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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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100,000
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26
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2
2
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2
30,067
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0
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0
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1
27,802
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1
1
28
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2
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11,059
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91,550
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0
388
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0
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25
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2
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1
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29
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1
27,809
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1
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25
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31,308
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18,220
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33,482
13,785
0
27,810
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3
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26
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2
2
0
0
0
63,977
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25
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0
14,045
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0
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2
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23
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436
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144
0
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28
0
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2
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89
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356
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0
0
356
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1
27,814
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28
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26
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41
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0
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1
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26
0
0
0
0
0
0
29,452
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0
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2
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25
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165
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0
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1
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26
0
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0
0
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0
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2
2
26
0
0
0
0
0
0
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2
27
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318
3,770
0
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2
1
2
26
1
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-18
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0
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26
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0
0
0
0
0
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2
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27
0
0
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0
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0
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0
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1
27
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2
0
0
0
0
81,841
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28,424
29,059
15
2,876
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84
1
27,825
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2
2
27
0
0
0
0
0
0
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26
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27,875
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27
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2
27
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0
0
0
0
0
68,251
66,221
67,061
64,154
15,903
16,493
3,000
2,500
2,000
1,500
1,000
1,000
0
27,878
280,000
2
2
2
29
-2
-2
-2
-2
-2
-2
190,601
4,987
651
3,126
3,707
11,225
4,987
651
3,126
3,707
11,225
10,482
0
27,879
100,000
2
1
2
29
1
2
2
2
0
-1
6,266
2,366
7,042
780
390
390
0
5,000
0
0
390
1,320
0
27,880
150,000
2
1
2
29
0
0
0
0
0
0
94,062
65,825
64,041
60,948
51,510
46,917
3,183
3,023
2,549
2,000
2,000
2,000
0
27,881
130,000
2
3
1
26
0
0
2
2
2
0
121,329
128,791
127,881
133,130
127,159
131,069
11,000
2,600
9,000
0
6,000
5,000
0
27,882
250,000
2
1
1
27
0
0
0
0
0
0
85,238
87,797
75,436
58,695
41,211
34,987
20,004
2,893
2,201
1,215
10,040
10,041
0
27,883
200,000
2
1
2
28
0
0
0
0
0
0
7,484
8,273
13,249
22,319
17,279
9,853
2,000
13,000
10,000
5,000
5,000
4,000
0
27,884
110,000
2
2
2
28
2
2
2
0
0
0
105,014
104,574
94,521
88,833
82,585
75,992
9,000
10
3,917
2,730
2,770
2,800
0
27,885
160,000
2
2
3
27
0
0
-1
0
0
0
11,442
7,257
15,770
27,024
14,490
8,190
1,000
15,793
11,000
6,000
1,000
10,312
0
27,886
80,000
2
3
1
27
0
0
0
0
0
0
24,003
21,887
14,799
6,402
4,950
4,661
3,028
1,241
3,010
2,025
3,500
26,028
1
27,887
220,000
2
1
2
27
0
0
0
-1
-1
-1
66,620
56,611
37,504
9,499
3,679
13,232
16,008
12,000
15,030
10,000
15,000
5,000
0
27,888
20,000
2
2
2
27
0
0
0
2
0
0
16,679
14,921
9,470
9,640
6,110
5,775
1,554
2,360
500
1,000
3,200
2,000
0
27,889
160,000
2
2
2
26
1
2
2
2
-1
-1
5,654
796
398
0
398
0
398
0
0
398
0
0
0
27,890
170,000
2
1
2
26
-1
-1
-1
-1
-1
-1
3,732
3,732
3,732
3,732
4,239
3,910
3,732
3,732
3,732
4,239
3,910
4,146
0
27,891
360,000
2
2
2
26
0
0
0
0
0
0
17,084
17,896
67,507
68,884
70,406
71,769
1,400
50,000
2,502
2,669
2,650
2,800
0
27,892
50,000
2
2
1
26
0
0
0
0
0
-1
49,378
49,744
40,859
20,706
-1,166
19,133
2,500
1,500
1,206
0
20,689
697
0
27,893
100,000
2
1
2
27
0
0
0
0
0
0
43,599
45,865
54,424
56,032
59,475
47,491
3,000
10,000
2,647
5,000
2,000
4,000
0
27,894
150,000
2
1
2
29
0
0
0
0
0
0
146,465
147,331
146,999
146,277
147,946
145,846
7,000
6,740
6,850
5,664
5,660
5,480
0
27,895
150,000
2
2
1
29
0
-1
0
0
0
0
8,139
151,691
143,248
109,930
80,987
80,938
151,691
6,502
4,333
2,810
3,100
3,187
0
27,896
100,000
2
1
2
29
0
0
0
0
0
0
167,410
85,536
77,303
60,178
56,436
51,773
70,001
3,769
2,008
1,950
2,001
18,000
0
27,897
200,000
2
1
2
29
-1
-1
-1
-1
0
0
5,967
1,892
26,995
7,601
6,481
1,610
1,897
26,995
7,606
380
0
0
0
27,898
300,000
2
3
2
27
0
0
0
0
0
0
17,376
17,538
16,425
11,976
3,012
0
1,294
11,236
1,032
9
0
0
0
27,899
130,000
2
3
2
28
1
-1
-1
-1
-1
-1
0
14,051
0
1,358
1,039
164
14,051
0
1,358
1,039
164
167
0
27,900
150,000
2
2
1
28
0
0
0
0
0
0
97,069
100,743
103,528
105,623
106,583
108,909
5,300
5,300
5,300
4,200
4,200
4,200
0