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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
2,101
260,000
2
2
1
34
0
0
0
0
0
0
135,489
138,509
138,076
110,044
111,906
104,073
5,007
5,003
5,004
4,052
4,010
3,835
0
2,102
140,000
2
1
2
35
2
2
2
2
2
2
56,528
57,973
58,679
59,379
60,636
61,656
2,800
2,100
2,100
2,200
2,000
2,400
0
2,103
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2
3
1
53
1
4
3
2
2
2
4,479
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4,064
3,856
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0
0
900
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900
1
2,104
180,000
1
1
2
30
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0
0
0
139,804
136,528
57,096
52,694
50,276
52,945
7,000
6,000
3,500
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3,500
3,900
0
2,105
250,000
1
1
1
71
0
0
0
0
0
0
177,484
177,946
159,849
145,461
141,487
147,705
6,243
5,446
4,721
4,385
7,805
200
0
2,106
20,000
1
1
2
23
-1
2
2
2
2
2
15,383
16,142
15,586
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0
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0
1,240
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1
2,107
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3
2
28
0
0
0
0
0
0
48,963
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865
0
2,108
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2
1
1
38
1
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0
0
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0
0
4,050
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0
0
0
4,051
0
0
7
7
0
2,109
160,000
2
2
1
49
1
2
2
2
2
2
58,943
60,210
60,755
59,180
62,835
61,670
2,800
2,120
0
4,611
0
2,213
0
2,110
60,000
2
2
2
22
0
0
-1
-1
0
0
11,718
4,878
18,347
15,707
18,976
6,355
1,000
37,325
20,800
3,500
1,232
113
0
2,111
130,000
1
2
2
31
0
0
0
0
0
0
116,437
112,881
96,191
88,934
90,633
91,459
4,911
3,533
3,301
3,607
5,516
7,020
0
2,112
320,000
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2
1
41
1
-2
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0
0
0
0
700
860
0
0
0
700
860
2,420
1
2,113
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2
1
43
0
0
0
0
0
0
35,268
34,807
31,071
30,258
29,579
28,396
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1,200
0
2,114
50,000
1
2
2
33
0
0
0
0
0
0
48,058
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1
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2
1
44
2
2
2
2
2
2
12,662
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13,145
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0
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0
1,200
0
1
2,116
80,000
2
2
1
44
0
0
0
0
0
0
76,992
73,036
17,576
5,616
25,439
25,833
2,000
1,000
4,554
21,000
1,000
1,000
0
2,117
230,000
1
2
2
27
-1
-1
-1
-1
0
0
416
568
1,427
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13,255
8,226
568
1,427
14,947
437
1,000
900
1
2,118
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1
3
2
43
-1
-1
2
0
0
0
390
1,736
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780
780
0
1,736
0
0
0
0
0
1
2,119
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2
3
2
39
0
0
2
2
3
2
12,241
16,020
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20,407
4,000
1,000
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0
600
0
0
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1
2
2
42
0
-1
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141
7,054
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141
7,054
1,941
0
0
0
2,121
90,000
2
1
2
28
-2
-2
-1
0
0
0
-1,886
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34,347
35,042
46,098
46,658
0
36,633
1,328
11,696
1,350
1,337
0
2,122
160,000
2
2
1
34
2
2
2
0
0
0
77,290
72,681
66,526
66,893
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67,877
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2,305
0
2,123
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1
1
2
36
1
2
2
2
0
0
49,845
51,215
47,074
18,853
19,405
19,237
2,505
2,300
0
1,000
800
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0
2,124
220,000
2
1
2
27
0
0
0
0
0
0
164,855
168,607
152,765
152,953
156,065
145,846
6,102
7,000
6,500
5,573
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8,000
0
2,125
350,000
1
1
2
42
2
0
0
0
0
0
320,982
322,788
272,799
117,867
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12,618
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1
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1
2
29
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0
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3,945
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0
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2
1
2
30
1
2
0
0
0
0
73,903
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2
1
31
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2
0
0
0
2
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3
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52
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0
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0
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1
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26
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1
1
57
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2
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2
3
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1
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2
2
42
0
0
0
0
0
0
47,691
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1
2
2
31
1
2
0
0
2
0
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731
586
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1
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27
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56,754
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66
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2
2
2
2
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27
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34,799
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23
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36
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34
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796
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1
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22
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27
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49
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34
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53
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36
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2
29
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0
0
0
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0
485,921
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2,177
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2
35
0
0
0
0
0
0
12,233
16,490
20,011
17,918
18,627
19,167
7,000
4,100
1,000
1,000
1,000
1,000
0
2,178
500,000
2
2
2
36
-1
-1
-1
0
0
0
339
0
28,119
29,698
32,229
27,912
0
28,119
2,000
3,200
3,000
785
0
2,179
30,000
2
2
1
33
-1
-1
-1
0
0
0
29,568
3,663
26,539
28,352
17,596
7,576
3,701
27,209
5,024
523
1,000
0
0
2,180
120,000
2
3
2
55
0
0
0
0
0
0
102,735
80,762
77,846
77,404
75,056
75,951
3,000
3,000
2,655
2,664
3,000
3,000
0
2,181
310,000
1
1
2
37
0
0
0
0
0
0
10,513
11,228
12,222
12,468
11,809
12,044
1,193
1,187
433
428
431
445
0
2,182
110,000
2
3
2
31
0
-1
-1
-1
-1
-2
2,705
2,487
2,500
2,500
0
0
2,487
2,700
2,500
0
0
0
0
2,183
400,000
1
2
2
31
0
0
0
0
0
0
185,677
189,682
194,509
199,284
203,502
195,769
7,000
8,000
8,000
7,500
9,000
5,000
0
2,184
150,000
2
1
1
55
-1
-1
-1
-2
-2
-2
2,070
7,620
0
0
0
0
7,620
0
0
0
0
0
0
2,185
50,000
1
1
1
42
0
0
0
-2
-2
-2
47,454
30,680
-220
-1,000
-1,000
0
3,000
220
780
0
1,000
0
0
2,186
270,000
1
2
1
27
0
0
0
0
0
0
21,256
19,819
19,200
18,527
18,413
18,010
1,618
1,569
631
652
637
541
0
2,187
30,000
2
3
1
39
0
0
0
0
-1
0
14,517
3,670
3,280
2,890
15,839
13,680
2,500
2,500
2,500
15,839
666
0
1
2,188
30,000
1
1
1
57
0
0
2
3
2
0
23,978
26,749
28,085
27,344
26,768
27,454
3,478
2,073
0
0
1,129
1,163
1
2,189
20,000
1
2
2
24
0
-1
-1
-1
-1
-1
10,700
510
900
704
540
150
510
390
1,094
2,420
150
780
0
2,190
50,000
2
2
2
22
0
0
0
0
0
0
18,471
19,483
19,431
19,307
19,361
19,738
1,329
1,307
683
857
856
834
0
2,191
100,000
1
2
1
50
0
0
0
0
0
0
101,430
87,429
108,011
104,261
102,451
99,947
5,001
64,401
4,000
4,500
4,200
3,200
0
2,192
200,000
2
1
2
29
1
-2
-1
-1
-1
-1
0
0
3,941
16,405
-150
2,327
0
3,941
16,405
0
2,477
0
0
2,193
500,000
1
1
1
38
0
0
0
0
0
0
419,487
389,605
309,466
246,519
247,263
251,389
13,000
20,000
15,000
9,322
10,000
10,000
0
2,194
190,000
1
2
1
43
0
0
0
0
0
0
90,580
72,260
80,337
84,221
91,805
100,053
10,000
10,000
10,000
9,000
10,000
22,000
0
2,195
130,000
1
2
1
47
-1
-1
-1
-1
-1
-2
5,837
21,038
722
4,399
0
0
21,038
729
4,399
0
0
5,239
0
2,196
50,000
1
2
2
23
0
0
2
0
-1
-1
17,792
20,036
18,664
18,416
416
416
2,956
0
368
416
416
416
0
2,197
10,000
1
3
2
22
0
0
0
0
0
0
9,363
5,062
6,021
6,763
7,648
8,367
1,200
1,200
1,000
1,000
1,000
0
0
2,198
1,000,000
2
1
1
47
0
0
0
-1
0
0
964,511
983,931
535,020
891,586
927,171
961,664
50,784
50,723
896,040
50,000
50,000
50,256
0
2,199
150,000
2
3
1
35
-1
-1
-1
-1
-1
-1
11,500
4,998
4,996
4,998
4,998
49,398
4,998
4,996
5,000
4,998
49,398
4,552
0
2,200
20,000
1
2
1
37
0
0
-1
-1
-2
-1
17,219
14,640
19,400
0
0
17,666
2,000
19,400
0
0
17,666
0
1