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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
29,101
320,000
2
3
1
52
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650
2,080
218
0
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218
0
2,355
0
0
0
29,102
80,000
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2
2
56
0
0
0
0
0
0
49,350
49,533
49,339
50,415
45,859
43,152
2,000
2,000
2,000
2,007
1,600
1,900
0
29,103
180,000
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2
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58
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0
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2
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51
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38,788
18,251
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23,530
2,065
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3,000
0
29,105
440,000
2
1
1
54
0
0
0
0
0
0
293,717
254,498
169,622
169,140
152,404
138,447
9,700
6,323
5,700
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0
29,106
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3
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50
1
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3
2
2
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0
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457
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1
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2
50
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316
0
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2
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51
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2
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4,746
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0
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0
0
29,109
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3
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57
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2
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50,525
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0
0
0
0
0
0
0
0
0
0
1
29,110
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2
1
2
54
1
3
2
2
2
2
17,962
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18,104
17,516
18,721
18,280
0
1,300
0
1,500
0
1,900
1
29,111
80,000
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3
1
57
0
0
0
0
0
0
80,297
65,002
62,321
43,303
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3,410
13,800
3,557
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0
29,112
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3
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53
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0
0
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0
0
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3
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60
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0
0
0
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0
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6,000
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0
29,114
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2
1
54
0
0
0
0
0
0
38,866
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33,364
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27,028
29,261
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1
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3
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50
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0
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0
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2
1
59
3
2
3
2
2
4
8,803
11,137
10,672
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2,800
0
1,000
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0
0
1
29,117
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3
2
54
0
0
0
0
0
0
13,543
14,308
16,856
18,073
18,773
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695
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0
29,118
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2
2
1
56
0
0
0
0
-1
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123,460
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0
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3
1
49
2
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2
2
2
0
570
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0
6,000
0
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1
29,120
200,000
2
1
1
50
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2
2
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0
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0
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0
750
845
0
29,121
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2
2
50
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2
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15,986
4,359
1,783
129
3,170
657
4,359
0
129
3,170
657
1,160
0
29,122
290,000
2
3
1
50
1
2
2
2
2
0
173,564
176,233
171,993
183,510
179,061
182,891
7,000
0
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0
6,700
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0
29,123
210,000
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3
1
53
0
0
2
0
0
0
88,680
86,225
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90,641
7,350
0
4,000
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3,268
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0
29,124
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2
1
54
0
0
0
0
0
0
46,137
46,975
47,500
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17,125
16,686
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2,045
1,466
600
604
608
0
29,125
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2
3
2
56
0
0
0
2
0
0
11,471
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14,426
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0
500
500
0
0
29,126
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2
1
2
54
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621
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621
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0
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29,127
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3
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53
2
0
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0
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29,128
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2
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52
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2
2
2
2
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52
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52
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51
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0
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0
0
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1
1
58
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880
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440
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115
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440
0
115
0
1
29,134
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1
1
59
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29,135
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2
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52
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51
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6,251
5,000
3,903
2,500
2,600
2,600
0
29,179
90,000
2
3
2
60
-1
-1
-1
0
0
0
1,933
63,201
5,322
27,878
27,243
27,799
63,201
5,322
26,400
545
556
1,274
0
29,180
500,000
2
2
1
73
-2
-2
-2
-2
-2
-2
0
2,826
2,652
2,835
8,896
3,850
2,826
2,652
2,835
8,896
3,850
711
1
29,181
140,000
2
2
1
60
2
2
0
0
0
0
113,079
109,796
112,144
114,789
115,590
118,221
0
5,600
6,000
4,200
4,500
4,600
1
29,182
170,000
2
3
1
57
0
0
0
0
0
0
163,452
163,148
161,315
164,366
124,387
120,529
7,300
8,000
7,800
4,600
5,000
5,100
0
29,183
280,000
2
1
1
56
-2
-2
-2
-2
-2
-2
4,320
4,789
9,957
12,492
3,464
3,936
4,811
9,957
12,492
3,469
3,936
3,845
0
29,184
30,000
1
1
2
30
0
0
0
0
0
0
26,061
27,104
28,076
25,991
25,429
26,234
1,780
1,752
1,666
800
1,161
3,128
0
29,185
120,000
1
1
2
34
-1
-1
2
-1
-1
-2
646
1,278
639
621
-18
-18
1,271
0
621
0
0
0
1
29,186
50,000
2
3
2
55
2
0
0
0
0
0
13,741
14,750
15,774
17,087
17,119
17,602
1,243
1,267
1,580
612
758
700
0
29,187
80,000
1
2
2
41
0
0
0
2
0
0
60,588
61,369
44,810
43,766
44,636
93,074
2,505
3,745
0
1,571
2,627
1,662
0
29,188
180,000
1
2
2
29
0
0
0
0
0
0
177,554
175,969
174,812
177,252
129,190
130,431
6,500
7,000
7,100
5,000
5,000
5,000
0
29,189
400,000
1
2
2
26
1
-1
-1
-1
-1
-1
938
348
292
12,677
1,650
1,516
350
292
12,677
1,650
1,516
12,017
0
29,190
50,000
1
1
2
28
0
0
3
2
2
0
13,258
18,647
18,064
19,462
18,854
20,380
5,635
0
2,000
0
2,000
2,000
1
29,191
60,000
1
3
2
24
0
0
0
0
0
0
17,054
16,963
17,298
17,889
17,847
17,827
1,600
1,300
1,277
625
644
639
0
29,192
200,000
1
2
2
29
-2
-2
-2
-2
-2
-2
13,765
14,304
29,399
15,817
6,155
9,955
14,304
29,404
15,825
6,155
9,955
19,773
0
29,193
50,000
1
1
2
29
0
-1
-1
2
0
0
50,085
2,127
6,093
5,850
9,558
15,371
3,000
4,000
0
4,000
6,000
0
1
29,194
20,000
1
3
1
28
0
0
0
0
0
0
16,066
17,477
17,041
18,239
17,919
17,398
2,000
1,400
1,500
1,000
1,000
1,000
1
29,195
130,000
1
2
3
22
0
0
-2
-2
-1
-1
25,200
0
0
0
500
0
0
0
0
500
0
0
0
29,196
10,000
1
2
2
22
-1
5
4
3
2
5
10,160
9,860
9,565
9,265
11,951
12,189
0
0
0
3,000
1,000
0
0
29,197
50,000
1
3
2
26
0
0
0
0
0
0
50,343
24,132
20,109
19,932
19,762
10,708
1,319
1,902
1,200
30
1,031
20,201
0
29,198
10,000
1
2
2
24
0
0
0
0
0
-2
7,521
8,519
8,142
8,235
0
0
1,145
1,148
1,021
0
0
0
0
29,199
200,000
1
3
2
27
-1
0
0
0
0
0
3,179
3,844
5,117
6,877
7,504
8,148
1,844
2,117
1,877
1,504
1,148
2,599
0
29,200
10,000
1
2
2
27
0
0
0
0
0
0
9,457
9,554
7,335
9,025
7,886
8,382
1,107
1,310
2,000
269
1,000
1,100
0