
0
5,402
500,000
1
1
1
58
-1
-1
-1
0
-1
-1
7,285
28,390
13,138
6,653
7,081
4,651
28,730
14,587
28
7,114
4,672
3,114
0
5,403
50,000
1
1
2
34
0
0
0
0
0
0
48,559
47,008
15,435
10,235
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2,573
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500
459
500
500
0
5,404
170,000
1
3
1
31
0
0
0
0
0
0
3,062
112,762
112,880
111,210
111,525
112,360
112,000
6,000
4,500
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5,000
4,500
0
5,405
130,000
2
3
1
36
0
0
2
2
2
2
23,997
26,733
26,942
26,210
27,982
27,383
3,440
941
0
2,197
0
910
1
5,406
150,000
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3
2
27
0
0
2
0
0
0
3,081
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0
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1
2
25
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0
0
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0
0
43,875
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40,146
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3,000
0
5,408
410,000
1
1
1
48
0
0
0
0
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231,152
238,985
243,779
250,399
5,194
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12,000
10,000
7,250
5,225
0
1,436
0
5,409
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2
5
2
33
0
0
0
0
0
0
52,176
39,107
39,547
39,555
40,216
41,039
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1,500
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2,200
2,000
0
5,410
150,000
1
3
1
45
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0
-1
-1
-1
-1
29,169
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0
15,000
0
1,000
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0
15,000
0
0
0
5,411
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2
1
43
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690
2,500
0
0
0
0
2,500
0
0
0
0
0
0
5,412
230,000
1
1
1
40
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0
0
0
0
0
0
0
0
0
0
0
0
0
5,413
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1
2
3
49
0
0
0
0
2
0
24,282
23,470
23,297
22,546
19,563
20,227
1,500
1,500
2,150
0
1,000
1,000
0
5,414
230,000
2
1
2
23
-2
-2
-2
-2
-2
-2
61,580
62,272
1,462
622
1,083
622
2,862
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622
1,083
622
872
0
5,415
280,000
2
1
1
44
0
0
0
0
0
0
235,635
197,003
198,808
187,425
177,340
180,506
7,665
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5,555
5,027
5,065
5,361
0
5,416
500,000
1
2
2
67
-1
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-1
-1
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-1
4,410
2,662
2,533
1,821
2,498
3,622
2,681
2,547
1,826
2,505
3,630
3,099
0
5,417
30,000
1
2
1
38
0
0
0
0
0
0
29,723
30,428
26,558
27,265
27,953
28,456
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1,500
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1,500
0
5,418
330,000
2
2
1
31
0
0
0
0
0
0
298,644
297,005
303,257
302,905
304,151
299,959
13,000
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16,000
0
5,419
180,000
1
1
1
50
0
0
0
0
0
0
181,624
182,765
180,769
141,352
142,078
141,695
9,021
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4,856
4,990
5,133
5,002
0
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30,000
1
2
2
47
3
2
2
0
0
0
29,774
30,797
29,216
29,681
29,321
28,068
1,800
0
1,200
1,000
1,046
904
1
5,421
200,000
1
1
2
36
-1
-1
0
0
0
0
1,801
9,483
60,571
57,990
9,568
82
9,556
60,025
5,032
5,054
5,000
3,000
0
5,422
80,000
2
3
1
41
0
0
0
0
0
-1
52,456
20,925
15,115
12,465
6,925
6,049
11,500
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1,260
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0
0
5,423
80,000
1
2
2
25
0
0
0
0
0
0
31,780
33,261
34,703
36,125
38,374
39,382
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2,000
2,000
3,000
1,800
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1
5,424
100,000
2
1
2
27
-1
-1
-1
-1
-1
-1
3,904
398
931
5,983
2,010
1,413
400
931
5,983
2,010
1,413
3,655
0
5,425
300,000
1
1
1
54
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0
0
0
0
0
0
0
0
0
0
0
0
0
5,426
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1
1
58
1
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0
222
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0
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0
5,435
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1
5,427
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2
1
49
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1
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3
1
50
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0
2
0
0
0
35,415
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22,538
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2
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42
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0
2
2
2
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3
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40
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0
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0
0
0
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2
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40
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2
2
26
0
0
0
0
0
0
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8,140
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80,000
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2
2
28
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0
0
0
0
0
77,701
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1
2
26
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17,018
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3
1
45
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0
0
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2
41
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1
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41
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34
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2
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2
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39
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53
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47
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36
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29
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57
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27
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25
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0
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0
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3
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37
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0
0
0
0
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2
36
1
2
2
2
2
0
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40
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2
1
48
2
2
0
0
0
0
4,577
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5,473
5,750
6,995
0
1,089
196
365
1,500
0
0
5,478
100,000
2
2
1
33
0
0
0
0
0
0
82,308
83,994
85,688
86,643
88,280
90,054
3,261
3,307
2,581
2,502
2,525
2,600
0
5,479
390,000
2
2
1
37
0
0
0
0
0
0
200,612
202,794
191,419
81,360
66,864
66,729
8,315
6,839
3,000
2,348
2,401
2,355
0
5,480
550,000
2
1
2
35
0
0
0
0
0
0
83,707
49,676
49,196
37,784
35,317
7,433
3,023
5,070
3,017
7,148
2,037
14,243
0
5,481
80,000
2
2
2
31
0
0
0
0
0
0
81,358
69,913
71,541
72,541
54,061
55,136
3,126
3,391
3,000
2,000
1,974
2,043
0
5,482
150,000
2
2
1
39
-1
0
0
0
0
-1
12,365
58,266
40,921
24,053
25,856
77,913
53,444
20,144
14,182
16,819
78,287
15,679
0
5,483
20,000
2
2
1
27
0
0
-1
-1
-2
-2
7,286
2,160
780
0
0
0
1,006
780
0
0
0
0
0
5,484
20,000
2
2
2
21
0
-1
-1
-2
-2
-2
20,000
1,685
0
0
0
0
1,685
0
0
0
0
0
0
5,485
100,000
2
3
2
29
-2
-2
-2
-1
-1
-1
2,038
11,383
1,661
1,891
3,681
870
11,386
1,665
1,894
3,689
870
1,755
0
5,486
30,000
1
3
2
28
2
2
2
2
2
3
300
300
300
300
1,300
1,150
0
0
0
1,000
150
0
1
5,487
80,000
2
3
1
47
0
0
0
0
0
0
33,590
34,524
34,038
33,231
33,440
5,513
2,079
1,200
0
816
365
5,000
0
5,488
30,000
1
1
2
33
2
2
2
2
2
2
27,274
25,744
27,504
26,987
26,927
25,553
0
3,000
1,000
1,300
0
1,000
1
5,489
140,000
1
3
2
23
-1
-1
-1
-1
-1
-1
390
390
390
1,434
1,309
540
390
390
1,434
1,309
540
540
0
5,490
200,000
1
2
2
32
0
0
0
0
0
0
180,461
171,839
173,325
153,953
144,206
143,178
8,300
10,000
6,000
6,000
6,000
4,500
0
5,491
290,000
1
1
2
41
0
0
0
0
0
0
255,049
247,090
242,309
238,609
238,712
237,847
9,006
8,507
10,902
8,600
8,671
8,210
0
5,492
50,000
1
2
2
23
0
0
-1
0
0
-1
96,234
44,882
1,270
880
390
390
1,052
1,270
0
0
390
0
0
5,493
260,000
2
1
2
28
1
-2
-1
-1
-2
-2
0
0
355
2,165
2,165
0
0
355
2,835
335
335
335
0
5,494
60,000
1
2
1
24
0
0
0
0
0
0
24,608
18,686
18,571
18,118
16,179
12,919
1,400
1,500
1,295
3,655
330
507
0
5,495
280,000
1
1
1
34
0
0
0
0
0
0
212,968
312,960
373,419
232,919
228,387
235,187
237,000
150,000
10,000
150,000
10,572
7,313
0
5,496
100,000
2
1
2
36
0
0
2
0
0
2
10,672
11,025
5,791
3,623
5,554
5,309
2,355
0
500
2,000
0
1,000
0
5,497
290,000
2
3
1
48
-1
0
0
-1
-1
-1
284,990
274,764
225,000
16,635
15,000
47,143
10,000
25,000
16,635
15,000
47,143
2,088
0
5,498
50,000
1
3
1
49
0
0
0
2
0
0
10,644
12,163
14,147
13,626
15,194
16,929
2,000
2,500
0
2,000
2,000
2,000
0
5,499
150,000
1
1
2
66
0
0
0
2
2
2
131,027
135,519
147,692
149,166
151,934
137,885
6,600
16,200
5,200
5,110
0
5,300
0
5,500
390,000
2
1
1
39
-2
-2
-2
-2
-2
-2
48,417
15,530
112,316
114,797
131,601
130,295
2,000
97,472
4,000
20,000
31,667
6,539
0