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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
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29
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18,662
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0
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30
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0
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35
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744
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43
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2
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1
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41
0
0
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0
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43
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1
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39
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1
1
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1
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44
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0
0
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0
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2
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39
1
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390
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37
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41
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2
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1
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39
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16,100
16,696
2,000
2,506
3,000
3,000
1,070
5,203
0
28,178
200,000
2
1
2
31
-2
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
0
28,179
50,000
2
3
1
31
1
-2
-2
-2
-1
-1
0
0
0
0
414
0
0
0
0
414
0
0
0
28,180
150,000
2
1
1
46
0
0
0
0
0
0
135,748
136,681
140,019
143,237
140,658
143,344
5,000
5,000
5,000
5,000
5,000
5,000
0
28,181
200,000
2
2
2
32
-1
-1
-1
-2
-1
-1
13,467
4,345
0
0
171
1,557
4,366
0
0
171
1,386
6
0
28,182
100,000
2
2
1
32
1
-2
-2
-2
-1
-1
-350
-740
-1,130
-1,520
780
0
0
0
0
2,300
0
0
0
28,183
360,000
2
1
2
33
-1
0
0
0
0
0
5,334
6,849
68,133
71,708
58,551
54,678
3,017
65,009
6,784
3,041
5,044
3,042
1
28,184
50,000
2
2
1
33
0
0
0
0
0
0
37,541
36,504
26,901
26,021
19,438
12,198
1,434
1,555
1,148
1,000
422
372
0
28,185
220,000
2
2
1
33
0
0
0
0
0
0
204,144
175,748
172,758
175,030
174,122
175,472
6,500
6,300
7,700
6,300
6,300
6,150
0
28,186
80,000
2
1
2
33
1
2
0
0
0
0
83,367
81,409
78,790
80,567
78,047
82,942
0
2,873
3,101
3,000
6,328
0
1
28,187
150,000
2
1
1
33
-1
0
-1
-1
-1
-1
20,441
26,417
1,091
5,933
1,517
1,787
6,549
1,096
5,962
1,524
1,795
1,525
0
28,188
210,000
2
1
1
34
-1
-1
-1
-1
-1
-1
326
983
1,297
326
326
326
983
1,297
326
326
326
326
1
28,189
70,000
2
2
2
34
0
0
0
0
0
0
67,655
68,525
68,038
55,193
27,099
28,298
3,200
2,518
1,525
1,000
2,000
2,000
0
28,190
50,000
2
2
1
48
0
0
0
0
0
0
44,324
43,053
44,016
15,386
31,401
16,573
2,000
1,880
2,000
1,000
2,000
1,500
0
28,191
80,000
2
3
3
43
0
0
-2
-2
-1
-1
3,408
-11
-11
-11
2,429
905
0
0
0
2,440
905
9,213
0
28,192
110,000
2
2
2
34
-2
-2
-2
-2
-2
-2
0
576
0
0
0
0
576
0
0
0
0
0
0
28,193
170,000
2
1
2
34
-2
-2
-1
0
0
-2
1,088
1,088
5,425
5,223
1,084
1,084
1,088
5,425
1,000
2,172
1,084
1,189
0
28,194
160,000
2
3
1
46
-2
-2
-2
-2
-2
-2
-510
-520
0
-390
780
0
380
2,000
0
101,170
0
0
0
28,195
130,000
2
3
1
49
0
0
0
0
0
0
25,339
26,342
27,376
28,415
28,980
29,738
1,427
1,461
1,500
1,037
1,225
1,080
0
28,196
200,000
2
3
1
48
-2
-2
-2
-2
-2
-2
119,139
5,844
3,666
37,005
47,376
1,292
5,844
3,694
37,177
47,376
1,292
46,626
0
28,197
360,000
2
2
1
40
-1
-1
-1
-1
-1
-1
29,540
27,930
692
41,301
10,889
2,017
27,930
692
41,303
10,893
2,017
13,894
0
28,198
160,000
2
2
1
42
0
0
0
0
0
0
25,338
27,601
31,818
34,270
35,698
37,122
3,000
5,000
3,000
2,000
2,000
2,000
0
28,199
310,000
2
2
1
42
-2
-2
-2
-2
-2
-2
2,851
4,609
2,109
14,109
2,109
2,218
7,869
2,109
14,109
2,109
2,218
1,809
0
28,200
500,000
2
1
1
40
0
-1
0
0
0
-1
18,436
2,574
1,390
3,186
1,649
2,507
3,001
1,320
2,007
1,651
2,517
4,180
0