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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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145,138
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0
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2
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29
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2
2
2
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27
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444
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656
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0
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0
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1
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2
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29
2
0
0
0
0
0
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1
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29
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27
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32
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3
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32
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2
2
2
0
0
17,511
20,503
25,917
19,081
15,200
13,039
3,600
6,142
0
0
0
6,439
1
28,078
230,000
2
1
2
46
-1
-1
-1
-1
-1
-1
699
699
699
999
1,149
849
699
699
999
1,149
849
999
0
28,079
50,000
2
2
1
38
0
0
0
0
-2
-2
6,350
3,239
4,166
0
0
0
1,100
1,000
0
0
0
0
1
28,080
150,000
2
2
3
48
0
0
0
0
0
-2
3,611
5,153
6,158
4,626
0
0
2,000
1,523
2,000
0
0
0
0
28,081
20,000
2
3
1
35
0
0
0
0
0
2
7,196
6,780
7,399
8,574
7,833
6,342
1,120
2,000
2,580
600
0
1,000
0
28,082
10,000
2
3
1
44
5
4
3
2
2
2
8,678
8,401
8,128
7,841
8,579
8,317
0
0
0
1,000
0
1,000
1
28,083
140,000
2
1
1
41
0
0
0
0
0
0
80,603
80,193
73,318
70,523
55,318
50,236
3,000
3,336
2,372
1,453
1,536
1,300
0
28,084
150,000
2
2
1
41
-1
-1
-2
-1
0
0
1,650
0
0
6,784
6,923
14,116
0
0
6,784
159
167
760
0
28,085
290,000
2
2
2
36
0
0
0
0
2
0
110,695
108,583
70,642
71,008
65,455
63,421
3,260
5,000
4,706
0
2,007
2,482
0
28,086
170,000
2
2
1
36
-1
-1
-1
-1
-1
-1
813
2,080
5,425
115
505
1,012
2,085
5,425
115
505
1,012
1,560
0
28,087
420,000
2
3
1
39
-2
-2
-2
-2
-2
-2
2,476
3,570
11,343
5,216
23,001
2,439
3,634
11,353
5,255
23,001
2,439
0
0
28,088
120,000
2
2
2
33
-1
-1
-1
-1
-1
-1
508
607
611
593
653
587
700
611
593
653
587
916
0
28,089
150,000
2
2
1
40
-2
-2
-2
-2
-2
-2
3,042
41,036
16,465
40,215
5,024
19,924
41,243
16,548
40,442
5,049
20,023
6,035
0
28,090
80,000
2
1
1
45
0
0
0
0
0
0
77,402
78,997
79,821
79,308
52,172
50,266
2,900
3,600
10,002
1,754
1,765
3,795
0
28,091
100,000
2
2
1
48
0
0
0
0
0
0
109,033
97,041
80,993
72,751
67,146
68,490
3,641
3,782
5,000
5,000
3,000
3,000
0
28,092
40,000
2
3
2
41
0
0
0
0
-2
-2
72,892
37,781
35,647
0
0
0
1,971
1,000
0
0
0
0
1
28,093
130,000
2
3
2
46
0
0
0
0
0
0
131,996
132,177
132,927
131,866
130,707
129,174
5,000
5,000
4,600
5,000
4,614
5,139
0
28,094
100,000
2
2
2
41
0
0
0
0
0
0
96,509
97,042
98,054
92,466
67,337
67,093
4,500
5,000
4,000
5,000
3,000
4,000
0
28,095
300,000
2
3
1
46
0
0
0
-1
0
0
147,289
150,201
-3,699
4,142
1,700
0
10,000
0
10,005
0
0
0
0
28,096
150,000
2
2
2
41
-1
-1
-1
-1
-1
-1
316
316
316
316
466
8,057
316
316
316
466
8,057
316
0
28,097
50,000
2
2
1
39
1
2
2
2
0
0
27,094
26,365
29,124
28,357
28,984
30,012
0
3,500
0
1,100
1,500
1,100
1
28,098
350,000
2
1
1
37
-2
-2
-2
-2
-2
-2
6,185
27,821
36,140
34,022
26,366
67,650
27,821
36,532
34,022
20,000
117,650
74,086
0
28,099
170,000
2
2
2
45
-1
-1
-1
-1
0
-1
1,638
1,638
1,638
3,276
1,638
1,638
1,638
1,638
3,276
0
1,638
1,638
0
28,100
220,000
2
2
2
31
2
2
2
2
0
0
182,176
176,797
187,033
171,021
167,789
168,417
0
14,179
0
7,000
10,000
12,000
1