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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
1,101
210,000
2
3
2
46
1
2
0
0
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5,816
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241
13
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0
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241
4,000
1
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2
2
2
24
0
0
2
2
2
0
24,238
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28,199
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0
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46
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0
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2
1
35
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2
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3
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0
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325
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2
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54
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1
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2
2
33
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2
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0
0
31,089
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29
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2
2
2
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0
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3
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44
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3,424
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1,922
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2
1
24
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84,148
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1
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33
0
0
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3
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54
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0
0
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0
0
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1
1
2
27
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0
0
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2
2
37
0
0
0
0
0
0
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2
24
1
2
0
0
0
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0
20
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3
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54
1
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0
0
1
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2
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34
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907
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528
0
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2
2
40
2
0
0
0
0
0
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162,826
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1
2
2
30
1
2
4
3
2
2
19,977
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0
0
0
500
0
1
1,123
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1
2
2
26
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0
0
0
0
0
48,221
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48,868
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2
1
41
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0
0
0
0
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5,584
1,385
1,020
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183
5,584
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0
1,125
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2
2
29
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0
0
0
0
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44
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4
4
4
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29
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0
0
0
0
0
97,474
78,520
80,131
70,788
68,927
70,678
2,932
3,000
2,500
3,000
2,900
2,918
0
1,179
50,000
1
2
2
38
0
0
0
0
0
0
50,958
50,889
49,697
9,176
9,368
9,554
2,042
1,150
329
340
342
354
0
1,180
50,000
1
2
2
24
0
0
0
0
0
0
49,144
20,818
17,890
18,310
17,931
18,633
1,500
1,300
700
1,000
1,000
1,000
0
1,181
300,000
1
2
1
29
-1
-1
-2
-2
-2
-2
1,874
-200
-200
-200
-200
-200
0
0
0
0
0
0
0
1,182
390,000
2
1
2
27
2
0
0
0
0
0
386,301
392,458
290,201
295,606
300,709
305,904
17,000
11,000
11,000
10,656
11,000
12,000
0
1,183
90,000
2
2
1
55
2
2
0
0
0
0
81,998
83,674
80,890
31,565
33,049
22,694
4,003
3,000
3,000
3,000
2,000
2,000
1
1,184
200,000
2
1
2
29
0
0
0
0
0
0
194,241
193,425
196,537
195,268
192,829
192,499
12,000
8,500
7,000
10,000
10,000
10,000
0
1,185
460,000
1
1
2
29
0
0
0
0
0
0
410,033
385,394
325,663
324,067
324,749
327,929
16,088
13,039
11,127
11,017
11,110
11,113
0
1,186
10,000
1
2
2
23
0
0
0
0
0
-2
3,714
4,158
4,654
3,080
0
0
1,104
1,000
31
0
0
0
0
1,187
20,000
1
2
1
30
-1
-1
0
0
-1
-1
1,261
2,835
2,522
1,261
1,261
930
2,835
1,000
0
1,261
930
540
1
1,188
50,000
2
2
1
50
-1
-1
-1
-1
-2
-1
1,232
1,846
697
364
0
760
1,846
697
364
0
760
5,862
0
1,189
480,000
2
2
1
38
0
0
0
0
0
0
90,258
76,099
56,776
37,484
37,906
18,387
30,000
1,708
1,292
1,010
772
705
0
1,190
180,000
2
1
2
24
0
0
0
0
0
0
169,263
174,532
176,686
165,491
169,222
173,246
8,000
6,700
6,000
6,400
7,000
7,000
0
1,191
240,000
2
1
2
29
0
0
0
0
0
-2
3,093
2,322
8,186
3,980
0
0
2,000
2,020
2,500
0
0
85
0
1,192
250,000
1
1
2
38
-2
-2
-2
-2
-2
-2
584
3,291
8,660
7,495
1,120
62
3,307
8,703
7,532
1,125
62
7,718
0
1,193
270,000
2
2
2
34
-1
-1
-1
-1
-1
-1
381
3,376
2,958
4,154
5,885
3,129
3,406
2,983
4,172
5,912
3,143
0
1
1,194
200,000
1
1
1
37
0
0
0
0
0
0
123,337
11,148
19,165
21,171
17,762
23,670
11,202
19,275
22,304
23,850
23,784
84,430
0
1,195
100,000
2
3
1
66
0
0
0
0
0
0
100,036
100,041
100,402
97,141
97,143
97,532
4,702
4,617
3,600
3,865
3,850
3,705
0
1,196
160,000
2
1
1
39
-2
-2
-2
-2
-2
-2
710
666
403
1,650
336
790
666
403
1,650
336
790
1,141
0
1,197
80,000
2
2
1
45
0
0
0
0
0
0
81,841
74,516
69,485
30,396
30,595
29,033
4,100
2,507
2,140
2,000
1,500
1,000
0
1,198
130,000
1
2
1
44
-1
2
0
0
0
0
29,547
23,154
18,637
14,691
8,769
4,166
0
1,500
486
303
83
780
0
1,199
340,000
2
3
2
44
0
0
0
0
0
0
142,836
145,125
146,682
150,407
147,868
149,349
7,000
5,500
6,027
5,328
5,390
6,047
1
1,200
360,000
1
1
1
36
-2
-1
-1
-1
-2
-2
0
394
11,142
0
0
0
394
11,253
0
0
0
0
0