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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
1,401
100,000
2
2
1
25
0
0
0
0
0
0
20,755
20,043
19,778
24,939
28,639
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2,000
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6,000
4,000
4,000
3,000
0
1,402
30,000
1
2
1
36
2
2
0
0
0
0
30,573
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29,083
28,313
28,932
29,565
0
2,000
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0
0
1,403
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2
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44
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1
1
36
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1
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41
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0
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0
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2
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25
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0
0
0
0
0
165,040
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148,133
123,266
125,736
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1
1,410
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1
1
2
31
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1,569
563
1,914
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1,208
4,964
565
1,923
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1,214
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0
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2
2
45
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467
2,050
416
416
416
416
2,050
416
416
416
416
416
0
1,412
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3
1
58
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8,940
6,239
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819
863
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867
2,488
0
1,413
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2
1
38
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184
1,522
0
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0
2,000
0
1,414
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1
2
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30
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2
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25
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0
0
0
0
0
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122,212
117,835
112,705
111,357
108,306
100,000
4,013
3,822
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0
1,416
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2
1
2
25
0
0
0
0
0
0
57,174
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60,586
39,144
39,615
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0
1,417
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3
2
24
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4,882
14,630
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0
0
1,418
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1
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29
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2
3
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317
317
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317
0
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0
0
0
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2
2
37
0
0
0
0
0
0
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3
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27
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200
10,000
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0
1,421
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1
1
2
31
0
0
0
0
0
0
6,618
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2
2
28
0
0
0
0
0
0
12,218
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0
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2
2
24
0
0
0
0
0
0
122,750
118,319
61,466
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3
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27
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0
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0
0
0
0
0
0
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0
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1
2
33
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32
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42
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2
2
2
2
2
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32
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52
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29
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2
2
37
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44
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0
0
0
0
27,560
19,002
8,542
8,711
8,893
9,070
1,159
1,142
311
322
324
335
0
1,479
210,000
2
1
2
30
1
-2
-2
-2
-1
-1
0
0
0
0
49,525
0
0
0
0
49,525
0
0
1
1,480
280,000
1
1
2
31
1
-2
-1
0
-1
-1
-32
-32
4,887
2,067
6,624
1,489
0
4,919
10
6,657
1,496
2,244
0
1,481
500,000
1
2
1
40
0
0
0
-1
-1
0
94,585
61,111
24,801
6,288
166,251
162,785
2,659
2,090
6,333
178,460
5,506
6,205
0
1,482
30,000
2
1
2
25
0
0
0
0
0
-2
3,924
4,972
5,873
5,993
0
0
1,099
1,000
120
0
0
0
0
1,483
340,000
2
2
1
36
0
0
0
0
0
0
167,474
155,293
134,467
129,891
113,919
106,675
7,106
4,435
4,091
3,548
4,535
4,127
0
1,484
360,000
1
1
2
32
-1
-1
-1
-1
-1
-1
389
389
1,955
5,316
2,265
6,594
389
1,955
5,316
2,265
6,594
2,974
0
1,485
70,000
2
1
2
22
0
0
0
0
0
0
71,358
70,285
28,867
29,766
26,522
27,584
3,280
1,480
1,360
960
1,500
1,000
0
1,486
20,000
2
2
3
44
2
2
7
7
7
6
2,400
2,400
2,400
2,400
2,400
1,800
0
0
0
0
0
0
1
1,487
230,000
1
1
2
32
0
0
0
0
0
0
44,734
47,178
29,582
38,426
42,500
43,531
10,120
20,000
10,000
5,000
5,000
5,000
0
1,488
60,000
1
2
1
41
0
0
0
0
0
-1
48,979
41,597
29,347
19,544
11,989
9,079
5,070
1,219
1,007
8
9,381
1,156
0
1,489
50,000
1
1
2
28
3
2
2
0
0
0
49,828
50,467
48,964
49,447
44,067
44,760
2,121
0
2,000
2,000
2,000
2,000
1
1,490
50,000
2
1
2
29
0
0
2
2
2
2
10,532
13,145
12,637
13,922
13,556
14,528
2,800
0
1,500
0
1,200
0
1
1,491
130,000
2
4
2
28
0
0
0
0
0
0
36,108
34,256
36,357
37,878
39,489
41,833
3,000
3,000
2,500
3,000
3,000
2,000
0
1,492
160,000
1
3
2
52
0
0
0
0
0
0
155,684
157,364
156,581
72,814
66,825
63,419
6,525
6,649
2,724
2,503
2,310
2,200
0
1,493
60,000
2
3
2
48
2
0
0
0
0
0
43,533
39,252
38,051
37,988
38,725
39,685
1,700
1,700
2,000
1,500
1,600
1,000
0
1,494
160,000
1
2
2
43
-1
-1
0
0
0
-1
12,458
7,146
11,529
20,860
0
780
7,545
5,000
10,000
0
780
0
0
1,495
180,000
2
1
2
25
0
-1
-1
0
-1
0
23,800
1,246
3,430
8,430
92,925
88,283
1,246
3,430
5,000
92,925
5,000
5,000
0
1,496
170,000
1
2
1
36
2
2
2
0
0
0
75,960
64,683
51,184
37,938
25,292
12,646
2,000
0
0
0
0
173,869
0
1,497
360,000
2
2
2
35
2
2
2
0
0
0
360,023
363,239
350,214
319,960
260,944
202,686
14,693
30
12,302
10,004
7,506
19,721
1
1,498
130,000
2
2
1
34
0
0
0
2
0
0
59,955
61,252
65,399
63,800
65,312
37,838
2,260
5,203
0
2,670
1,342
1,815
0
1,499
180,000
2
2
2
48
1
-1
-1
-1
-1
-1
2,551
3,044
3,044
5,283
1,660
6,671
3,044
3,044
5,283
1,660
6,671
493
0
1,500
20,000
1
1
2
27
1
2
-1
-1
0
0
6,274
5,971
3,980
9,040
9,040
0
0
4,000
9,040
0
0
17,291
0