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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
4,901
320,000
2
1
2
28
1
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0
0
1,200
0
600
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0
600
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470
1
4,902
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2
3
1
50
0
0
2
0
0
0
8,612
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8,992
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500
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800
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0
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2
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27
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2
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50
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22
0
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34
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23
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0
4,910
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2
2
30
2
0
0
0
2
2
21,326
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19,529
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25,227
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1,679
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10,000
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1
4,911
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1
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34
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493
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823
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998
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823
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240
998
223
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4,912
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5
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29
1
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92,245
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390
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340
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390
390
0
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3
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57
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390
390
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390
390
0
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1
1
33
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2
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0
0
9,020
326
7,788
104,556
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41,077
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42
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0
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2
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45
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0
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0
2
0
8,558
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11,033
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943
0
553
600
0
4,917
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1
1
32
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0
0
0
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0
0
0
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0
0
0
0
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2
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35
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2
2
2
2
2
131,104
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1
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1
2
39
0
0
0
0
0
0
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0
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2
1
2
31
2
0
0
0
0
2
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0
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0
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2
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26
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0
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2
0
0
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0
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2
2
27
1
2
0
0
0
2
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17,705
19,043
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0
834
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1
2
30
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283
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501
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423
283
0
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1
2
29
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0
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0
0
0
0
0
0
0
0
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2
1
38
2
0
0
0
0
0
376,014
377,594
355,120
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319,195
16,000
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1
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2
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42
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2
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0
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31
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2
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9
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24
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22
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7,500
8,500
7,500
7,500
7,500
7,500
8,500
7,500
7,500
7,500
7,500
7,500
0
4,979
100,000
2
2
1
36
0
0
0
0
0
0
92,688
94,925
96,865
99,196
101,000
0
3,000
2,746
3,156
3,000
0
0
0
4,980
100,000
2
1
1
35
0
0
-1
-1
-1
-1
52,708
15,075
20,035
4,116
-110
3,512
9,967
20,195
4,228
0
3,622
0
0
4,981
50,000
1
1
2
24
0
0
0
0
0
0
16,277
14,875
19,195
13,134
13,398
13,549
4,006
6,200
3,000
2,000
2,000
2,500
0
4,982
240,000
1
3
1
43
-1
-1
2
2
2
2
2,690
2,500
2,500
2,500
2,500
0
2,500
0
0
0
0
0
1
4,983
300,000
2
1
2
33
1
-2
-1
0
-1
-1
0
0
12,351
6,417
5,245
12,082
0
12,351
0
5,245
7,000
0
0
4,984
200,000
2
1
2
30
0
0
0
0
-2
-2
199,229
132,458
59,153
0
0
0
6,101
3,500
0
0
0
0
1
4,985
270,000
2
1
1
31
0
0
0
0
0
0
86,716
88,329
91,247
91,823
93,164
95,211
6,000
6,005
4,000
4,000
4,000
5,000
0
4,986
150,000
2
1
2
26
2
2
2
2
2
2
75,373
76,865
78,214
76,363
79,893
48,052
3,300
3,200
0
5,137
0
2,200
1
4,987
260,000
2
2
2
29
-2
-2
-1
0
0
-1
-5
-5
9,571
7,235
0
197
0
9,576
29
0
197
568
0
4,988
50,000
2
2
2
24
0
0
0
0
0
0
26,239
17,824
17,615
17,956
18,091
18,259
1,300
5,869
1,000
795
1,000
1,000
0
4,989
130,000
2
2
1
32
1
2
0
0
0
2
51,559
50,465
51,531
52,076
55,432
56,571
0
2,500
2,000
4,200
2,200
0
1
4,990
80,000
2
1
2
28
0
0
0
0
0
2
57,776
7,561
7,793
7,433
5,962
4,960
1,200
1,306
512
1,000
0
110
0
4,991
20,000
1
1
2
32
0
0
0
3
2
0
11,777
14,851
17,575
17,063
15,711
28,600
3,276
3,000
3
7
2,058
669
0
4,992
410,000
2
2
1
50
0
0
0
0
0
0
246,659
248,934
246,011
240,845
213,767
214,410
11,000
10,000
7,500
8,000
8,000
7,000
0
4,993
80,000
1
2
1
36
2
2
2
2
2
2
77,054
81,697
79,347
81,325
76,550
78,715
6,900
0
5,800
0
4,000
2,000
1
4,994
160,000
2
3
1
58
-1
-1
-1
-1
-1
-1
2,034
68,942
40,194
942
942
942
68,942
40,194
942
942
942
942
0
4,995
500,000
2
1
2
40
-2
-2
-2
-2
-2
-2
15,929
18,155
-131
10,527
61,751
2,926
18,222
0
10,658
61,751
2,926
13,609
0
4,996
20,000
2
2
1
36
0
0
0
0
0
0
16,320
18,044
19,003
19,224
19,050
19,353
2,000
1,283
1,003
1,000
1,002
1,005
0
4,997
180,000
2
4
1
34
-1
-1
-1
-1
0
0
6,892
6,892
6,892
6,282
8,282
0
6,892
6,892
6,282
2,000
0
0
0
4,998
200,000
2
2
1
45
0
0
0
0
0
0
193,641
121,830
122,181
121,888
66,771
65,495
4,543
5,000
4,500
3,100
3,000
1,300
1
4,999
310,000
1
3
1
44
0
0
0
0
0
0
238,739
244,629
250,277
265,764
271,231
277,427
10,000
10,000
20,000
10,000
11,000
11,000
0
5,000
160,000
1
1
2
40
-1
-1
-1
-1
-1
-1
1,430
0
715
715
715
865
0
715
715
715
865
715
0