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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
801
400,000
1
1
2
37
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385
12,695
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0
3,058
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0
3,058
3,768
0
802
20,000
1
2
2
25
4
3
2
0
0
0
20,610
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0
0
500
715
326
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1
803
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3
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44
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0
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36
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26
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2
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37
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0
0
0
0
0
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3
44
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0
0
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247
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39
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24
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29
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0
815
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3
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33
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2
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2
2
2
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39
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0
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817
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3
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51
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2
0
0
0
0
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818
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3
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24
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2
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45
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1
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30
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0
0
0
0
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3
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51
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390
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390
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390
390
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822
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2
2
24
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2
0
0
0
0
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1
823
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2
1
50
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0
2
0
0
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824
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1
2
22
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0
0
0
0
0
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700
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0
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1
2
27
0
0
0
0
0
0
11,058
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1
826
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2
2
33
1
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24
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0
880
20,000
2
2
1
43
2
0
0
0
0
2
15,294
16,340
17,359
17,776
19,293
18,844
1,300
1,300
700
1,800
0
1,000
0
881
200,000
1
1
2
30
-1
-1
-1
0
0
0
4,935
-200
11,463
11,751
11,772
5,318
0
11,663
9,363
3,232
3,000
1,000
0
882
210,000
2
2
1
49
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
883
230,000
2
1
2
38
0
0
0
0
0
0
224,020
227,311
184,500
128,190
130,883
133,504
8,750
7,470
4,540
4,710
4,750
4,900
0
884
50,000
1
3
2
57
0
0
0
0
0
0
47,917
48,455
48,120
28,450
29,046
29,647
1,988
1,989
1,018
1,054
1,084
1,048
0
885
50,000
1
3
2
55
0
0
0
0
0
0
51,737
27,121
28,103
28,814
29,261
29,878
2,930
1,447
1,158
1,041
1,082
994
1
886
70,000
2
2
2
23
0
0
0
0
0
0
49,605
51,804
53,041
55,150
57,098
59,141
3,000
2,700
3,000
3,000
3,000
4,700
0
887
310,000
1
1
2
30
-2
-2
-2
-2
-2
-2
1,544
1,648
1,284
1,088
892
-304
1,300
1,000
1,000
1,000
304
39,544
0
888
180,000
2
2
1
30
-1
-1
-1
-1
-1
-1
2,488
13,476
3,173
13,202
6,594
2,549
13,476
3,173
13,212
6,594
2,549
1,000
0
889
90,000
2
2
2
24
0
0
0
0
0
2
24,401
22,771
19,461
16,181
14,669
14,422
1,454
1,384
407
673
0
102
0
890
390,000
1
2
2
28
0
0
0
0
0
0
149,445
139,794
133,224
106,127
51,097
38,555
8,046
5,150
5,297
5,084
5,065
5,042
0
891
150,000
2
3
1
34
-1
-1
-1
-1
-1
-1
772
337
618
150
150
377
340
618
150
150
227
0
0
892
400,000
1
2
2
37
1
1
1
2
0
0
13,611
15,066
15,882
12,599
18,599
12,284
3,019
5,014
3
7,040
2,006
2,005
0
893
80,000
2
2
1
32
0
0
0
0
0
-2
28,408
25,695
11,553
2,350
0
0
1,259
1,035
1,600
0
0
0
0
894
320,000
1
1
2
27
0
0
0
0
0
0
137,574
199,563
122,093
105,425
100,206
96,073
6,048
6,371
3,043
3,031
3,066
3,031
0
895
240,000
2
2
1
37
-1
-1
-2
-2
-2
-2
238
0
0
0
0
0
0
0
0
0
0
0
1
896
200,000
1
1
2
31
-2
-2
-2
-2
-2
-2
100
100
100
100
100
100
100
100
100
100
100
100
0
897
110,000
1
1
3
55
1
2
2
2
3
2
92,610
94,755
92,351
101,140
99,260
101,577
4,500
0
11,300
0
4,100
0
1
898
170,000
2
1
2
28
2
2
2
2
2
2
131,864
133,897
129,761
138,604
136,283
145,012
5,600
0
11,000
0
11,000
5,656
1
899
90,000
2
3
3
51
0
0
0
0
2
0
11,315
12,340
13,349
14,276
13,904
14,184
1,212
1,221
1,148
0
510
525
1
900
200,000
1
1
1
36
-1
-1
0
-1
-1
-1
3,877
11,496
5,935
295
1,867
0
11,496
1,011
297
2,923
0
0
0