########################################################################
# Tobit models using 0's trick
#
# Mroz, T. A. 1987.
# "The
sensitivity of an empirical model of married women's hours to
#
work economic and statistical assumptions," Econometrica 55:
765–799.
#
# dependent variable: working hours (censored at 0)
# independent variables:
#
child, age, edu, hinc
#
########################################################################
model
{
for(i
in 1:n)
{
ind[i] <- 1 -
equals(hour[i], 0) # 0 if hour=0, 1 if hour >0
z[i] <- 0
z[i] ~
dpois(psi[i])
l.lik[i] <-
(1-ind[i])*log( phi( -mu[i]/sigma ) )
+ind[i] *( -lsigma -0.5*pow( (hour[i]-mu[i])/sigma, 2) )
psi[i] <-
-l.lik[i] + 10000
mu[i] <-
b[1]+b[2]*(child[i]-mean(child[]))/sd(child[])
+b[3]*(age[i]-mean(age[]))/sd(age[])
+b[4]*(edu[i]-mean(edu[]))/sd(edu[])
+b[5]*(hinc[i]-mean(hinc[]))/sd(hinc[])
}
b[1] ~ dnorm( 0, 1.0E-6)
b[2] ~ dnorm( 0, 1.0E-6)
b[3] ~ dnorm( 0, 1.0E-6)
b[4] ~ dnorm( 0, 1.0E-6)
b[5] ~ dnorm( 0, 1.0E-6)
lsigma ~ dnorm( 0, 1.0E-6)
sigma <- exp( lsigma )
b.cons <-
b[1]-b[2]*mean(child[])/sd(child[])-b[3]*mean(age[])/sd(age[])
-b[4]*mean(edu[])/sd(edu[])-b[5]*mean(hinc[])/sd(hinc[])
b.child
<- b[2]/sd(child[])
b.age <- b[3]/sd(age[])
b.edu <- b[4]/sd(edu[])
b.hinc <- b[5]/sd(hinc[])
}
# Initial values
list( b = c(0, 0, 0, 0, 0), lsigma = 0)
# Data 1 uncensored 428. censored 325.
list(n = 753)
# Data 2
hour[] child[]
age[] edu[] hinc[]
1610 1 32 12 4.0288
1656 0 30 12 8.4416
1980 1 35 12 3.5807
456
0
34
12 3.5417
1568 1 31 14 10
2032 0 54 12 6.7106
1440 0 37 16 3.4277
1020 0 54 12 2.5485
1458 0 48 12 4.2206
1600 0 39 12 5.7143
1969 0 33 12 9.7959
1960 0 42 11 8
240
1
30
12 5.3004
997
0
43
12 4.3413
1848 0 43 10 10.87
1224 0 35 11 9.1499
1400 0 43 12 6.1224
640
0
39
12 6.1498
2000 0 45 12 6.917
1324 0 35 12 4.7103
2215 0 42 16 3.131
1680 0 30 12 4
1600 0 48 13 7.2227
800
0
45
12 7.9652
1955 1 31 12 4.0884
660
0
43
17 14.181
525
0
59
12 6.5359
1904 0 32 12 8.5
1516 1 31 17 6.2762
346
0
42
12 5.2083
1040 0 50 11 2.7821
732
0
59
16 4.9107
1880 0 36 13 5.8669
1680 0 51 12 7.52
2081 0 45 16 7.5449
690
0
42
11 5.538
4210 0 46 12 6.9231
2205 0 46 10 5
1952 0 51 14 7.3064
1302 0 30 17 11.218
112
1
30
12 3.8462
893
0
57
12 5.8366
583
1
31
16 13.725
480
0
48
12 6.3493
1900 0 30 12 5.2528
576
0
34
12 1.3075
2056 0 48 16 2.7998
1984 0 45 12 2.6961
2640 0 51 12 7.5688
240
0
30
12 3.4077
1173 0 46 12 6.5401
3640 0 58 12 7.2139
340 0 37 12 6.2732
500
0
52
8 5.8824
1599 0 52 10 3.8095
1830 0 31 16 6.3776
1920 0 55 14 6.0453
2052 0 34 17 8.8119
2312 0 55 14 8.8765
196
0
39
12 3.342
2500 0 40 14 3.1836
1980 0 43 12 6.9149
1840 0 48 8 5.5147
320
0
47
12 5.2808
419
0
41
12
3.2
1880 0 36 8 5.8791
72
0
46
17 6.25
120
0
34
12 7.4879
1885 0 41 12 6.9767
240
0
51
12
8
1729 0 33 12 4.1319
1850 0 52 12 14.476
2033 0 58 9 5.7343
608
2
34
10 3.3742
1153 0 31 12 1.8333
2208 0 48 12 5.6025
252
0
32
12 4.2975
337 0 49 17 3.9161
90
2
32
15 4.8787
1174 0 58 12 9.2402
372
0
50
6 6.6519
30
0
60
14 4.6217
1800 0 50 12 9.9741
282
0 56 14 20.918
720
0
51
9 1.94
1440 0 54 17 8.8351
2100 0 59 13 4.6667
1000 0 46 9 5.1894
952
0
46
15 18.724
1413 1 39 12 10.417
2100 0 44 12 8.8458
120
2
33
12 7.569
3000 1 33 12 4.4507
1000 0 48 12 9.3204
336
0
31
12 9.1687
1216 0 45 12 6.4834
988
0
45
12 7.8125
2581 0 32 13 11.404
2030 0 47 12 5.087
413
0
34
13 6.9758
782
0
37
12 5.2863
1388 0 36 12 11.562
1450 1 47 12 8.6061
1720 0 48 16 12.805
800
0
42
12 6.6946
360
0
33
13 8.3333
2000 0 46 11 4.1667
1176 0 47 12 5.4759
2058 0 44 12 5.144
900
0
36
12 11.667
215
2
31
17 7.2917
2000 0 55 14 4.8611
757
0
45
16 12.164
1264 0 47 17 10.823
2064 0 46 12 12.478
1280 0 49 11 6.162
1715 0 49 12 7.1846
2000 0 45 12 7.093
12
1
38
17 17.826
1528 0 47 10 6.393
561
0
54
13 11.719
2058 0 41 11 4.7883
1823 0 43 12 4.2328
1680 1 31 16 7.1066
1440 0 47 17 8.3333
4950 0 35 12 6.9888
1176 0 45 16 9.5913
1100 1 33 12 6.0204
1516 0 54 16 2.9686
900
0
35
8
7
1080 1 31 12 7.1627
480
0
55
12 4.7364
288
0
34
12 8.781
1875 0 38 13 9.8315
630
0
45
11 6.6496
234
0
47
12 9.8485
1600 0 39 12 9.8039
960
1
36
14 8.2604
120
1
33
12 9.0676
2025 0 50 12 8.5082
1809 0 58 12 7.1565
3087 0 49 17 7.0423
910
0
41
14 6.5934
1840 0 51 12 4.3457
784
0
53
9 7.2362
400
1
36 12 1.74
1000 0 46 12 6.8966
1904 0 36 12 5.0455
1771 0 53 14 17.25
1486 0 40 16 8.3333
740
0
42
17 9.375
1820 1 33 15 8.279
1275 0 43 12 4.5
450
1
31
16 4.1995
1221 0 47 17 16.064
1550 0 54 17 11.277
180
1
33
12 0.5494
2090 0 43 16 9.548
1960 0 46 13 5.3333
1440 0 35 12 5.4545
794
0
37
11 5.9026
993
0
37
16 9.8576
160
0
34
14 11.685
105
1
43
16 6.2278
1200 0 46 12 9.1748
450
0
35
9 6.2972
996
0
46
17 10.471
1052 0 46 14 14.583
1128 0 43 12 6.2143
1840 0 30 12 6.6288
1910 0 41 11 3.8246
980
0
54
12 7.8125
2317 0 31 12 3.4806
1089 0 44 10 5.55
800
0
32
12 11.594
1230 0 47 5 9.5238
1158 0 46 17 7.2805
2272 0 37 11 3
528
0
51
12 10.4
1000 0 49 12 10.05
520
0
36
14 8.7866
760
0
39
11 10.14
1920 0 48 12 5
1220 0 38 14 11.888
200
0
40
12 13.333
2480 1 39 10 8.6806
2750 0 37 16 7.2917
2014 0 49 13 3.5242
1355 0 33 12 6.1818
80 0 30 12 2.9755
1670 0 54 12 4.5769
520
0
39
11 3.1056
288
0
43
12 5.8228
2014 0 31 9 7.5
800
0
33
13 8.3333
1984 0 40 12 9.2347
1823 0 36 12 5.5
1500 0 51 12 6
2261 0 44 13 6.6667
1728 0 42 16 13.061
1960 0 40 12 12.794
1578 1 34 16 12
1316 0 30 17 6.73
1530 0 54 12 6.679
2220 0 51 12 4.3945
1336 0 44 9 4.6875
1008 0 43 12 7.6989
1944 0 34 12 4.3287
2000 0 45 13 6.7416
258
0
39
12 9.3525
1785 0 50 12 9.1429
480
0
52
12 2.6418
772
0
41
12 7.365
900
0
59
10 1.4066
1428 0 52 12 1.5192
210
0
46
16 3.3439
239
1
41
12 2.9106
1878 0 33 11 4.3834
215
0
45
12 4.2098
2340 1 36 10 3.7129
1960 0 48 12 10.606
532
0
47
12 8.6382
394
0
45
12 3.8367
675
0
37
12 7.1671
1515 0 46 16 8.8634
1030 0 43 17 7.7369
1250 0 42 12 9.1702
1158 1 34 17 11.29
112
0
52
12 6.3269
336
0
37
12 4.7468
1984 0 37 12 4.8885
716
0
52
8 2.4842
1410 1 30 12 8.547
1300 0 31 13 6.6379
1640 0 38 12 3.1863
1202 0 43 12 4.5466
489
0
49
8 12.789
2076 0 55 12 6.528
526
0
38
17 16.403
1721 0 52 17 7
1327 0 48 12 13.542
584
0
32
13 6.713
1376 0 32 12 5.4487
1040 0 38 12 6.6872
548
0
46
12 9.0943
15 0 40 12 6.5337
1980 0 31 9 4.686
1520 0 43 10 8
1880 0 51 12 4.053
1260 1 30 16 8.1633
1092 0 52 13 16.5
1587 1 30 8 3.4615
156
0
51
16 11.361
1939 0 31 13 3.8911
1250 0 34 12 9.6059
610
0
49
11 2.6687
270
1
35
13 8.8865
660
1
53 12 6.3636
1000 0 32 12 17.728
1920 0 38 10 5.2923
200
0
54
12 15.686
1500 0 47 17 5.2423
868
0
45
15 3.0395
2318 0 47 16 16.745
2000 0 59 10 3.75
60
0
32
11 5.814
1715 0 45 12 10.833
550
0
40
12 9.0029
1960 0 47 14 6.54
44
1
36
16 5.9783
1920 0 56 14 8.6248
2540 0 41 8 4.8329
156
0
48
7 10.909
780
1
36
12 3.8864
3120 0 41 12 8.4574
2040 0 41 14 5
1610 0 36 12 7.4212
215
0
37
12 4.4938
1120 0 38 12 7.0252
846
0
43
14 3.2788
3225 0 54 16 1.2861
1376 0 38 12 5.5556
980
1 30 12 7.4951
1838 0 49 12 22.109
1494 0 45 13 9.058
450
0
51
13 11.538
1976 0 34 10 6.0468
2012 0 34 12 1.3653
561
0
41
12 16.55
1715 0 49 12 8.7719
1912 0 32 12 9.6354
3686 0 32 14 6.6788
1080 0 32 17 7.5727
1799 0 47 10 7.8125
1984 0 39 9 1.9835
1839 0 49 12 9.5238
1579 0 37 12 6.425
96
0
59
16 10.984
1920 0 50 12 12.766
1688 0 32 17 9.5545
1589 0 46 12 5.4967
345 0 43 17 9.7618
1521 0 37 11 5
1490 0 32 16 5.9995
989
0
39
11 6.9149
600
0
34
13 4.9669
2646 0 39 11 2.3896
2149 0 45 8 4.5122
320
0
50
11 9.2308
1600 0 40 12 11.458
2419 0 30 10 7.6993
2005 0 57 17 4.183
1960 0 39 12 8.3333
2147 0 53 12 5.1042
1207 0 48 17 8.2271
2000 0 46 14 5.6634
1260 0 47 12 5.222
90
0
43
12 7.19
1800 0 47 12 13.907
573
0
47
12 6.0163
1825 0 47 12 7.6782
75
0
46
12 5.3112
1348 0 34 9 4.1228
1880 0 48 10 7.8125
1240 0 30 12 4.6053
848
0
51
12 3.9746
150
0
52
12 15.063
2000 0 37 12 4.5064
1952 0 32 12 5.8824
1456 0 36 17 10.228
1740 0 35 12 6.5789
1400 0 45 17 8.8145
2000 0 56 12 2.9528
1750 0 40 10 4.5173
1101 1 45 12 5.1282
2000 0 32 12 4.1451
1877 0 45 12 8.7912
160
0
40
12 7.3061
1886 0 38 12 6.0069
1446 0 49 12 8.3333
1500 0 47 16 11.529
860
0
52
13 6.6667
1848 0 34 13 8.6806
1678 0 44 12 3.468
160
0
36
16 3.0321
108
0
50
17 13.807
1738 0 45 12 6.2174
1170 0 44 14 4.2308
15
0
57
12 11.47
2088 0 35 17 12.245
2490 0 46 12 9.2105
135
2
30
14 6.3309
1944 0 42 12 7.8039
690
0
34
12 7.6754
608
0
45
17 15.582
63
1
35
16 9.6436
154
0
40
16 12.886
420 0 32 12 6.5511
651
0
54
9 8.25
675
0
38
12 1.3792
1663 0 43 12 5.2632
1680 0 54 16 10.526
180
0
39
14
10
1581 0 37 12 12.548
1200 0 46 12 4.6207
450
0
56
11 1.854
547
0
41
12 7.4266
300
0
45
16 13.298
975
0
44
17 26.578
1621 0 50 17 13.959
300
0
37
14 13.126
1868 0 44 12 7.8883
1803 0 32 14 8.656
2143 1 34 12 3.4109
1080 0 32 10 4.6256
1352 0 37 12 4.2105
537
0
44
13 4.2708
352
0
34
16 3.3424
200
1
33
12 8.6359
2045 0 43 7 6.7581
1253 0 35 16 0.5843
1960 0 43 14 5.335
2000 0 34 12 4.7101
1960 0 36 10 4.9797
2000 0 41 12 2.9762
1568 0 41 16 12.744
1225 0 35 10 3.8462
780
1
32
12 7.2233
480 0 30 14 8.8077
1923 0 43 12 5.3864
2000 0 54 6 3.6846
2110 0 35 15 1.8437
1664 0 50 12 1.3013
48
1
34
17 7.2222
1791 0 52 14 7.3529
1404 0 35 13 11.864
1920 0 55 6 5.3327
2141 0 35 16 5.5
1720 0 49 14 7.2308
3533 2 38 15 7
2000 0 42 14 7.2137
800
0
48
8 4.5
3000 0 51 14 8.8632
293
0
43
12 9.3333
1872 0 43 12 3.8263
2058 0 38 12 5.4448
1832 0 44 12 8.7634
120
1
36
12
8.4
1632 0 38 12 5.102
778
0
47
8 7.4101
1984 0 34 12 5.3527
225
1
40
17 19.562
1960 0 31 12 5.0783
444 0 46 12 0.5128
384
0
36
14 5.402
1170 1 39 13 7.8646
1330 0 36 17 6.0531
1350 0 37 8 5
480
0
39
12 7.6829
1984 1 36 11 6.0386
1944 0 49 12 5.851
50
1
45
12 6.7416
460
2
32
17 8.1081
680
0
36
10 5.3061
2450 0 40 12 7.2709
2144 0 43 13 8.1776
1760 0 33 12 7.1006
490
0
30
12 6.5844
0
0
49
12 7.8529
0
2
30
16 11.929
0
1
30
12
18
0
0
41
12 10.022
0
0
45
12 9.3333
0
0
43
12 6.085
0
0
42
13 5.7054
0
0
60
12 9.1185
0
0
57
12 7.2072
0
0
38
10 5.3146
0
0
56
12 8.2828
0
0
32
12 7.0578
0
0
49
7 6.1659
0
0
55
12
2.7
0
1
36
9 7.6628
0
0
44
12 1.8491
0 0 44 10 3.8462
0
1
35
14 9.0543
0
2
44
14 9.375
0
0
45
12 8.3333
0
1
34
12 9.3733
0
2
30
17 4.4818
0
0 39 8 5.3476
0
0
36
12 3.2027
0
0
38
17 12.801
0
0
53
12 6.9103
0
0
36
12 4.2293
0
1
32
12 4.4479
0
0
51
9 8.0523
0
0
38
11 7.5057
0
2
33
12 7.4747
0
0
54
12 6.3218
0
0
38
9 2.1354
0
2
30
11 4.2092
0
2
34
12 0.7595
0
0
34
9 4.8077
0
0
50
12 12.788
0
2
30
17 7.1429
0
0
38
12 15.152
0
0
54
14 7.9082
0
1
30
12 6.9728
0 0 55 12 4.9181
0
0
51
10 8.3112
0
0
44
12 7.1429
0
0
53
12 5.6889
0
0
42
10 7.0833
0
0
38
12 5.6922
0
1 38 13 11.4
0
1
41
12 1.4152
0
0
35
8 2.7507
0
1
33
12 6.6182
0
0
48
13 9.2725
0
0
47
12 12.287
0
0
34 12 2.8549
0
2
33
13 7.9709
0
3
31
13 19.444
0
0
58
8 1.4806
0
0
49
12 1.8918
0
0
55
8 6.9215
0
0
44
14 10.692
0
0
44
9 9.9474
0
0
36
16
19
0
0
38
12 7.4882
0
0
37
16 9.259
0
0
47
12 11.322
0
0
47
12 6.447
0
1
32
12 6.5778
0
1
43
12
6.1
0
1
42
11 4.2308
0
0
56
12 2.217
0
0
38
13 6.5189
0
0
52
12 6.4923
0 0 50 12 11.364
0
0
33
16 9.8765
0
0
44
16 7.6576
0
0
41
12 8.3017
0
0
45
12 14.114
0
0
53
14
16
0
0 53 14 11.291
0
0
42
12 2.3395
0
2
32
13 7.7994
0
0
56
12
6
0
1
37
11 6.6893
0
1
40
12 8.5366
0
0
54
15 13.83
0
0
53
7 1.48
0
0
48
12 8.5714
0
1
36
12 8.2299
0
0
57
12 8.3877
0
0
51
12 7.3651
0
0
33
13 3.4415
0
0
52
12 3.3537
0
0
56
10 2.9762
0
1
36
12 5.181
0
1
36
14 10.293
0
0
46
12 13.243
0
0
31
10 3.6458
0 0 52 11 10.407
0
0
46
12 8.2117
0
2
35
12 8.6735
0
0
59
12 8.3208
0
0
36
8 4.287
0
1
51
7 10.5
0
1 31 16 7.9787
0
0
31
14 11.814
0
1
32
12 6.1111
0
1
35
16 12.578
0
0
40
12 11.244
0
1
33
10 2.7408
0
0
54
7 4.4444
0
1
36
12 5.8267
0
0
50
10 2.3478
0
0
54
8 4.4755
0
0
48
11 8.4986
0
0
41
15 7.1825
0
0
50
12 10.87
0
0
46
12 7.1222
0
0
42
13 10.6592
0
1
31
9 3.2762
0
0
53
12 7.7521
0
0
51
12 11.945
0
0
47
12 4.6154
0
0
50
12 13.021
0
0
37
6 2.6667
0
2
30
12 8.8333
0
0
49
12 2.3669
0
0
52
12
5
0
0
47
12 7.4597
0 0 49 12 7.7519
0
0
44
12 5.4054
0
0
53
8 6.1239
0
1
30
12 8.3369
0
0
54
12 7.1277
0
1
47
7 6.1204
0
0 56 15 3.1111
0
0
49
12 12.161
0
0
48
6 5.3846
0
0
49
12 3.9838
0
0
56
12 7.4697
0
0
46
12 11.411
0
0
45
12 12.936
0
0
32
12 5.6122
0
1
43
12 6.8099
0
1
34
12 8.5066
0
1
30
12 5.508
0
2
38
17 7.2285
0
1
33
16 9.4545
0
0
52
12 8.9835
0
0
43
11 5.9846
0
1
33
12 3.9629
0
0
45
10 7.0575
0
2
36
10 7.1565
0
1
34
12 4.0145
0 0 37 14 3.8829
0
0
46
10 7.9787
0
0
47
12 5.0366
0
2
31
16 7.0769
0
0
57
5 3.6184
0
1
30
12 13.466
0
0 30 12 14.531
0
0
44
12
6.8
0
0
53
13 6.6667
0
0
51
8 5.9172
0
1
39
12 10.24
0
0
52
8 8.1566
0
0
46
8 6.6775
0
0
47
12 0.9615
0
0
52
8 16.907
0
0
45
12 13.57
0
0
60
11 8.9329
0
0
41
13 4.7372
0
0
39
8 8.5106
0
0
49
12 5.2511
0
1
32
15 21.786
0
1
33
12 7.9125
0
0
36
10 7.1083
0
3
37
13 5.0434
0
1
30
12 2.2442
0
1
44
11 8.5069
0
0
48
12 7.5758
0
0
40
11 5.8824
0
0
47
13 40.441
0
0
36
12 6.2339
0
0
40
11 9.2971
0 0 46 12 0.7038
0
0
52
12 2.5425
0
0
44
12 5.0833
0
0
45
10 7.6843
0
2
30
7 4.0625
0
1
40
12 6.5106
0
0 43 12 2.951
0
0
49
12 5.6738
0
1
46
12 12.766
0
0
52
11
6
0
1
31
12 9.2955
0
1
42
10 5.1324
0
0
33
11 9.0659
0
0
57
16 11.931
0
0
49
10 6.7164
0
0
45
14 4.5851
0
0
56
11 9.2567
0
1
41
12 8.5656
0
0
56
5 6.7407
0
0
48
10 9.8788
0
0
52
16 9.375
0
0
51
12 6.277
0
0
35
11 6.4241
0
0
45
12 8.3718
0
0
54
12 12.22
0 0 54 12 3.5612
0
1
31
12 8.867
0
0
53
6 1.8515
0
2
35
14 8.0769
0
1
36
12 8.9796
0
0
59
12 6.6618
0
0 54 16 11.107
0
1
37
12 14.077
0
0
44
12 0.4121
0
1
34
17 23.81
0
0
49
12 9.5745
0
0
49
12 1.9286
0
0
60
9 2.5783
0
0
51
12 7.2274
0
1
30
12
8.8
0
0
47
12 7.75
0
0
36
12 14.688
0
1
35
12 10.487
0
0
58
12 4.0253
0
1
41
14 11.765
0
0
51
10 9.5238
0
0
47
12 6.9079
0
1
45
9 5.151
0
0
60
14 20.496
0
1
30
16 13.555
0
0
55
11 14.796
0
1
32
12 1.6905
0
0
36
12 7.2296
0
0
55
12 4.1152
0
0
47
12 2.999
0
0
47
12 8.0492
0 0 37 11 8.577
0
0
50
12 9.3235
0
0
30
12 4.7059
0
0
48
17 9.1346
0
0
43
10 7.767
0
1
48
11 4.1269
0
1 41 14 10
0
0
50
12 4.0727
0
0
58
8 7.8529
0
0
38
13 7.8168
0
0
37
12 9.1667
0
0
50
16 29.644
0
0
42
8 4.0761
0
1
37
9 8.362
0
0
41
16 12.062
0
0
31
12 2.3251
0
0
51
12 10.01
0
1
36
12 5.2734
0
0
54
15 10.417
0
0
49
12
7.5
0
1
48
9 6.3521
0
0
42
9 3.8071
0
1
41
12 9.9099
0
0
55
16 2.6701
0
0
42
9 4.3956
0 0 32 15 7.971
0
0
43
12 15.429
0
1
33
12 1.9854
0
0
48
15 7.2562
0
0
43
12 7.0352
0
1
47
17 8.1347
0
0 54 12 11.981
0
0
51
12 5.9922
0
0
51
10 4.1458
0
1
43
13 8.5102
0
0
53
12 2.9631
0
1
34
11 8.8149
0
1
31
8 2.4955
0
0
56
12 4.8843
0
0
42
16 10.2
0
0
32
12
10
0
1
35
12 5.3571
0
1
30
12 9.7959
0
0
51
10 1.3741
0
0
47
12 3.463
0
0
54
12 5.0408
0
3
31
15 16.667
0
0
47
10 4.3294
0
0
47
14 10.193
0
0
40
12 7.5833
0
0
48
8 4.1204
0
0
34
8 4.8077
0
0
38
12 3.1531
0
1
32
12
19
0
0
48
16 6.0535
0
0
41
12 3.7875
0 0 49 5 2.9287
0
0
59
8 9.2972
0
0
58
13 9.3827
0
0
41
12 26.531
0
0
45
12 40.509
0
1
30
14 15.16
0
0 41 12 18.964
0
2
30
12 5.4152
0
0
53
12 1.9988
0
0
31
12
8
0
0
43
14 11.153
0
1
31
12 5.9524
0
0
51
12 2.1194
0
0
43
9 3.8384
0
1
31
14 17.361
0
0
48
11 8.0092
0
1
31
12
3
0
0
44
12 10.589
0
0
48
11 10.913
0
0
53
12 5.6033
0
0
42
10 7.9365
0
2
39
12 2.9476
0
1
32
10 2.0562
0
0
36
12 1.3013
0
0
40
13 9.2715
0 2 31 12 4.8638
0
0
43
12 1.0898
0
0
60
12 12.44
0
0
39
9 6.0897
END