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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
5,801
120,000
1
1
1
50
1
-2
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0
-1
0
-2,008
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4,016
2,008
8,299
0
0
10,040
0
8,299
0
1
5,802
240,000
2
1
2
29
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0
0
0
0
0
30,380
15,579
20,496
15,296
24,332
23,896
10,023
10,000
5,000
15,000
15,000
5,000
0
5,803
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1
2
26
0
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1,490
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0
5,804
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2
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24
0
0
0
0
0
0
78,913
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70,110
62,590
54,177
60,662
2,900
2,329
2,400
2,000
7,400
0
0
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140,000
2
2
1
28
0
0
0
0
0
0
99,296
89,391
79,173
43,370
28,850
17,896
3,205
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0
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2
2
25
0
0
0
0
0
0
28,428
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26
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669
1,534
0
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3
1
53
0
0
0
0
0
0
65,237
62,521
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58,142
55,896
53,525
2,255
2,200
2,100
2,014
1,876
1,901
1
5,809
640,000
1
1
2
36
0
0
0
0
0
0
192,325
68,891
71,564
32,968
37,541
42,064
4,000
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3,000
5,000
5,000
3,000
0
5,810
360,000
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1
2
31
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15,285
52,698
2,875
6,918
10,014
6,478
53,751
2,879
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6,478
42,108
0
5,811
130,000
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2
1
33
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2,454
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382
2,000
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0
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0
5,812
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1
1
34
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0
0
0
0
0
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106,090
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3,400
0
5,813
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1
1
2
36
2
2
2
2
2
2
107,689
109,678
110,887
111,871
114,223
116,577
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1
5,814
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1
1
44
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0
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1,365
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839
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0
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3
2
25
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-1
3,161
390
390
390
0
1,280
390
390
390
0
1,280
6,380
0
5,816
30,000
2
1
1
24
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-1
-1
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9,280
2,643
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2,486
844
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2,486
844
0
1
5,817
200,000
1
1
1
67
1
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-2
-2
0
0
0
0
0
0
0
0
0
0
0
0
1
5,818
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2
1
2
25
3
2
0
0
0
0
21,593
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10,084
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58,280
44,593
0
2,000
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32,000
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1
5,819
170,000
2
2
2
30
0
0
2
0
0
0
121,009
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134,140
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19,078
0
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0
5,820
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2
2
2
24
2
2
2
2
-1
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6,270
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0
186
3,314
2,284
0
0
186
3,314
3,515
1
5,821
80,000
2
2
1
45
0
0
-2
-2
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-2
82,150
0
0
0
0
0
0
0
0
0
0
0
0
5,822
110,000
1
2
1
49
0
0
0
0
0
0
51,803
52,888
54,570
55,368
56,623
57,196
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0
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150,000
2
1
2
28
0
0
0
0
0
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147,933
111,608
91,705
32,907
0
0
3,202
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700
0
0
0
0
5,824
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2
2
2
43
-1
0
0
0
0
0
26,342
27,457
27,381
17,930
18,128
18,490
1,547
1,251
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600
627
759
0
5,825
50,000
2
3
1
70
2
2
0
0
0
0
54,084
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3
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50
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0
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0
0
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700
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2
2
22
0
0
0
0
0
0
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38
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42
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22
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1
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34
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2
2
2
0
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1
1
1
45
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0
0
0
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26
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47
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36
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30
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35
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2
33
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0
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0
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5,500
3,600
1,000
135,000
5,314
0
5,878
280,000
2
1
2
27
-2
-2
-2
-2
-2
-2
-5
-5
-5
8,164
0
1,133
0
0
8,169
0
231,133
3,300
0
5,879
710,000
1
2
2
33
-1
-1
-1
-1
-1
-1
8,471
16,849
940
6,299
4,720
3,738
17,330
944
7,586
4,739
3,754
25,259
0
5,880
50,000
2
2
2
23
0
0
0
0
0
0
42,790
39,480
36,360
29,123
28,809
29,263
1,635
1,423
1,020
1,050
1,503
1,016
0
5,881
190,000
1
1
2
35
0
0
0
0
0
0
24,873
23,522
22,117
23,433
22,173
22,598
1,807
2,000
2,010
1,003
2,007
3,019
0
5,882
400,000
2
1
2
32
0
0
0
0
0
0
48,419
51,886
53,291
57,265
61,035
64,879
5,000
3,000
5,000
5,000
5,000
5,000
0
5,883
110,000
2
3
1
53
-2
-2
-2
-2
-2
-2
1,457
745
0
0
0
0
745
0
0
0
0
0
0
5,884
20,000
2
2
1
23
2
0
0
0
2
0
16,219
17,626
18,398
19,052
15,429
9,199
1,674
1,446
1,100
0
379
1,085
1
5,885
20,000
2
1
2
25
2
2
0
0
0
0
18,446
17,859
18,718
17,009
18,721
20,209
0
1,718
900
2,000
1,800
0
1
5,886
20,000
2
2
1
29
1
2
2
2
2
2
12,186
11,700
13,474
13,006
13,743
11,167
0
2,000
0
1,055
0
215
0
5,887
20,000
1
2
2
23
1
2
2
2
2
0
4,673
6,433
6,181
6,778
6,524
8,408
2,000
0
700
0
2,000
2,000
0
5,888
230,000
2
1
2
43
0
0
0
0
0
0
39,677
39,261
38,228
36,542
35,989
34,347
5,000
5,000
3,000
3,459
4,000
5,000
0
5,889
180,000
1
2
1
37
-1
-1
-1
-1
0
0
14,480
33,915
5,198
13,263
6,817
4,188
34,045
5,217
13,263
6,000
1,000
4,085
0
5,890
280,000
1
2
1
41
-1
-1
-1
-1
-1
-1
3,520
3,110
3,188
4,176
10,276
9,898
3,110
3,188
4,189
10,276
9,898
1,691
0
5,891
510,000
2
1
2
36
0
0
0
0
0
0
234,900
214,522
217,620
218,692
191,069
195,124
9,975
8,200
7,268
7,000
7,177
7,200
0
5,892
150,000
1
2
1
40
0
0
0
0
0
0
141,697
144,833
137,737
140,047
144,557
133,716
7,000
7,000
6,000
7,000
5,021
9,000
0
5,893
20,000
1
3
2
26
2
0
0
0
0
0
17,880
19,224
19,327
18,696
19,233
19,909
1,641
2,400
632
800
1,000
1,500
1
5,894
110,000
2
3
1
38
0
0
0
0
0
0
100,699
88,694
74,647
49,021
34,594
23,116
3,530
3,066
2,033
2,021
1,024
1,003
0
5,895
230,000
2
1
2
34
-1
2
-1
-1
2
-1
907
591
119
699
383
32,774
0
1,000
1,000
0
33,500
3,000
1
5,896
180,000
2
1
2
27
0
0
0
0
0
0
124,501
126,822
129,440
128,571
128,631
129,813
5,000
6,000
5,000
5,000
5,000
5,000
0
5,897
230,000
2
3
2
36
0
0
0
0
0
0
13,809
13,533
13,200
15,789
14,242
15,251
1,533
1,200
2,789
1,242
1,251
1,272
0
5,898
370,000
2
1
2
35
0
0
-2
-1
-1
0
40,229
-101
-101
2,329
156,619
155,988
0
0
2,430
161,450
6,035
6,439
0
5,899
500,000
2
1
2
30
-2
-2
-1
-1
-2
-2
1,078
5,543
500
617
617
617
5,562
810
617
0
0
28,572
0
5,900
260,000
2
2
1
43
1
-2
-2
-1
0
-1
0
-416
-1,248
832
416
1,398
0
0
2,080
0
1,398
0
0