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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
28,501
290,000
2
1
2
35
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0
0
2,348
10,421
566
12,008
19,820
17,135
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566
12,008
8,012
343
2,630
0
28,502
20,000
2
2
1
39
1
2
2
0
0
0
17,751
18,963
18,378
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19,600
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1,800
0
2,400
0
400
1,000
0
28,503
140,000
2
2
1
31
0
0
0
0
0
0
98,250
100,319
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0
28,504
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2
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36
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2
2
2
2
2
100,247
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12,924
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1
28,505
50,000
2
3
3
46
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-1
390
390
390
390
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1,869
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390
390
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3,610
0
28,506
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2
2
1
37
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7,390
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390
540
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390
390
540
540
0
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2
1
28
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0
1,459
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12
5,011
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0
28,508
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2
2
1
28
0
0
0
0
0
0
175,976
149,257
93,689
81,226
71,547
72,794
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3,711
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3,019
45,200
0
28,509
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2
1
2
29
0
0
0
0
0
0
78,044
43,437
45,132
39,180
31,422
32,410
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3,300
2,150
1,500
6,200
0
28,510
260,000
2
2
2
40
0
0
0
0
0
0
120,108
107,696
103,745
90,818
92,640
94,338
4,224
3,650
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3,640
3,500
3,500
0
28,511
470,000
2
3
1
42
0
0
0
0
0
0
219,081
285,141
408,974
361,703
318,251
310,982
70,000
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13,000
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8,000
0
28,512
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1
1
47
0
0
0
0
0
0
192,493
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193,400
193,278
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7,200
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7,100
7,380
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0
28,513
160,000
2
2
2
28
-1
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5,171
3,634
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1,732
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1,978
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1,732
715
0
28,514
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2
1
2
31
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66,604
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28,017
19,364
0
28,515
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2
2
30
0
0
0
0
0
0
24,482
25,571
26,294
27,308
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1,455
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1
28,516
150,000
2
1
2
33
-2
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-2
24,393
26,847
32,702
33,459
27,800
2,261
27,007
32,715
33,475
27,808
2,261
169,465
0
28,517
200,000
2
2
2
34
0
0
2
2
0
0
189,490
204,278
207,559
202,518
164,682
168,224
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0
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1
28,518
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2
2
34
0
0
0
0
0
0
39,883
34,983
23,772
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14,818
7,565
2,068
1,331
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353
208
20,711
0
28,519
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3
1
30
0
0
0
0
0
0
48,549
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0
28,520
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2
2
2
24
0
0
0
0
0
0
19,188
18,774
12,339
11,312
8,324
7,079
1,374
1,235
1,101
270
1,000
1,000
0
28,521
50,000
2
2
1
47
0
0
3
2
2
0
9,532
14,023
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0
1,400
0
659
664
0
28,522
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3
1
37
2
2
2
2
0
0
93,050
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102,147
8,840
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3,912
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1
28,523
280,000
2
2
2
34
0
0
0
-1
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-2
7,215
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1,175
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-23
24,143
0
1,180
0
0
0
0
28,524
160,000
2
1
1
38
0
0
0
0
0
0
132,932
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131,724
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133,195
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1
2
29
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0
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2
2
30
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0
0
0
0
0
136,053
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2
1
32
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256
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256
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32
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34
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1
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40
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2
2
2
2
2
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1
28,533
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3
1
44
1
2
3
2
4
3
13,112
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0
0
1
28,534
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2
1
31
1
2
2
2
0
0
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1
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1
31
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2
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3
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32
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30
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1,650
1,650
1,650
1,650
1,650
1,650
1,650
1,650
1,650
1,650
1,650
1,650
1
28,577
110,000
2
2
1
30
1
2
2
2
2
0
68,910
70,382
71,866
72,698
70,930
72,439
3,200
3,200
2,600
0
2,650
3,100
0
28,578
50,000
2
2
1
44
0
0
0
0
0
0
50,496
47,955
48,751
37,140
19,535
19,492
2,007
10,109
1,514
1,000
1,000
1,000
0
28,579
500,000
2
1
1
46
0
0
0
0
0
-1
196,606
64,144
49,722
67,909
61,613
16,932
10,000
10,000
20,025
10,000
20,000
18,000
0
28,580
360,000
2
1
2
32
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,581
80,000
2
2
1
34
-1
-1
-1
-1
0
-1
1,383
5,030
1,964
7,541
3,201
5,026
5,030
1,964
7,568
0
5,026
2,371
0
28,582
10,000
2
1
2
33
2
2
2
0
0
0
7,486
9,354
7,183
7,814
7,814
7,190
3,000
0
1,000
0
0
0
0
28,583
320,000
2
1
1
34
-2
-2
-1
0
0
0
5,159
967
14,331
16,591
9,433
398
967
14,331
9,433
0
0
3,090
0
28,584
30,000
2
3
1
32
0
-1
-1
-1
0
-1
28,701
26,108
17,595
24,715
22,136
22,738
27,078
17,648
25,008
509
22,806
10,035
0
28,585
80,000
2
3
1
32
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,586
160,000
2
2
1
34
1
2
2
2
0
0
79,727
77,290
72,681
66,526
66,893
66,637
0
4,500
2,500
3,000
3,000
4,000
0
28,587
490,000
2
1
2
34
0
0
-1
-1
-1
-1
19,036
14,474
3,404
14,445
7,672
2,295
5,038
3,404
14,445
7,672
2,295
9,004
0
28,588
220,000
2
1
1
35
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,589
450,000
2
1
1
35
-1
-1
-2
2
-1
-1
403
0
0
390
390
390
0
0
390
390
390
390
0
28,590
370,000
2
3
1
35
-1
-1
0
-1
0
0
5,886
4,821
6,823
26,501
32,774
32,645
8,190
6,000
27,011
15,004
10,000
10,000
0
28,591
80,000
2
3
1
34
0
0
2
2
2
0
43,321
47,586
48,525
49,423
46,132
47,233
5,000
2,000
2,000
0
2,000
2,000
1
28,592
360,000
2
1
1
47
2
2
-2
-2
-2
-2
2,500
0
0
0
0
0
0
0
0
0
0
0
1
28,593
60,000
2
2
1
42
0
0
0
0
0
0
58,899
55,834
55,993
56,675
57,550
57,545
2,579
2,047
2,024
2,180
2,321
2,500
0
28,594
50,000
2
1
1
45
-1
-1
-1
-1
-1
-1
7,963
1,664
5,408
2,734
7,976
0
1,669
5,413
2,734
7,976
0
7,000
0
28,595
160,000
2
2
1
49
-1
-1
-1
-2
-2
-2
347
2,389
0
0
0
0
2,389
0
0
0
0
0
0
28,596
260,000
2
3
1
41
0
0
0
0
0
0
264,549
227,021
233,426
230,319
127,897
118,868
10,000
12,007
9,170
4,853
4,531
3,909
0
28,597
220,000
2
2
2
45
-1
-1
-1
-1
-1
0
990
990
990
990
5,538
5,687
990
990
990
5,538
1,206
1,204
0
28,598
60,000
2
3
1
46
2
3
3
3
2
2
44,030
44,509
44,999
45,463
45,918
47,863
1,500
1,500
1,500
1,500
3,000
5,300
1
28,599
220,000
2
1
1
38
1
2
2
0
0
0
171,784
177,468
173,233
176,859
182,393
187,446
10,000
0
8,000
10,000
8,000
12,000
0
28,600
290,000
2
1
1
39
-1
-1
-1
-1
-1
-1
264
264
264
264
264
264
264
264
264
264
264
264
0