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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
5,601
80,000
2
2
1
23
2
0
0
0
0
0
82,628
134,880
67,325
68,652
70,388
76,743
2,500
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2,800
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0
1
5,602
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2
2
2
33
0
0
0
0
0
2
14,320
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16,318
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18,772
18,320
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0
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0
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1
2
29
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41,897
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0
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0
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2
2
29
0
0
0
2
0
0
56,626
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60,332
61,658
65,561
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0
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1
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1
1
39
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0
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0
0
0
250,571
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2
2
32
0
0
0
0
0
0
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123,041
110,751
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83,859
72,220
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0
5,609
180,000
2
1
2
29
-2
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-2
-2
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0
0
432
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0
0
0
432
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0
0
0
0
5,610
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2
2
33
1
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-64
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-64
-64
-64
16,759
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0
0
0
17,000
13,000
0
5,611
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2
2
27
2
2
2
2
2
2
157,818
161,308
162,923
161,481
155,819
168,283
7,500
5,800
5,700
0
18,100
0
1
5,612
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2
2
37
0
0
0
0
0
0
50,148
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49,130
48,658
0
2,064
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0
0
0
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1
1
38
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1,669
710
1,824
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0
640
710
1,824
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0
640
0
0
5,614
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3
1
48
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430
717
430
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430
717
430
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0
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2
2
23
0
0
0
0
0
0
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0
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2
2
33
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0
0
13,284
17,262
81,198
40,049
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17,311
81,938
40,060
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0
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2
2
1
35
0
0
0
0
0
0
18,126
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36,046
1,347
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0
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2
2
2
23
0
0
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35,131
6,559
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836
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0
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2
2
1
35
0
0
0
0
0
0
174,635
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175,102
134,494
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124,651
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0
5,620
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2
2
23
0
0
0
0
0
0
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0
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2
2
1
33
0
0
0
0
0
0
37,794
39,240
40,653
41,249
42,356
43,278
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1,700
1,668
0
5,622
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2
1
44
0
0
0
0
0
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26,030
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0
1,643
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700
0
0
0
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3
2
45
0
0
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0
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390
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390
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390
0
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3
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39
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0
0
0
0
0
0
0
0
0
0
0
0
0
5,625
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2
1
33
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0
0
0
0
0
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39
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0
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0
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2
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51
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3
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0
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36
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24
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27
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34
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2
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5,678
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44,258
28,040
27,935
51,904
24,147
24,425
2,489
1,384
841
1,013
819
15,154
0
5,679
150,000
2
2
1
40
0
0
0
0
0
0
40,548
41,597
42,405
43,498
44,596
45,700
2,000
1,800
1,800
1,800
2,000
1,800
0
5,680
50,000
2
3
1
52
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
5,681
220,000
2
2
2
36
0
0
0
0
0
0
126,695
106,534
109,884
106,114
108,202
110,938
4,000
5,500
3,775
4,100
5,000
4,500
0
5,682
30,000
2
2
1
23
2
2
2
2
2
2
11,851
14,416
13,887
14,564
15,183
14,790
2,762
0
910
1,000
0
1,200
1
5,683
30,000
2
2
1
26
2
0
0
0
0
2
25,369
23,073
21,520
18,669
15,710
15,308
1,700
1,600
700
1,401
0
600
1
5,684
50,000
2
3
2
57
0
0
0
0
0
0
18,599
18,598
18,835
18,475
18,135
17,777
1,321
1,278
638
654
659
557
0
5,685
160,000
2
2
2
35
0
0
2
0
0
0
25,590
29,169
28,406
28,836
30,208
30,853
4,000
0
1,200
2,000
1,300
1,291
0
5,686
180,000
1
1
2
31
-2
-2
-2
-2
-2
-2
0
48,544
17,700
4,270
0
19,331
48,544
17,700
4,270
0
19,331
0
0
5,687
190,000
1
1
1
31
0
0
0
0
0
0
158,416
124,910
95,406
95,313
48,731
87,197
6,004
5,148
5,313
3,000
40,000
0
0
5,688
480,000
2
1
1
39
0
0
-1
0
0
0
106,660
400,000
66,270
80,274
82,160
110,773
302,000
66,270
15,000
3,044
30,042
34,048
0
5,689
270,000
2
1
2
32
0
0
0
0
0
-1
25,343
40,414
39,956
39,827
9,456
386
20,000
5,000
5,000
1,000
386
0
0
5,690
200,000
1
2
2
37
-2
-2
-2
-2
-2
-2
162
536
0
495
0
0
536
0
495
0
0
546
0
5,691
80,000
1
1
2
38
-1
-1
-1
0
-1
-1
780
259
7,544
390
390
332
259
7,544
0
390
332
780
1
5,692
410,000
1
2
1
36
-2
-2
-2
-2
-1
-1
3,827
9,921
28,961
2,954
9,942
2,628
10,534
29,750
3,483
10,470
2,636
122,005
0
5,693
50,000
2
1
2
25
-1
2
0
0
0
-1
2,823
1,760
2,640
1,760
880
1,910
0
1,760
0
0
1,910
0
1
5,694
50,000
2
3
2
42
0
0
0
0
0
0
2,389
3,405
4,414
4,653
4,596
4,688
1,064
1,073
312
166
168
174
0
5,695
210,000
1
1
1
39
-2
-2
-2
-1
-1
-2
980
0
650
3,446
0
0
0
650
3,446
0
0
0
1
5,696
20,000
1
1
2
28
0
0
0
0
0
0
16,196
17,232
18,339
18,734
19,281
19,413
1,600
1,700
1,000
1,000
556
193
0
5,697
150,000
2
1
2
28
0
0
0
0
0
0
109,835
110,255
110,247
110,955
105,145
105,377
5,500
5,300
3,853
4,000
4,000
3,952
0
5,698
130,000
2
1
2
25
1
2
-1
-1
-1
-1
2,576
2,356
5,978
2,750
3,641
1,735
0
6,000
2,750
3,641
1,735
7,290
1
5,699
200,000
2
1
2
26
0
0
0
0
0
0
121,830
91,216
93,099
94,949
96,929
98,909
3,311
3,400
3,400
3,512
3,586
3,148
0
5,700
110,000
2
2
2
23
0
0
0
0
0
0
106,963
101,958
85,914
73,638
72,119
73,764
5,023
3,900
2,600
5,000
3,000
3,000
0