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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
3,401
370,000
2
1
1
46
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0
0
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26,555
1,572
166,229
168,601
171,018
600
1,572
166,235
3,372
4,018
600
600
0
3,402
130,000
1
2
2
28
0
0
0
0
0
0
113,613
112,867
92,617
94,896
92,347
94,323
5,847
3,413
3,872
3,465
3,627
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0
3,403
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2
1
40
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0
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3
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30
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2
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46,104
48,327
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0
3,406
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1
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32
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0
0
0
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63
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0
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3,409
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1
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30
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2,202
7,172
4,705
2,029
41,581
25,984
7,232
4,723
2,035
41,784
26,108
37,216
0
3,410
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2
1
37
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7,325
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355
1,204
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355
1,204
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14,889
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3,411
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2
2
26
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0
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0
0
0
7,606
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2,000
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0
0
1
3,412
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1
2
25
0
0
0
0
0
0
5,279
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236
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74
0
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2
2
50
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3
3
3
3
13,333
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13,333
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26,663
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11,913
0
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1
2
33
1
2
2
2
0
0
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1
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2
1
43
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33,245
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27,476
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0
24,272
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27,477
0
0
24,272
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2
1
37
0
0
0
0
0
0
184,144
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190,569
191,730
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151,550
8,017
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0
3,417
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1
2
2
37
0
0
0
0
0
0
125,780
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0
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3
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30
0
0
0
0
0
0
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0
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3
1
54
2
0
0
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0
0
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664
0
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1
1
1
46
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0
0
2,171
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91,502
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76,951
1,068
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45,086
2,223
2,091
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0
3,421
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2
2
2
29
0
0
0
0
0
-2
408,568
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426,336
84,732
64,614
3,068
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0
3,422
110,000
1
1
2
30
1
2
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2,932
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3,423
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2
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35
0
0
0
0
0
0
26,994
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2
3
1
43
0
0
0
0
0
0
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2
24
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26
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22
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2
2
40
0
0
0
0
0
0
14,633
12,921
13,957
16,703
17,052
17,391
1,218
1,254
3,000
617
621
643
1
3,478
300,000
2
3
2
29
0
0
0
0
-2
-2
143,568
147,715
149,506
-4,394
-4,394
-4,394
7,951
6,890
0
0
0
0
0
3,479
500,000
2
1
2
36
-1
-1
-1
-1
-1
-1
10,935
4,079
3,943
3,338
1,224
31,022
4,081
4,283
3,338
1,224
31,022
1,088
0
3,480
490,000
2
2
2
27
0
0
0
0
0
-1
222,705
191,752
195,022
196,099
201,289
86,703
5,011
5,217
5,000
5,340
94,762
5,026
0
3,481
200,000
1
1
2
27
-1
-1
-1
0
0
-1
630
825
1,890
1,260
630
630
825
1,890
0
0
630
1,030
0
3,482
40,000
2
1
2
23
2
2
2
0
0
0
19,827
20,709
21,070
21,420
23,066
23,683
1,500
1,000
1,000
2,000
1,000
894
1
3,483
150,000
2
1
2
28
-1
-1
-2
-1
-1
-2
3,752
2,730
500
2,727
712
0
2,730
500
2,727
712
0
0
0
3,484
50,000
1
1
1
29
0
0
0
0
0
0
48,310
49,690
40,697
16,751
17,093
13,191
2,300
1,400
335
342
4,000
200
1
3,485
100,000
1
2
2
27
0
0
0
0
0
0
99,668
100,181
99,156
80,234
80,090
79,494
4,850
3,740
2,798
2,865
3,020
2,377
0
3,486
50,000
2
3
1
42
2
2
2
0
0
2
44,961
48,164
38,684
41,034
43,597
42,743
4,000
0
3,000
3,228
0
4,000
1
3,487
130,000
2
2
2
25
-1
-1
-1
0
0
0
390
390
36,659
23,150
27,376
33,104
780
36,659
5,000
5,000
7,000
5,000
0
3,488
70,000
2
1
2
27
-1
-1
-1
-1
-1
-1
157
157
157
157
307
507
157
157
157
307
507
357
0
3,489
30,000
2
1
1
30
0
0
0
0
0
2
28,289
29,537
29,378
22,692
24,169
23,782
2,013
1,440
800
1,800
108
1,130
0
3,490
50,000
1
1
2
28
0
0
0
0
0
0
31,170
20,413
13,738
6,326
1,452
1,612
2,005
1,206
1,000
600
500
1,000
0
3,491
80,000
1
1
1
45
-1
-1
-1
-1
-1
-1
1,473
1,473
24,770
3,366
1,473
44,314
1,473
24,770
3,366
1,473
44,314
4,000
1
3,492
220,000
2
1
2
30
0
0
0
0
0
-1
72,546
74,618
62,379
37,137
-669
14,069
5,206
30,176
10,258
14,000
15,070
6,029
0
3,493
200,000
1
2
1
45
0
0
0
0
0
0
200,378
162,374
154,234
143,953
147,834
147,373
6,061
7,048
5,016
10,294
5,136
5,225
0
3,494
120,000
2
2
2
24
0
0
0
0
0
-1
11,296
12,200
11,761
6,761
7,189
1,087
1,400
1,000
0
1,000
1,087
801
0
3,495
100,000
2
2
2
25
2
2
2
0
0
0
98,499
101,051
98,503
98,949
48,552
49,545
5,000
0
3,900
1,801
1,800
2,000
0
3,496
100,000
2
3
1
59
1
-1
0
-1
-1
-1
0
7,240
7,702
1,550
12,079
35,920
7,240
1,000
1,558
12,079
35,920
0
0
3,497
50,000
2
1
2
23
0
0
0
0
0
0
50,025
22,656
19,610
17,801
18,078
18,137
1,626
1,581
1,000
900
700
1,000
0
3,498
240,000
1
2
1
37
-1
-1
-1
0
0
0
2,208
5,652
34,351
22,241
8,472
500
5,665
35,000
8,877
500
0
21,257
0
3,499
60,000
1
1
2
28
0
-1
0
0
-1
2
2,295
5,293
13,421
9,900
310
160
6,000
10,000
900
310
0
3,400
0
3,500
260,000
2
2
1
34
-2
-2
-2
-2
-2
-2
8,214
2,149
3,065
750
0
0
2,151
3,065
750
0
0
377
1