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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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41
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24
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326
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37
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2
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3
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2
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125
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27
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23
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2
1
29
0
0
2
0
0
0
77,883
81,811
80,250
61,467
10,662
11,486
5,800
1,000
600
400
1,000
0
0
181
240,000
1
1
2
37
-1
-1
2
0
0
-1
12,212
26,578
25,331
26,605
26,279
1,256
15,000
0
2,000
0
1,256
65,935
0
182
80,000
2
3
2
35
0
-1
0
0
0
0
49,608
12,412
14,873
17,364
17,770
17,460
12,500
6,500
3,000
2,000
3,000
2,000
0
183
500,000
2
1
1
47
0
0
0
0
0
0
56,422
110,616
110,340
122,967
108,834
70,064
70,010
30,357
30,000
20,000
52,183
20,000
0
184
60,000
2
2
1
24
0
0
0
0
0
0
58,024
57,891
48,839
18,971
19,323
19,395
2,500
1,600
3,000
1,000
737
2,000
1
185
20,000
1
2
2
25
0
0
0
0
0
-1
10,642
11,677
13,070
12,280
1,615
1,620
1,200
1,593
601
135
1,824
0
0
186
100,000
2
2
1
38
1
2
0
0
2
0
14,483
13,961
15,323
16,268
15,868
16,448
0
1,600
1,500
0
1,000
1,500
1
187
360,000
2
1
2
32
1
-1
-1
-1
-1
-1
2,616
57,077
5,287
68,445
13,881
16,240
57,087
5,295
68,454
13,889
16,250
38,313
0
188
200,000
2
3
2
47
2
2
2
2
2
2
199,436
202,947
193,936
196,186
200,162
189,915
8,214
7,000
6,800
7,134
0
6,836
1
189
130,000
2
2
1
34
1
-1
0
0
0
0
0
5,396
10,270
13,576
13,864
14,636
5,396
5,000
3,500
501
1,000
2,000
0
190
20,000
2
2
2
31
1
5
4
4
3
2
21,703
21,087
21,461
20,835
20,219
20,487
0
1,000
0
0
760
0
0
191
310,000
1
1
2
32
0
0
0
0
0
0
59,901
62,147
62,102
65,875
60,387
43,328
10,020
6,031
10,057
5,028
5,060
4,223
0
192
60,000
2
1
2
27
2
0
0
0
2
0
19,625
20,347
21,669
23,005
22,499
22,873
1,342
1,664
2,000
0
900
846
1
193
180,000
2
1
2
29
-1
-1
-1
-2
-1
0
11,386
199
0
0
17,227
17,042
199
0
0
17,227
341
5,114
0
194
180,000
2
1
2
24
-1
-1
2
0
0
-2
14,670
22,087
21,282
10,200
0
0
37,867
0
200
0
0
0
0
195
50,000
1
2
1
36
0
0
0
0
-1
-1
47,790
18,114
18,250
-14
72
658
2,000
1,000
2,000
500
1,000
20,011
0
196
50,000
2
1
2
24
1
2
2
2
2
2
36,166
37,188
37,680
38,462
39,228
40,035
1,900
1,400
1,700
1,532
1,600
0
1
197
150,000
2
2
1
34
-2
-2
-2
-2
-2
-2
0
0
0
116
0
1,500
0
0
116
0
1,500
0
0
198
20,000
2
1
2
22
0
0
0
0
-1
0
18,553
19,446
19,065
8,332
18,868
19,247
1,500
1,032
541
20,000
693
1,000
0
199
500,000
2
1
1
34
-2
-2
-2
-1
-1
-1
412
138
2,299
1,251
1,206
1,151
138
2,299
1,251
1,206
1,151
15,816
0
200
30,000
2
3
2
22
1
2
2
0
0
0
29,010
29,256
28,122
29,836
1,630
0
1,000
85
1,714
104
0
0
1