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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
1,201
120,000
2
3
1
40
0
0
0
0
0
0
108,300
108,538
94,833
49,078
40,643
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4,121
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2,000
96,583
0
1,202
120,000
1
1
2
29
0
0
0
0
0
0
30,101
31,281
30,180
30,471
31,110
31,728
2,000
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1,090
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1,135
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0
1,203
300,000
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1
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48
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247,279
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50
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106,724
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103,651
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29
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2
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33
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2
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50,612
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27
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5,019
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0
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2
1
51
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0
51,802
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56,968
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59,318
60,504
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3,921
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2,225
1
1,210
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3
1
23
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0
0
0
0
3,675
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19,844
19,844
20,388
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19,316
1,261
651
803
747
155
1
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1
1
37
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0
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0
0
0
211,749
205,947
201,848
168,664
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5,331
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48,061
0
1,212
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3
2
26
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390
390
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390
390
390
390
390
390
390
390
390
0
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1
1
30
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1,650
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1,493
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35,267
1
1,214
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3
1
26
0
0
0
0
0
0
63,677
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0
1,215
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1
2
43
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4,134
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6,658
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0
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982
6,858
0
0
0
0
1,216
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1
1
2
32
0
0
0
0
0
0
164,634
166,134
142,049
106,677
88,091
60,929
7,326
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0
1,217
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3
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54
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16,230
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0
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200
0
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0
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1
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30
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0
0
0
0
351,828
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10,041
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1
2
22
0
0
0
0
0
0
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380
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2
2
38
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0
0
0
0
0
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29,891
34,528
35,229
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2
2
24
0
0
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0
0
97,043
39,837
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630
633
657
0
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1
2
24
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0
0
0
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4,710
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1
2
26
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1,360
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0
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0
0
0
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15,513
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1,224
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2
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42
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1
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2
21
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3
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22
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1
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41
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23
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37
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2
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34
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0
6,026
1,717
1,390
0
0
2,300
0
1,278
50,000
1
3
2
26
0
0
0
0
2
0
25,060
26,649
28,202
30,727
30,098
32,580
2,000
2,000
3,000
0
3,000
3,000
0
1,279
170,000
1
2
2
31
0
0
0
0
0
0
24,581
25,611
26,631
27,383
27,801
31,337
1,728
1,748
1,500
1,011
4,000
0
0
1,280
400,000
2
2
2
30
-2
-2
-2
-2
-2
-2
-200
-200
-200
746
3,956
2,500
0
0
946
3,956
2,500
0
0
1,281
200,000
2
1
2
31
0
0
0
0
0
0
38,635
41,031
45,929
48,661
49,723
50,896
3,031
5,929
3,500
2,000
2,000
11,028
0
1,282
360,000
1
1
2
34
1
-2
-2
-2
-2
-1
0
0
0
0
0
150
0
0
0
0
150
59
0
1,283
140,000
2
5
2
36
0
0
0
0
0
0
91,226
83,650
80,037
53,055
102,587
98,251
4,182
4,000
4,000
98,000
4,000
3,500
0
1,284
260,000
1
3
1
34
-2
-2
-2
-2
-2
-2
12,071
12,497
1,027
-103
-103
1,047
2,114
1,027
103
0
1,150
2,503
0
1,285
440,000
2
2
2
26
0
0
0
0
0
0
96,190
90,462
78,267
71,795
51,812
25,064
3,513
3,017
2,037
2,019
3,010
3,004
0
1,286
500,000
1
2
1
43
0
0
0
0
0
0
12,200
8,140
10,176
20,719
15,665
8,074
1,518
5,019
15,027
639
547
50,274
0
1,287
230,000
2
2
1
29
0
0
0
0
0
0
64,982
44,908
51,535
24,607
28,279
48,934
3,000
11,000
15,000
13,000
36,000
3,000
0
1,288
470,000
1
2
1
41
-2
-2
-2
-2
-2
-1
13,780
12,242
32,463
20,621
13,711
8,294
12,300
32,520
34
68
8,334
45,684
0
1,289
20,000
2
3
1
48
1
2
2
3
2
2
14,589
16,743
17,522
17,055
10,400
0
2,700
1,400
0
0
0
0
1
1,290
210,000
2
2
2
24
0
0
0
0
0
0
108,491
111,046
110,716
97,168
94,524
96,777
5,800
3,700
3,505
3,400
3,769
3,229
0
1,291
20,000
2
1
2
23
0
0
-2
-1
0
0
6,733
0
0
19,132
19,533
20,235
0
0
19,132
709
1,027
600
0
1,292
20,000
2
3
1
53
0
0
0
0
0
0
12,197
13,292
14,362
14,821
15,143
15,737
1,600
1,600
1,000
710
1,000
1,000
0
1,293
200,000
2
2
1
34
1
-1
-1
-1
-1
-1
-2
758
998
668
9,815
36,870
760
1,000
670
9,852
40,063
1,049
0
1,294
250,000
2
2
2
36
0
-1
-1
0
0
0
6,220
27,217
6,149
26,202
6,906
3,855
27,225
6,159
25,846
0
3,855
3,876
1
1,295
300,000
1
2
2
41
0
0
0
-1
-1
2
34,480
31,159
18,580
1,400
6,297
977
1,472
1,000
1,410
6,297
0
19,480
0
1,296
320,000
2
1
2
30
0
0
0
0
0
0
113,801
90,354
88,467
79,241
83,530
90,573
5,017
4,057
4,014
8,531
15,005
5,033
0
1,297
50,000
1
2
2
29
1
2
2
2
0
0
37,170
36,297
39,863
38,924
39,744
40,533
0
4,500
0
1,600
1,600
1,600
0
1,298
200,000
2
2
1
34
-2
-2
-2
-1
-1
-1
6,626
2,469
3,760
4,273
3,015
5,076
2,476
3,771
4,285
3,023
5,088
6,282
0
1,299
80,000
2
1
2
29
0
0
0
0
0
0
16,936
17,963
18,976
19,660
20,343
21,003
1,303
1,316
1,000
1,000
1,000
933
1
1,300
70,000
1
2
1
37
-1
2
0
0
-1
-1
10,323
6,659
6,740
3,559
7,086
6,979
0
3,559
189
7,086
3,370
0
1