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
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
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1
9
1,919
35
1
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1
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1
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1
36
8,335
47
0
0
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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
18
1,808
22
0
0
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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
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0
15
3,812
23
1
1
0
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0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
30
4,280
26
0
1
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1
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0
0
0
0
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0
1
0
0
0
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0
1
0
1
0
0
42
5,954
41
1
0
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1
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0
0
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1
0
0
0
1
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0
0
1
36
10,875
45
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
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0
0
0
0
1
36
7,980
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0
1
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0
0
0
0
0
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0
0
0
0
1
0
1
0
0
1
0
0
0
1
0
0
0
18
4,297
40
0
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
1
0
12
1,297
23
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
1
0
0
0
24
3,021
24
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
0
42
6,289
33
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
1
0
0
36
8,065
25
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
1
0
0
1
0
0
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
0
0
1
0
1
0
0
0
1
0
0
10
2,132
27
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
12
1,893
29
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
0
1
24
1,216
38
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
1
60
6,288
42
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
1
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0
0
1
0
0
15
392
23
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
1
0
0
0
0
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0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
0
1
0
0
18
1,042
33
0
0
0
1
0
0
0
0
0
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1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
21
3,763
24
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
0
0
1
54
15,945
58
0
1
0
0
0
0
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0
0
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0
0
0
0
1
0
1
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1
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0
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1
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0
18
4,297
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0
0
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1
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0
0
0
0
0
0
0
1
1
1
0
0
1
0
0
0
1
0
0
0
18
3,780
35
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
12
2,012
61
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
18
4,439
33
1
0
1
0
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0
0
0
0
0
0
0
0
1
1
1
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0
1
0
0
0
0
1
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0
12
1,424
55
1
1
0
0
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0
0
0
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1
1
1
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0
0
1
0
0
0
1
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0
48
9,960
26
0
1
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0
0
0
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1
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1
1
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0
1
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1
15
6,850
34
0
1
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1
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21
1,188
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24
1,193
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4,151
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3,414
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24
1,533
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1
21
3,160
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1
1
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1
1
1
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1
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1
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30
3,832
22
1
1
0
0
0
1
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0
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0
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0
0
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1
0
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1
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1
30
2,503
41
1
1
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1
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0
0
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1
0
0
0
1
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1
24
1,216
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0
0
0
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1
1
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0
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0
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0
1
1
0
0
0
1
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1
0
18
2,169
28
0
0
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1
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1
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0
0
0
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1
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1
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1
11
3,905
36
1
1
0
0
0
1
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0
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0
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1
1
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1
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18
2,622
34
1
1
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1
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0
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1
1
0
0
0
1
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1
6
1,068
28
1
0
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1
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10,722
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1
1
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4,280
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2,375
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1
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11,328
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1
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3,832
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1
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5,003
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1
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6
700
36
1
1
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1
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42
9,283
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1
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1
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1
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9
1,224
30
1
1
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1
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1
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24
3,512
38
1
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1
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1
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1
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18
1,049
21
1
1
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16
1,175
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1
1
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1
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9
1,082
27
1
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24
2,325
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1
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12
1,282
20
0
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1
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48
10,297
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12
6,199
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1
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1,216
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6
1,198
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24
2,197
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21
1,647
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6
518
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1
1
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1
36
1,953
61
0
1
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0
1
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0
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1
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18
1,913
36
1
0
1
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0
1
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0
0
0
0
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0
1
1
0
0
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1
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12
609
26
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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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9
918
30
0
1
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1
1
1
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18
4,297
40
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1
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1
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0
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1
10
2,315
52
1
0
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1
1
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0
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1
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0
1
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1
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1
36
7,980
27
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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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0
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1
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15
5,045
59
1
0
0
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1
1
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0
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1
1
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1
30
4,272
26
1
1
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0
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0
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1
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1
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30
1,715
26
1
1
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1
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1
60
6,288
42
0
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1
1
1
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1
12
1,574
50
1
1
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1
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1
1
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18
1,913
36
1
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30
1,867
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12
701
40
1
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12
727
33
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1
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1
18
4,380
35
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
48
6,416
59
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
48
4,605
24
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
0
1
0
0
12
1,858
22
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
1
0
24
1,474
33
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
36
5,742
31
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
1
36
2,273
32
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
18
7,511
51
0
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
0
0
12
1,893
29
1
0
0
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
1
0
1
0
0
0
0
1
0
30
6,187
24
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
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1
18
7,511
51
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
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1
0
6
660
23
1
0
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1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
18
1,808
22
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
0
1
24
3,105
25
1
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
30
1,908
66
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
30
11,998
34
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
0
0
9
1,206
25
1
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
1
24
4,712
37
1
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
36
7,980
27
0