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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
5,201
60,000
2
1
2
34
0
0
0
0
0
0
55,447
48,270
41,087
25,518
26,276
27,012
2,178
1,511
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1,300
1,252
1
5,202
230,000
1
1
2
36
0
0
0
0
0
0
218,637
223,208
159,930
141,834
213,408
222,681
10,034
5,600
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100,000
12,823
8,910
0
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1
3
1
58
2
2
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0
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0
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2
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43
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45,033
64,723
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30,000
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0
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500,000
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1
1
35
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2,153
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3
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45
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53
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0
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2
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40
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0
0
0
109,191
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108,869
43,207
42,954
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0
5,209
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1
2
35
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0
0
2
0
0
30,716
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31,155
30,124
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0
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0
5,210
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2
1
43
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560
1,121
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197
197
1,121
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197
197
197
197
0
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1
2
25
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0
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0
0
0
0
0
1
5,212
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2
2
23
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2
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0
0
0
49,365
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49,543
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693
0
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1
2
28
1
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0
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0
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2
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30
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0
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3
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50
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0
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0
2
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0
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1
2
32
0
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0
0
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0
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1
3
2
27
0
0
0
0
0
0
45,557
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0
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2
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34
0
0
0
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2
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0
345
0
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2
2
1
33
2
0
0
0
0
0
18,075
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1
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2
1
47
0
0
2
0
0
0
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1
5,221
170,000
1
1
2
35
0
0
0
0
0
-2
169,282
173,226
134,832
70,479
0
0
10,126
5,667
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0
0
0
0
5,222
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2
1
24
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0
0
0
0
0
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1
5,223
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1
3
2
49
0
0
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0
36,560
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0
0
1,757
21,667
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0
0
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5,224
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2
2
48
2
2
2
0
0
0
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94,448
91,211
38,041
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0
1,170
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1
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2
2
22
2
2
2
0
0
0
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1
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24
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35
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42
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1
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2
24
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53
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3
2
34
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0
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0
0
0
58,501
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58,664
59,323
2,300
2,578
2,039
2,088
2,767
1,750
0
5,278
210,000
2
5
1
35
0
0
0
-2
-2
-1
84,018
23,953
0
0
0
239
2,000
0
0
0
239
323
0
5,279
320,000
1
2
2
27
0
0
0
0
0
0
319,069
323,319
298,072
180,882
175,560
131,390
12,661
11,157
5,730
5,904
5,890
2,464
0
5,280
50,000
2
3
1
55
0
0
0
0
0
0
37,234
37,942
38,003
11,625
18,442
9,743
1,963
2,025
562
339
1,200
600
0
5,281
10,000
1
2
3
37
0
0
-1
0
0
-2
8,634
3,192
1,352
13,352
0
0
1,000
676
6,000
120
0
0
0
5,282
50,000
1
2
2
51
0
0
0
0
0
0
48,726
49,050
49,584
19,791
18,518
19,078
2,100
1,600
700
670
866
618
1
5,283
140,000
2
2
1
33
0
0
0
0
0
0
133,094
132,777
131,672
133,496
128,509
124,035
5,005
4,603
5,002
4,505
4,400
4,300
0
5,284
50,000
2
2
1
38
-1
-1
-1
-1
-1
-1
588
588
926
643
643
643
588
926
643
643
643
643
0
5,285
80,000
1
2
1
36
2
2
4
4
3
2
600
600
600
600
300
150
0
0
0
0
0
1,000
1
5,286
300,000
2
1
1
36
0
0
0
0
0
0
272,899
254,078
252,427
254,160
250,645
245,851
9,251
10,505
9,157
9,319
9,600
8,500
0
5,287
520,000
2
1
2
33
0
0
0
0
0
0
485,298
499,489
413,019
168,770
168,964
191,188
22,000
18,300
26,500
30,000
27,000
25,000
1
5,288
200,000
2
2
3
57
0
0
0
0
0
0
79,761
79,515
80,592
86,216
88,071
90,842
3,500
3,000
7,000
3,400
4,400
6,500
0
5,289
200,000
2
2
1
35
1
-2
-1
-1
-1
-1
0
0
5,825
0
3,217
8,273
0
5,825
0
3,217
8,273
5,158
0
5,290
60,000
2
2
1
44
0
0
0
0
0
0
56,970
58,848
20,641
22,229
24,708
27,255
3,000
2,000
2,229
3,000
3,000
3,305
0
5,291
180,000
2
2
1
42
0
0
0
2
0
0
102,449
104,807
111,048
107,782
110,879
113,666
5,500
9,500
0
5,000
5,000
5,000
0
5,292
120,000
2
2
2
24
0
0
0
0
0
0
32,317
33,496
34,481
30,102
30,220
33,523
2,000
2,000
2,000
3,000
6,000
0
0
5,293
50,000
1
2
1
47
0
0
0
0
0
0
49,032
48,764
49,521
48,830
49,728
50,146
2,599
2,556
1,665
1,600
1,800
2,000
0
5,294
20,000
1
1
2
33
0
0
0
0
0
0
17,593
38,478
19,703
19,697
17,303
1,554
1,472
1,400
394
346
31
0
0
5,295
10,000
1
2
2
27
0
0
0
0
0
2
16,944
8,261
9,252
9,590
10,129
8,932
2,296
1,139
477
830
0
1,241
1
5,296
520,000
1
1
2
34
0
0
0
0
0
0
9,568
8,211
6,850
13,178
17,059
17,528
5,014
5,010
13,009
10,035
10,007
5,025
0
5,297
500,000
2
1
1
33
-2
-2
-1
-1
-2
-1
125
-18,088
1,664,089
121,757
97,115
377,217
4,366
1,684,259
121,831
97,670
379,267
26,759
0
5,298
50,000
1
2
2
24
0
0
0
0
0
0
50,244
17,987
18,973
19,369
19,769
19,385
1,400
1,301
700
700
700
700
0
5,299
200,000
2
2
1
29
0
0
0
0
0
0
61,518
66,541
53,862
37,056
19,790
20,842
25,138
2,569
793
49
15,085
44,701
0
5,300
360,000
2
1
2
36
1
-1
-1
-1
-1
-1
-8
2,379
0
11,850
150
459
2,387
0
11,850
300
459
52
0