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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
29,301
200,000
1
2
2
25
2
2
2
2
2
2
147,660
148,603
143,647
152,605
155,981
158,508
5,500
0
12,000
8,000
5,800
80
1
29,302
50,000
1
1
2
25
0
0
0
2
2
2
41,761
44,689
47,613
48,174
48,731
49,655
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4,000
2,000
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2,200
1,700
0
29,303
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2
26
0
0
0
0
0
0
196,780
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144,672
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0
1,000
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800
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2
2
26
0
0
0
0
0
0
46,041
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416
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0
416
0
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3
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25
0
0
0
0
0
0
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725
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26
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581
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581
581
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581
0
29,308
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26
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0
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47,330
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49,738
53,602
40,510
43,742
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5,052
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5,000
0
29,309
120,000
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2
1
26
0
0
0
0
0
0
101,215
100,685
15,452
12,491
3,550
2,729
5,006
2,000
3,010
1,000
2,000
1,391
0
29,310
140,000
1
2
2
26
1
3
2
0
0
0
146,023
141,873
137,057
135,046
136,131
135,292
6
233
6,342
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5,100
5,000
1
29,311
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3
2
26
0
0
0
0
0
0
24,003
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26,237
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819
705
819
0
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2
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26
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0
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1,198
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0
0
0
0
0
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0
0
1
29,313
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2
1
30
2
2
2
2
2
2
88,168
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1
29,314
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3
1
29
0
0
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0
0
0
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0
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2
2
26
0
0
0
0
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0
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0
29,316
230,000
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2
2
26
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-1
0
0
-8
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3,243
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26,446
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0
3,251
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46,100
65,000
0
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3
2
27
1
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0
0
0
0
0
0
0
0
0
0
0
0
0
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3
2
26
0
0
0
0
0
0
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0
0
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2
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28
0
0
0
0
0
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64,653
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0
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4
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26
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0
688
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696
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0
696
0
29,321
110,000
1
1
2
26
0
0
0
0
0
0
65,215
130,746
69,834
71,245
72,199
73,711
2,375
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3,170
2,735
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0
29,322
110,000
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2
1
26
0
0
0
0
0
0
52,489
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0
29,323
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1
2
2
27
1
3
2
2
3
2
40,933
39,630
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0
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0
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0
29,324
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1
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2
26
0
0
0
0
2
0
23,758
31,278
124,718
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123,748
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0
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3
2
26
0
0
0
0
0
0
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2
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27
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2
2
41
0
0
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22,309
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1,481
1
29,378
120,000
1
2
2
28
0
0
0
0
0
0
92,677
92,809
93,392
93,609
95,055
96,761
4,516
5,005
5,006
5,014
5,008
4,008
0
29,379
290,000
1
1
2
28
0
0
0
2
2
2
6,395
7,330
8,711
9,409
10,153
9,846
1,200
1,500
1,000
900
0
800
1
29,380
10,000
1
1
2
27
0
0
0
0
0
0
5,703
6,734
8,833
9,604
9,800
10,000
1,130
2,229
1,000
196
200
0
0
29,381
160,000
1
2
2
28
-1
2
2
-2
-1
-1
530
530
-102
-418
-418
1,647
0
102
316
123
2,847
2
0
29,382
20,000
1
2
1
28
0
0
0
0
0
0
18,941
16,568
17,222
18,045
18,083
18,123
1,500
1,300
1,500
700
700
2,600
0
29,383
200,000
1
1
1
29
1
2
0
0
0
0
199,417
188,778
195,335
194,775
197,105
204,122
0
8,278
4,100
180,000
202,317
0
0
29,384
200,000
1
3
2
30
0
0
0
0
0
0
24,853
24,065
19,153
20,606
21,032
89,162
3,158
3,007
3,014
2,007
70,012
4,037
0
29,385
130,000
1
2
2
27
0
0
0
0
0
0
84,579
86,256
88,093
89,837
91,625
92,822
3,084
3,224
3,236
3,257
3,509
3,428
0
29,386
230,000
1
2
2
28
0
0
-2
-2
-2
-2
26,574
-26
-26
90,624
92,624
-89
26
0
90,650
2,000
89
0
0
29,387
140,000
1
1
2
28
-2
-2
-2
-2
-2
-2
933
1,768
3,169
5,041
389
3,065
1,768
3,169
5,041
389
3,065
1,112
0
29,388
280,000
1
1
2
27
-1
-1
-1
-1
0
0
1,284
842
1,212
3,244
2,134
1,270
846
1,216
3,249
4
6
3,412
0
29,389
50,000
1
1
2
27
0
0
0
0
0
0
14,614
15,622
16,342
17,653
17,697
18,068
1,558
1,278
1,589
633
656
783
0
29,390
20,000
1
2
2
28
0
0
0
0
0
0
12,234
11,762
13,007
13,590
13,476
15,009
1,192
1,827
1,500
482
1,750
1,000
0
29,391
150,000
1
5
2
27
0
0
0
0
0
-2
133,374
40,283
49,746
51,500
0
0
10,000
10,000
2,900
10,000
0
0
0
29,392
200,000
1
1
2
29
1
-2
-1
2
0
-1
0
0
2,348
1,790
1,790
350
0
2,348
0
0
350
2,570
1
29,393
420,000
1
1
2
29
0
0
-1
0
0
0
16,127
12,074
85,269
86,388
87,153
88,957
1,322
90,499
3,122
2,915
3,000
3,150
0
29,394
10,000
1
3
2
29
0
0
0
0
0
0
2,944
4,877
6,287
7,521
8,389
9,252
2,000
1,500
1,500
1,000
1,000
1,000
0
29,395
500,000
1
2
1
28
0
0
0
0
0
0
257,603
217,964
171,462
99,495
168,313
233,306
10,234
10,753
20,134
110,167
105,000
20,018
0
29,396
150,000
1
2
2
28
0
0
0
-2
-2
-2
157,051
161,665
0
0
0
0
8,566
1,500
0
0
0
0
0
29,397
240,000
1
1
2
28
0
0
0
0
0
0
227,346
231,891
240,146
245,552
91,382
93,177
8,308
12,000
10,373
3,403
4,000
4,000
0
29,398
70,000
1
1
2
28
-1
-1
-1
-2
-2
-2
4,638
323
0
0
0
0
323
0
0
0
0
0
0
29,399
70,000
1
2
1
29
0
0
0
0
2
2
57,779
59,016
60,263
65,348
63,699
67,667
2,200
2,200
6,100
0
5,000
2,790
0
29,400
230,000
1
2
2
28
-2
-2
-2
-2
-2
-2
-73
-73
-73
-73
7,723
0
0
0
0
7,796
0
0
0