Datasets:
MinaMila
/
GermanCredit_train_CDF_lr

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status of existing checking account_0 to less than 200 DM
int64
0
1
status of existing checking account_200 DM or more
int64
0
1
status of existing checking account_less than 0 DM
int64
0
1
status of existing checking account_no checking account
int64
0
1
purpose of credit_for business
int64
0
1
purpose of credit_for education
int64
0
1
purpose of credit_for other reasons
int64
0
1
purpose of credit_for repairs
int64
0
1
purpose of credit_for retraining
int64
0
1
purpose of credit_to buy a new car
int64
0
1
purpose of credit_to buy a radio or television
int64
0
1
purpose of credit_to buy a used car
int64
0
1
purpose of credit_to buy domestic appliances
int64
0
1
purpose of credit_to buy furniture or equipment
int64
0
1
sex_male
int64
0
1
housing_owned
int64
0
1
housing_provided for free
int64
0
1
housing_rented
int64
0
1
job status_manager, self-employed, or highly qualified
int64
0
1
job status_skilled worker or official
int64
0
1
job status_unemployed or unskilled (non-resident)
int64
0
1
job status_unskilled worker (resident)
int64
0
1
marital status_divorced / separated
int64
0
1
marital status_divorced / separated / married
int64
0
1
marital status_married / widowed
int64
0
1
marital status_single
int64
0
1
duration in months
int64
4
72
credit amount
int64
250
18.4k
age
int64
20
75
credit worthiness
int64
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
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0
0
0
1
21
3,414
26
0
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1
1
0
1
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1
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0
0
0
1
48
7,119
53
0
0
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0
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0
1
1
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0
1
0
1
0
0
0
1
0
0
18
2,124
24
0
0
0
0
1
0
0
0
0
0
0
1
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0
0
0
1
0
0
1
0
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0
0
0
0
1
48
12,749
37
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
0
0
0
1
12
3,590
29
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
1
30
3,017
47
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
1
0
0
0
0
0
1
12
3,386
35
0
0
0
0
1
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0
0
0
0
0
1
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0
0
0
1
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1
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0
0
0
0
1
48
3,578
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1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0
1
36
6,948
35
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
0
1
0
0
36
8,065
25
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
1
0
0
1
0
0
0
0
0
0
1
6
1,238
36
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
1
10
1,347
27
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
12
3,016
24
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
12
1,185
27
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
0
0
0
1
24
3,777
50
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
1
0
0
6
250
41
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
24
2,039
22
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
1
0
0
0
0
1
0
24
3,092
22
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
1
60
6,527
34
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
28
4,006
45
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
0
1
0
18
2,779
21
1
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
36
2,145
24
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
18
1,028
36
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
0
6
1,198
35
0
0
0
0
1
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0
0
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1
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0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
15
3,186
20
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
1
0
0
0
1
0
0
1
0
0
0
6
1,338
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
30
3,441
21
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
1
36
1,819
37
0
0
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1
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0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
18
2,515
43
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
54
15,945
58
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
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1
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0
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1
9
654
28
0
1
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48
9,960
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1
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0
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1
12
1,107
20
1
1
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1
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1
48
3,060
28
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0
1
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1
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1
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0
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1
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1
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12
2,247
36
1
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1
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1
1
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1
9
654
28
0
0
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1
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1
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0
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1
24
2,325
32
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
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1
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1
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12
1,228
24
0
0
0
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1
0
0
0
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0
0
0
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0
1
0
1
0
0
0
1
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0
0
0
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1
12
2,759
34
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
48
9,960
26
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
0
0
0
1
10
1,418
35
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
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1
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0
12
3,499
29
0
0
0
0
1
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0
0
0
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1
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0
0
0
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1
0
0
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1
0
0
0
1
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21
5,003
29
0
0
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1
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1
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1
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24
1,193
29
0
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1
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1
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12
1,200
23
1
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1
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1
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0
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1
12
2,579
33
0
1
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1
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0
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1
0
1
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0
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48
7,582
31
1
0
0
1
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1
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1
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1
21
1,647
40
0
1
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0
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0
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1
0
0
0
0
1
0
0
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1
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0
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1
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6
753
64
1
1
0
0
0
0
0
0
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1
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0
0
0
1
1
0
0
0
1
0
0
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1
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0
18
1,042
33
0
0
0
1
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1
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1
1
0
0
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1
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0
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48
6,999
34
0
0
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1
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1
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1
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1
36
1,819
37
0
1
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0
0
0
1
0
1
0
0
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1
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9
959
29
0
1
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1
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1
36
2,323
24
1
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1
1
1
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0
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1
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1
9
1,313
20
1
0
1
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1
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1
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18
2,100
37
0
0
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1
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1
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1
48
10,297
39
0
1
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0
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0
0
0
0
0
1
1
1
0
0
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1
0
0
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1
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0
8
1,237
24
0
1
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0
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0
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1
0
1
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1
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1
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0
24
4,351
48
1
1
0
0
0
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0
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0
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1
1
1
0
0
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1
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12
2,762
25
0
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1
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1
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0
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1
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1
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1
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18
1,190
55
0
1
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1
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0
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1
1
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0
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1
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0
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1
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0
18
1,042
33
0
0
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1
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1
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1
1
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0
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1
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0
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1
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15
874
24
1
1
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0
0
0
0
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0
1
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0
0
0
1
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0
0
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1
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12
2,930
27
1
1
0
0
0
1
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0
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0
0
0
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0
0
1
0
1
0
1
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0
0
0
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1
36
1,953
61
0
1
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1
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0
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0
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1
0
1
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0
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1
36
1,953
61
0
0
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1
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0
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1
0
1
0
0
0
1
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0
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1
24
4,169
28
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
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1
0
1
0
0
1
0
0
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21
2,319
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0
1
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0
0
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0
0
0
0
0
1
1
1
0
0
0
1
0
0
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1
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8
1,237
24
0
0
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1
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1
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1
1
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1
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1
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24
1,024
48
0
0
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1
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1
0
0
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0
0
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0
1
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1
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1
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24
1,193
29
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1
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0
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1
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0
0
0
1
0
0
0
1
0
0
0
0
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1
6
1,068
28
1
1
0
0
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0
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1
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0
0
0
0
1
0
0
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1
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0
48
8,358
30
1
1
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1
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0
0
1
1
0
0
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0
0
1
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1
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13
2,101
23
1
0
0
0
1
0
0
0
0
0
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1
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0
1
1
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0
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1
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1
12
804
38
1
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1
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1
1
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30
11,998
34
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1
1
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1
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1
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1
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18
2,039
20
0
0
1
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24
1,377
47
1
1
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48
12,169
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1
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1
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18
2,249
30
1
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1
36
1,819
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1
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1
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1
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1
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1
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0
60
7,408
24
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
1
18
7,511
51
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
24
937
27
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
1
36
8,335
47
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
1
12
1,037
39
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
10
1,038
49
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
1
0
0
0
0
1
0
15
1,264
25
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
30
1,715
26
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
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1
0
0
18
1,808
22
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
48
10,127
44
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
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1
0
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1
36
2,384
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
1
0
0
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0
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18
3,612
37
1
0
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1
0
0
0
0
0
0
0
0
0
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1
1
0
1
0
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1
6
1,872
36
1
1
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0
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1
0
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0
0
1
1
0
0
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0
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1
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30
5,234
28
0
1
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0
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0
0
0
0
1
0
0
0
0
1
1
0
0
0
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0
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1
12
1,318
54
1
1
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0
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0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
0
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15
2,631
28
0
1
0
0
0
0
0
0
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0
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1
0
0
0
0
1
0
0
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1
15
802
37
0
0
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0
0
0
0
0
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1
1
0
0
1
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0
0
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0
0
0
6
3,384
44
0
0
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1
0
0
0
0
0
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1
0
0
0
0
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1
0
0
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1
9
654
28
0