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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
1,901
30,000
2
2
2
22
0
0
0
0
0
0
27,388
29,016
26,941
27,491
6,726
0
2,075
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550
135
0
0
0
1,902
110,000
2
2
2
42
1
2
0
0
0
0
57,046
51,005
48,572
49,299
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48,215
0
2,100
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0
1,903
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1
1
39
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32
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0
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1
2
1
37
0
0
0
0
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110,417
89,301
82,057
27,666
20,226
276,422
3,757
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326,889
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0
1,906
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2
1
1
36
0
0
0
0
0
0
185,268
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0
1,908
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1
2
29
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578
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0
4,788
0
7,026
0
1,909
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2
2
36
3
2
2
2
3
2
20,424
19,809
22,478
24,111
23,447
24,951
0
3,000
2,300
0
2,500
0
0
1,910
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1
2
29
0
0
0
0
0
0
26,524
23,224
23,141
22,160
21,478
20,441
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1,700
1,000
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1,000
1,500
0
1,911
360,000
1
1
1
38
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-1
-1
780
0
390
390
390
390
0
390
390
390
390
390
1
1,912
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1
2
31
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1,561
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7,315
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3,444
0
1,913
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1
2
1
42
0
0
0
0
2
0
56,256
57,685
58,156
61,103
59,358
60,060
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0
2,358
2,472
0
1,914
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2
2
37
0
0
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0
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0
0
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1
2
33
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0
0
0
204
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810
0
204
0
3,000
0
0
0
0
1,916
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2
1
2
29
0
0
0
-1
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28,677
22,081
3,428
67
1,832
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0
3,332
0
0
1,917
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2
2
2
28
0
0
0
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5,660
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0
0
0
0
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0
0
0
0
0
0
1,918
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2
2
26
0
0
0
0
0
0
184,501
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175,175
146,093
7,627
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10,158
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0
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2
2
2
35
0
0
0
0
0
0
34,819
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0
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2
1
33
0
0
0
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950
0
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202
0
1,152
0
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0
1,921
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2
1
1
51
1
-2
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-1
2
2
0
0
0
300
150
780
0
0
300
0
630
0
1
1,922
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1
1
2
32
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264
264
264
264
414
264
264
264
264
414
264
264
0
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1
2
2
33
0
0
0
0
0
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8,488
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0
0
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1
1,924
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1
2
30
0
0
0
0
0
0
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146,117
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147,645
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4,818
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0
1,925
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1
1
2
28
0
0
0
0
0
0
221,268
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181,012
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2
2
26
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0
0
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1,927
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2
2
22
0
0
0
0
0
0
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1
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26
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35
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49
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24
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2
2
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780
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36
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33
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40
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3
2
26
-2
-1
0
0
0
0
1,200
990
9,079
11,186
10,159
11,734
990
8,089
2,186
1,159
1,734
1,200
0
1,979
20,000
1
3
2
50
-1
-1
-1
-1
-1
0
2,191
1,140
12,656
1,693
303
12,303
1,140
12,656
1,700
500
12,000
0
0
1,980
500,000
2
1
1
35
0
0
0
0
0
0
35,176
36,193
44,157
48,322
21,593
13,866
2,504
10,004
5,178
1,047
2,019
1,004
1
1,981
150,000
2
1
1
38
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
1,982
80,000
2
3
2
40
3
2
2
2
2
2
38,503
40,118
41,199
42,264
43,083
43,471
2,500
2,000
2,000
1,600
1,200
2,000
1
1,983
230,000
1
2
1
29
0
0
0
0
0
0
56,171
60,250
63,574
71,941
75,882
75,619
5,000
5,000
10,000
5,000
5,000
5,000
0
1,984
80,000
1
1
2
37
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
1,985
230,000
2
2
2
24
0
0
0
0
0
0
24,973
24,974
25,566
23,427
28,229
31,355
5,000
5,000
2,100
5,229
3,355
4,598
0
1,986
50,000
2
2
2
49
2
0
-1
-1
-1
0
38,947
37,799
3
18,080
12,227
13,296
2,000
1,000
19,000
12,500
2,000
2,000
1
1,987
50,000
1
2
2
35
0
0
0
0
0
0
48,813
50,789
49,624
19,880
20,431
19,559
5,000
23,000
838
1,000
1,000
1,000
0
1,988
10,000
2
1
2
25
1
3
2
0
0
0
10,438
10,130
9,738
9,178
8,398
0
0
0
0
0
0
0
0
1,989
140,000
1
2
2
34
2
2
2
2
2
2
135,949
130,625
117,392
111,478
109,353
97,612
8,408
3,500
3,500
3,600
0
3,600
0
1,990
50,000
1
2
2
42
0
0
0
0
0
0
39,236
39,729
27,068
28,604
28,199
58,428
2,094
1,451
1,987
1,039
1,500
1,200
1
1,991
180,000
1
3
2
28
0
0
0
0
0
0
129,719
133,702
133,758
80,055
69,672
33,194
6,070
3,521
5,000
5,000
5,004
5,029
0
1,992
360,000
1
1
2
65
1
-2
-2
-2
-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
1,993
580,000
1
3
1
67
2
2
3
3
4
6
453,985
470,915
471,175
486,776
503,914
527,711
25,704
9,464
25,065
25,703
33,000
215
0
1,994
310,000
2
1
1
43
-2
-2
-2
-2
-2
-2
14,619
1,881
13,750
9,837
7,785
14,460
12,484
13,961
9,838
7,785
14,460
14,195
0
1,995
20,000
1
3
2
52
0
0
2
0
0
0
16,735
20,373
12,071
12,567
13,949
14,318
4,008
0
1,000
1,600
600
532
0
1,996
180,000
2
1
2
43
-2
-1
-1
-1
0
-1
8,657
6,847
18,762
22,928
3,129
2,398
6,847
18,762
22,928
0
2,398
23,149
0
1,997
60,000
2
1
2
24
0
0
0
0
0
0
15,050
16,203
16,891
15,474
14,612
16,354
2,000
1,300
2,000
1,000
2,000
1,000
0
1,998
40,000
2
3
1
59
0
0
0
0
0
2
14,769
15,271
15,383
14,548
16,274
15,650
1,573
1,512
504
2,770
613
14
0
1,999
140,000
2
2
1
34
0
0
2
0
0
0
121,374
125,965
102,527
103,337
105,942
101,830
8,200
3,000
4,000
4,500
4,000
4,200
0
2,000
220,000
1
2
1
32
0
-1
-1
-1
-1
-1
8,000
8,288
8,000
0
8,000
0
8,288
8,000
0
8,000
0
0
0