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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
1,501
230,000
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2
1
43
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0
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0
0
7,806
8,392
8,967
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468
2,816
5,893
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0
1,502
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2
2
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30
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2
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39
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0
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1
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70
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3
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53
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0
482,250
475,931
429,037
383,821
369,920
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20,306
0
1,510
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1
1
27
2
2
2
2
2
0
81,044
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50,816
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1
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2
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33
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0
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0
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169,860
165,713
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5,838
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1,512
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3
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34
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0
0
0
0
0
15,736
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2
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48
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0
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0
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45,223
45,461
18,354
19,118
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0
1,514
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3
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33
1
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0
0
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1
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2
24
0
0
0
0
0
0
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600
600
622
0
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2
2
1
31
1
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6,526
779
8,927
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692
0
783
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698
0
0
0
1,517
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2
2
25
0
0
0
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2
46,528
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36,251
438
43,367
44,305
1,794
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438
43,367
1,800
0
0
1,518
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1
3
1
49
2
2
2
2
2
2
178,367
179,062
177,663
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191,895
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1
1,519
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2
1
2
27
2
0
0
0
2
2
232,523
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253,145
267,412
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0
0
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1
2
1
39
0
0
0
0
0
0
171,141
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122,851
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0
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2
2
2
36
2
0
0
0
0
0
337,981
344,920
18,921
21,205
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13,586
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0
1,522
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1
2
2
40
3
3
5
4
3
2
9,744
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0
0
500
0
0
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2
1
2
27
0
0
0
0
0
0
81,111
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61,221
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0
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1
2
27
2
2
2
2
2
2
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0
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1
1,525
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2
1
37
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0
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0
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25
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29
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2
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2
25
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1,578
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3
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36
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0
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0
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0
52,855
49,123
49,522
19,843
18,440
18,272
2,206
1,605
397
369
365
1,088
0
1,579
210,000
2
1
1
36
1
-1
-1
-1
-1
-1
0
1,690
0
5,619
4,090
581
1,690
0
5,619
4,090
581
0
0
1,580
120,000
2
2
1
38
-1
-1
-1
-1
-1
-1
4,100
7,270
820
820
2,870
970
7,270
820
820
2,870
970
820
0
1,581
240,000
2
2
1
42
0
0
0
2
0
0
21,943
36,519
55,515
49,049
57,178
42,009
15,000
20,000
3,330
30,000
10,000
10,000
0
1,582
20,000
1
3
3
47
0
0
0
0
0
0
18,768
18,795
19,390
19,464
18,126
18,827
1,400
1,400
1,000
700
1,600
0
0
1,583
50,000
2
3
2
40
0
0
0
0
0
0
5,538
6,563
7,422
8,292
8,465
8,650
1,271
1,130
1,000
307
325
436
0
1,584
50,000
2
1
2
70
2
2
0
0
0
0
49,546
48,480
48,621
17,793
18,224
18,612
0
2,200
700
700
674
608
0
1,585
50,000
2
2
1
32
0
0
0
0
0
0
48,508
49,213
38,280
12,305
6,436
0
3,037
1,800
1,130
2,000
0
0
0
1,586
100,000
1
3
2
52
0
0
0
0
0
-1
73,904
73,249
12,327
10,793
5,309
900
2,781
2,101
216
0
900
500
0
1,587
390,000
2
1
1
49
-1
-1
-1
-2
-2
-1
15,026
13,357
0
0
0
100,000
13,357
0
0
0
100,000
39,268
0
1,588
550,000
1
1
2
31
0
0
0
0
0
0
43,769
38,907
36,111
32,723
26,946
26,439
2,018
1,520
1,131
1,005
1,107
1,019
0
1,589
450,000
2
2
2
36
-1
-1
-1
-1
-1
-1
13,500
6,350
11,670
1,530
1,232
201
6,364
11,728
1,532
1,234
201
3
0
1,590
80,000
2
2
1
50
-1
-1
-1
0
0
0
2,587
2,587
50,097
48,753
50,000
49,209
2,587
50,097
2,000
2,000
1,933
1,700
0
1,591
50,000
2
3
1
48
0
0
0
0
0
0
4,064
5,987
7,719
8,588
9,291
11,127
2,000
2,000
1,000
1,000
2,000
2,000
0
1,592
50,000
2
2
2
33
1
2
2
0
0
0
49,617
50,352
49,243
49,819
19,324
20,103
1,813
0
2,169
702
1,101
529
0
1,593
180,000
1
2
1
44
0
0
0
0
0
0
70,721
69,994
70,204
70,238
73,296
73,369
8,000
3,000
3,000
5,000
2,595
3,000
0
1,594
240,000
1
1
2
35
-2
-2
-2
-2
-1
-1
15,432
10,835
22,134
32,823
1,897
5,627
10,851
22,258
20,076
2,099
5,827
0
0
1,595
320,000
2
3
2
29
-1
-1
-1
-2
-2
-1
500
500
0
0
0
2,900
500
0
0
0
2,900
0
0
1,596
480,000
2
2
1
35
-1
2
-1
-1
2
0
18,214
11,031
182,123
188,956
179,179
181,746
0
182,123
12,960
0
9,000
50,000
0
1,597
150,000
2
2
1
37
-1
2
2
-2
-1
-1
1,184
794
2,756
0
2,430
4,840
0
2,772
0
2,430
4,844
0
0
1,598
110,000
2
1
2
29
0
0
2
0
0
0
107,195
109,443
106,637
106,665
92,417
90,730
7,845
4,000
4,000
3,500
9,500
9,600
0
1,599
240,000
1
1
2
30
-1
-1
-1
0
0
0
7,744
7,284
11,234
15,214
9,107
5,621
7,305
11,263
10,018
21
3,637
7,008
0
1,600
50,000
1
1
2
33
0
0
0
0
0
0
47,853
49,474
47,822
8,585
8,797
9,001
2,412
1,500
500
500
500
490
1