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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
2,301
200,000
2
1
1
44
2
0
0
0
0
0
188,553
192,100
126,343
125,700
126,448
81,008
8,011
5,203
4,000
5,000
3,001
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0
2,302
230,000
2
1
1
30
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0
0
0
0
2,212
17,402
32,450
17,285
9,766
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17,402
20,013
346
5,000
8,000
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1
2,303
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2
1
1
29
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0
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3
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2
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0
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32
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2
2
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8,500
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2
1
26
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0
0
51,751
43,280
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39,808
40,598
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1,453
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1
1
44
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2
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25
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0
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0
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0
8,864
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0
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2
1
40
0
0
0
0
0
0
54,021
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56,280
57,397
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0
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2
1
47
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2
0
0
0
0
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1,698
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2
2
26
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0
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0
0
93,169
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1
2
56
2
0
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0
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0
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1
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28
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2
2
31
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0
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0
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3
1
43
0
0
0
0
0
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17,541
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0
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0
0
0
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1
1
47
1
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0
0
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0
0
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0
415
0
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2
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46
0
0
0
0
0
0
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800
700
700
0
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1
2
26
1
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200
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0
0
1
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3
3
60
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0
0
0
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0
0
2,321
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2
1
24
-1
-1
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0
0
0
390
918
19,583
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918
19,583
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0
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2
2
1
39
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3
2
0
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3
1,742
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780
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0
0
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0
0
0
2,323
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1
2
53
0
0
0
0
0
0
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2,059
666
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2,324
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2
2
30
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0
0
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46,927
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0
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0
4,000
0
0
0
0
85,000
0
2,325
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2
2
39
7
6
5
4
3
2
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0
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39
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52
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23
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3
2
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1
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2
1
35
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0
0
28,827
36,326
35,448
36,551
37,460
38,831
8,000
0
2,000
1,500
2,000
1,500
0
2,378
210,000
1
1
2
33
1
-2
-2
-2
-1
-1
0
0
0
0
700
0
0
0
0
700
0
0
1
2,379
60,000
1
2
2
30
0
0
0
2
2
2
15,145
16,618
18,475
17,919
19,167
18,750
2,000
2,100
0
1,500
0
1,500
1
2,380
500,000
2
1
1
41
0
0
0
0
0
0
190,730
194,336
197,284
199,489
201,484
204,017
8,501
8,001
6,701
6,321
6,401
6,379
0
2,381
110,000
2
2
2
28
0
0
0
0
0
0
81,449
83,241
84,960
86,045
88,060
93,394
4,000
4,000
3,400
3,400
7,000
3,450
0
2,382
400,000
1
1
1
44
0
0
0
0
0
0
95,719
96,369
92,336
91,816
57,477
66,203
4,652
3,565
2,731
10,031
16,027
25,000
0
2,383
280,000
1
1
1
51
-1
-1
-1
-1
-1
-1
1,323
445
393
294
223
13,635
445
393
294
223
13,635
16,192
0
2,384
60,000
1
2
1
35
0
0
0
0
-1
-1
22,226
18,597
13,801
8,038
7,340
-153
1,292
2,245
161
7,340
0
20,341
0
2,385
100,000
1
3
1
47
0
0
-1
-1
-2
-2
3,933
2,162
856
-1,267
-363
-2,389
1,000
1,000
0
5,100
0
0
0
2,386
230,000
2
2
2
42
0
0
0
0
0
0
64,489
58,611
54,463
53,008
52,835
40,015
3,100
5,000
5,000
10,000
3,000
5,000
0
2,387
80,000
2
3
2
24
1
-2
-1
-1
-1
-1
0
0
2,455
2,500
1,307
1,550
0
2,455
2,500
1,307
1,550
896
0
2,388
110,000
2
2
1
43
0
0
0
0
0
0
45,021
45,782
46,187
47,105
45,253
46,144
2,100
1,800
1,638
1,490
1,957
2,000
0
2,389
390,000
1
1
1
47
-1
-1
-1
0
0
-1
9,361
-25
18,401
13,200
6,385
7,088
0
18,426
34
31
7,088
0
0
2,390
150,000
2
2
2
39
1
2
2
0
0
2
21,019
19,890
19,271
19,037
20,448
19,345
1,602
0
1,000
1,709
0
1,000
0
2,391
180,000
1
2
2
29
1
2
2
-2
-1
2
5,265
5,002
0
0
1,378
978
0
0
0
1,704
0
2,690
1
2,392
500,000
1
1
2
32
1
-1
-1
-1
0
0
-218
466
1,267
155,951
159,749
167,416
1,000
1,267
155,000
6,000
10,000
8,000
0
2,393
50,000
1
3
1
32
2
3
2
2
2
2
39,589
40,160
40,796
41,526
42,209
44,960
1,500
1,600
1,700
1,500
3,600
0
1
2,394
20,000
2
3
2
49
0
0
2
0
-1
-1
8,503
11,352
10,198
10,400
1,150
0
3,008
0
600
1,150
0
0
0
2,395
130,000
2
2
2
24
1
-2
-1
-1
-1
-1
-10
-10
3,362
-3
998
937
0
3,372
0
1,001
939
1,013
0
2,396
110,000
2
3
1
27
0
0
0
0
0
0
61,152
60,833
61,245
47,316
47,175
47,141
2,326
3,000
1,807
1,698
1,911
1,808
0
2,397
200,000
1
2
1
29
0
0
0
2
2
2
45,982
46,328
47,534
48,367
49,366
47,539
2,078
3,900
1,900
1,904
12
5,224
0
2,398
50,000
2
2
1
47
0
0
0
0
0
0
48,991
43,412
33,995
29,759
29,766
29,665
2,000
1,500
1,050
1,100
1,100
1,200
0
2,399
130,000
1
1
2
29
0
0
0
0
0
0
126,974
122,107
108,542
89,356
91,024
89,779
5,988
4,560
3,300
3,509
3,500
3,415
0
2,400
260,000
1
2
2
28
0
0
2
0
0
0
149,814
184,419
163,036
159,348
160,198
104,389
107,000
0
5,000
5,000
6,000
60,000
0