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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
29,801
210,000
1
2
2
33
0
0
0
0
0
0
155,847
156,084
177,865
89,227
90,027
93,076
6,000
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3,500
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0
29,802
260,000
1
1
2
33
2
2
2
2
2
2
128,352
131,768
128,251
142,480
145,630
150,147
7,000
0
18,000
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7,000
5,500
0
29,803
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2
2
32
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0
52,475
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1,591
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0
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2
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32
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0
0
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0
7,000
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0
0
0
0
29,805
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3
1
45
1
3
2
2
0
0
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0
1,200
0
0
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0
1
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2
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40
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0
53,896
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0
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34
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2
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34
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0
0
43,389
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45,942
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20,276
19,515
1,717
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3,475
676
648
0
29,809
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1
1
1
34
0
0
0
0
0
0
6,035
11,782
7,241
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2,609
1,131
4,000
3,000
99
1,000
6,000
1
29,810
20,000
1
3
1
48
0
0
3
2
5
4
10,805
15,270
14,740
18,188
17,630
16,780
5,000
0
4,000
0
0
0
1
29,811
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3
2
42
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0
0
0
0
0
2,753
4,520
7,151
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14,927
17,345
3,006
5,019
5,013
10,007
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10,003
0
29,812
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5
2
46
0
0
0
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0
0
49,336
49,623
19,900
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1,423
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687
696
776
0
29,813
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2
1
37
0
0
0
0
0
0
149,303
156,632
136,685
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138,059
126,615
30,000
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4,148
15,100
8,029
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0
29,814
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3
2
35
-1
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29,363
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0
0
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2
2
49
5
4
3
2
0
0
52,321
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60
0
0
0
2,000
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1,076
0
29,816
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1
1
2
35
-1
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-1
-1
-1
326
326
326
326
326
326
326
326
326
326
326
326
0
29,817
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1
2
2
42
1
4
3
2
0
0
97,841
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81,545
51,338
50,826
0
639
0
50,918
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0
29,818
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2
2
40
2
0
0
2
0
0
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1
29,819
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1
2
2
48
0
0
0
0
0
0
23,694
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601
591
736
0
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2
2
36
0
0
0
0
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20,528
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0
0
0
1,300
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0
0
0
1,180
1
29,821
400,000
1
2
2
37
1
-1
0
0
0
0
396,343
394,858
395,716
385,947
305,542
271,385
423,903
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0
29,822
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1
1
1
44
-1
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0
-1
100,862
367
15,272
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367
16,652
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71,946
0
29,823
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2
1
46
0
0
-1
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60,799
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0
0
2,036
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0
0
0
29,824
220,000
1
1
1
42
1
-2
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0
0
0
0
0
0
0
0
0
0
0
0
1
29,825
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1
1
1
47
2
2
2
2
2
2
10,555
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1
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2
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41
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0
0
43,474
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400
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3
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49
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0
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35
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37
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32
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1
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30
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0
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2
2
30
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0
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0
19,027
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2
2
31
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390
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2
2
34
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0
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0
0
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0
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3
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34
0
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0
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10,557
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6
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34
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34
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36
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1
1
48
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2
2
2
2
2
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47
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49
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1
1
39
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37
1
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47
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2
44
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2
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36
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46
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36
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44
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2
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2
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3
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39
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700
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3
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41
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42
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43
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2
31
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2
31
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0
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0
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0
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41
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2
2
35
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0
0
0
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29,875
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1
35
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98,803
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1
1
31
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0
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0
0
0
235,461
196,894
168,463
149,816
128,721
130,406
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8,100
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4,700
0
29,877
220,000
1
1
1
34
-2
-2
-2
-2
-2
-2
6,433
6,286
4,903
9,078
3,583
4,682
6,307
4,927
9,123
3,587
4,698
13,774
0
29,878
340,000
1
2
2
36
-2
-2
-2
-2
-2
-2
19,628
14,586
15,018
12,062
3,894
7,957
14,594
15,047
12,064
3,894
7,957
18,191
0
29,879
340,000
1
3
1
36
0
0
0
0
0
0
362,178
303,611
92,112
75,710
63,870
52,671
10,116
3,300
5,000
10,000
10,000
30,000
1
29,880
210,000
1
2
2
37
0
0
0
0
0
0
18,896
19,777
20,803
21,816
22,250
22,716
1,500
1,350
1,363
797
825
829
0
29,881
140,000
1
2
1
38
0
0
0
0
0
0
135,261
137,999
141,532
75,815
65,099
66,445
4,494
5,303
2,806
1,825
1,880
1,901
1
29,882
390,000
1
2
1
37
0
0
0
0
0
0
174,603
178,087
185,212
187,648
192,538
198,828
6,379
10,000
7,001
8,001
10,000
10,000
0
29,883
20,000
1
3
2
49
0
0
0
-2
-2
-2
16,787
18,464
0
0
0
0
2,074
0
0
0
0
0
0
29,884
420,000
1
1
1
34
0
0
0
0
0
0
454,391
466,810
483,277
479,800
489,200
489,200
20,000
24,000
11,000
10,000
0
11,000
0
29,885
350,000
1
3
1
31
1
2
2
0
0
0
225,434
214,620
170,451
156,922
143,062
224,387
11,000
0
5,500
5,000
100,000
0
0
29,886
50,000
1
3
1
39
0
0
0
0
0
0
43,127
44,413
45,697
46,873
47,188
48,532
2,000
2,000
2,000
2,000
2,000
2,000
1
29,887
630,000
1
2
1
46
0
0
0
0
0
0
125,975
91,247
81,317
146,005
146,207
106,467
3,416
4,300
84,700
4,211
4,470
3,600
0
29,888
140,000
1
2
1
34
0
0
0
0
0
0
32,538
36,002
40,422
44,433
28,029
32,386
4,000
5,000
5,000
5,000
5,000
10,000
0
29,889
180,000
1
3
1
40
0
0
0
-1
0
0
105,918
81,091
-1,659
111,077
112,738
115,746
4,400
0
112,736
5,000
5,300
5,000
0
29,890
340,000
1
2
1
37
0
0
0
0
0
0
71,934
78,695
80,831
81,589
83,546
85,362
8,000
4,000
3,000
3,300
3,300
4,000
0
29,891
210,000
1
1
1
49
-1
-1
-1
-1
-1
-1
291
291
291
291
291
291
291
582
291
291
291
291
0
29,892
100,000
1
3
2
47
0
0
0
0
0
-2
94,667
97,088
99,520
102,650
0
0
4,000
4,000
5,000
0
0
0
0
29,893
180,000
1
1
1
37
1
-1
-1
-1
-1
-1
1,660
2,701
1,832
919
500
7,068
2,701
1,832
919
500
7,068
9,268
0
29,894
300,000
1
1
1
46
-1
-1
-1
-1
-1
-1
132,760
1,968
4,436
839
5,792
7,053
1,977
4,458
862
5,821
7,088
9,647
0
29,895
210,000
1
2
1
45
-1
-1
-1
-1
-1
-1
1,792
4,339
4,049
345
650
3,217
4,369
4,049
348
650
3,217
3,912
1
29,896
230,000
1
1
1
46
-1
-1
-1
-1
-1
-2
39,900
1,200
0
11,211
0
0
1,200
0
11,211
0
0
0
0
29,897
70,000
1
3
1
45
2
2
2
2
2
2
71,586
71,623
71,020
67,338
70,769
68,957
3,100
3,008
0
5,100
2,600
0
1
29,898
120,000
1
3
1
47
0
0
0
0
0
0
71,777
73,282
75,499
77,739
78,666
80,399
2,700
3,400
3,500
2,815
3,000
3,000
1
29,899
20,000
1
2
2
34
1
2
0
0
0
0
14,498
13,968
15,739
17,168
17,580
18,295
0
2,000
2,000
1,000
1,000
1,000
0
29,900
140,000
1
1
2
29
0
0
0
0
0
0
142,044
142,087
255,846
140,057
100,177
100,873
6,100
5,528
4,500
3,500
4,000
4,000
1