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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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10,000
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3
2
23
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0
0
6,001
4,308
3,421
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0
2,702
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3
2
47
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0
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0
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923
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22
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0
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3
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22
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0
47,066
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0
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25
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24
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1
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26
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16,811
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33,337
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5,001
10,020
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0
2,710
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3
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23
0
0
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18,292
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390
390
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780
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390
780
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0
0
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2
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36
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0
0
262,613
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1
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37
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2
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14
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1
1
39
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0
0
0
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2
2
28
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35
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2
2
2
2
2
27,143
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0
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0
0
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2
1
31
1
2
0
0
0
0
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0
1,597
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671
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700
0
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1
2
24
0
0
0
0
0
0
42,105
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0
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1
2
44
1
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-42
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0
0
0
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0
0
0
0
0
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2
2
39
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190
4,786
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0
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1
1
49
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309
0
0
0
0
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2
1
2
30
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-1
-1
3,333
0
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984
984
0
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0
984
984
984
0
2,722
100,000
2
1
2
33
0
0
0
0
0
0
75,374
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1
1
2
41
2
2
2
0
0
0
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1
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3
1
47
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0
0
0
0
0
14,525
13,828
10,394
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3
1
51
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0
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0
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0
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39
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41
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2
23
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35
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2
2
2
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1
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3
1
46
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390
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0
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2
1
30
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0
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40
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2,777
180,000
2
2
1
39
2
2
2
2
2
0
177,113
180,628
176,137
183,007
179,505
105,229
7,800
0
11,700
0
3,775
7,000
1
2,778
500,000
1
1
1
55
-1
-1
-1
0
0
0
3,925
11,200
25,509
9,857
8,945
9,985
11,253
25,585
3
18
5,034
5,031
0
2,779
260,000
2
2
1
39
2
0
0
2
0
0
228,443
233,958
252,615
186,443
190,345
193,739
10,698
24,799
0
7,035
7,078
7,221
1
2,780
180,000
2
2
2
26
0
0
0
0
0
-1
7,149
12,946
16,163
13,142
9,800
4,857
5,946
3,663
3,159
3,000
4,857
6,240
0
2,781
180,000
2
2
1
34
-1
-1
-2
-2
-1
-1
8,000
0
0
0
600
0
0
0
0
600
0
0
1
2,782
30,000
2
1
2
24
0
0
0
0
0
0
22,236
23,574
24,583
24,915
25,280
25,791
1,696
1,705
1,037
915
929
1,097
0
2,783
360,000
2
1
2
33
0
0
0
0
0
0
31,482
31,805
18,203
13,122
11,547
10,949
5,119
5,007
5,002
5,005
5,024
4,543
0
2,784
280,000
2
1
1
47
-1
2
2
-1
0
0
2,002
1,311
0
430
430
-550
0
0
430
0
550
1,304
0
2,785
100,000
2
1
2
27
1
2
0
0
0
0
53,213
50,842
48,205
47,324
45,723
46,708
6
2,031
1,800
2,000
1,900
2,000
1
2,786
50,000
2
2
1
49
0
0
0
0
-1
-1
49,467
41,877
20,082
5,329
3,990
2,088
1,472
1,000
107
3,990
2,088
1,470
0
2,787
20,000
1
3
1
31
0
0
0
0
0
-2
17,557
18,739
19,473
17,136
0
0
1,466
1,200
343
0
0
0
0
2,788
80,000
2
3
2
27
-2
-2
-2
-2
-2
-2
1,672
0
1,672
836
0
2,902
0
1,672
836
0
2,902
836
1
2,789
110,000
2
2
2
36
1
-1
-1
-2
-2
-2
0
780
0
0
0
0
780
0
0
0
0
0
0
2,790
50,000
1
1
3
25
1
-1
2
-1
0
-1
6,300
3,395
3,180
1,831
1,868
3,300
9,195
0
1,831
37
3,300
289
1
2,791
50,000
2
2
1
50
0
0
0
-1
-1
-1
48,119
48,318
21,750
4,387
4,392
9,493
1,554
1,028
4,387
4,392
9,493
492
1
2,792
20,000
1
1
2
33
0
0
0
2
0
0
16,117
17,130
18,655
17,687
18,023
18,169
1,285
2,200
0
1,000
1,000
500
0
2,793
200,000
2
3
1
41
0
0
0
0
-2
-2
98,184
103,228
119,034
0
0
0
5,143
19,034
0
0
0
0
0
2,794
250,000
2
2
2
44
1
-1
-1
0
0
0
0
664
62,791
48,598
50,078
36,050
664
65,791
2,000
2,100
2,000
0
0
2,795
150,000
2
1
1
33
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,796
50,000
1
1
2
23
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
2,797
200,000
2
1
1
38
-1
-1
2
2
2
-1
1,779
1,354
250
7,250
2,639
10,207
1,354
0
7,000
0
10,500
3,500
0
2,798
220,000
1
2
1
38
0
0
0
0
0
0
147,048
137,560
131,090
121,259
117,003
116,902
6,364
5,892
5,000
4,369
4,178
5,000
0
2,799
60,000
2
2
1
36
-2
-2
-2
-2
-2
-2
0
2,426
3,367
2,898
11,768
3,983
2,426
3,367
2,898
11,768
3,983
0
0
2,800
100,000
1
2
2
43
0
0
0
0
0
0
47,730
47,525
47,184
46,836
46,529
47,070
1,808
1,728
1,641
1,673
1,689
1,754
0