Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika podataka za izračun UV

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
sex
birth_dt
birth_dt_dam
ycalv
mcalv
age_c
parity2
calvdiff1
calvdiff2
age_c2
stillb1
stillb2
sex1
age_x
parity_c
n_hycalv
ycalv2
varObsCE
varExpCE
varObsSB
varExpSB
meanObsCE
meanObsSB
calvdiffs
calvdiff1s
calvdiff2s
stillbs
stillb1s
stillb2s
n_hycalv1
perma
perm2a
sexa
sexpa
sexpaga
calvsa
regya
herda
herdya
idanima
idsirea
iddama
y3103
y3104
y3105
y3106
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
587024
586383
575256
587024
587024
587024
587024
7.455
-1771175.242
3.277
1.755
1.021
40.217
1.247
1.572
17376.623
15625.451
2007.074
6.562
57.416
1.764
76.091
24.664
56.363
75.915
24.106
1.133
51.269
3.247
113.001
2003.724
0.186
0.177
0.021
0.022
1.755
1.021
1.755
76.091
24.664
1.021
75.915
24.106
112.746
121549.039
163584.139
1.572
2.909
106.876
162.436
90.157
10020.669
46626.612
449957.572
120185.250
330321.784
1.755
1.755
1.021
1.021
4.874
5152366.798
2.102
0.462
0.144
10.037
0.431
0.495
2052.608
2181.842
5.621
3.444
28.397
0.424
41.260
41.277
25.940
41.576
41.585
0.340
26.264
2.021
580.317
0.447
0.068
0.000
0.006
0.000
0.166
0.007
0.452
41.259
41.277
0.147
41.576
41.585
579.757
73836.468
97767.192
0.495
1.079
83.656
67.434
56.111
5290.432
27071.227
216791.945
173418.851
227254.217
0.462
0.462
0.144
0.144
1.000
-99100229.00
1.000
1.000
1.000
0.000
1.000
1.000
12452.000
7716.000
1995.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
0.000
1.000
3.000
2003.000
0.045
0.177
0.005
0.022
1.278
1.005
0.032
0.032
0.032
0.995
0.995
0.995
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
47375.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
185923.000
10.000
4.000
2.000
99.000
2.000
2.000
20885.000
20289.000
2017.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4657.000
2004.000
0.262
0.177
0.038
0.022
2.030
1.040
5.960
99.000
99.000
3.089
99.000
99.000
4655.000
256277.000
342288.000
2.000
4.000
260.000
278.000
246.000
20523.000
93333.000
805505.000
806024.000
805542.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1701



Analiza pročišćenih podataka - utjecaji u modelu
Opisna statistika nepročišćenih ulaznih podataka

Variable N Mean Std Dev Minimum Maximum
region
herd
parity
calvdiff
stillb
weight
source
1173376
1173460
1173476
1173373
1173373
1173373
1173476
7.360
-1806234.435
3.406
1.589
1.037
35.758
1.270
5.016
5048496.593
2.321
0.662
0.249
15.300
0.444
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
186104.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1701



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 170102 14.50 0.00 6.00 0.62
2 40725 3.47 0.00 6.00 0.74
3 84076 7.17 0.00 6.00 0.71
4 44429 3.79 0.00 6.00 0.79
5 44483 3.79 0.00 9.00 0.58
6 219457 18.70 0.00 6.00 0.55
7 216683 18.47 0.00 6.00 0.69
8 916 0.08 0.00 3.00 0.78
9 13285 1.13 0.00 4.00 0.62
10 42330 3.61 0.00 6.00 0.67
11 38259 3.26 0.00 6.00 0.60
12 57270 4.88 0.00 6.00 0.60
13 886 0.08 0.00 3.00 0.65
14 86681 7.39 0.00 8.00 0.64
15 781 0.07 0.00 4.00 0.77
16 66165 5.64 0.00 6.00 0.68
17 1460 0.12 0.00 3.00 0.69
18 2855 0.24 0.00 6.00 0.74
19 185 0.02 0.00 3.00 0.58
20 32190 2.74 0.00 4.00 0.71
22 10043 0.86 0.00 6.00 0.65

cattle - sim - ce - 1701



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 94668 16.13 1.00 4.00 0.43
3 39865 6.79 1.00 4.00 0.50
5 12867 2.19 1.00 4.00 0.38
6 143294 24.41 1.00 4.00 0.40
7 131939 22.48 1.00 4.00 0.47
10 22966 3.91 1.00 4.00 0.44
11 14284 2.43 1.00 4.00 0.47
12 28837 4.91 1.00 4.00 0.46
14 38775 6.61 1.00 4.00 0.51
16 38872 6.62 1.00 4.00 0.49
18 3594 0.61 1.00 3.00 0.46
20 11703 1.99 1.00 4.00 0.48
22 5360 0.91 1.00 4.00 0.33

cattle - sim - ce - 1701



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4036 19.67
4 1150 5.60
5-10 4480 21.83
11-20 3708 18.07
21-30 2032 9.90
31-40 1284 6.26
41-50 932 4.54
51-100 1884 9.18
101-150 585 2.85
151-200 213 1.04
201-250 104 0.51
> 250 115 0.56
Sum 20523 100.00

cattle - sim - ce - 1701



The SGPlot Procedure



Herd effect
Descriptive statistics by year of testing for milk traits

Year of test calvdiff1 calvdiff2 stillb1 stillb2
N Min Max N Min Max N Min Max N Min Max
1995 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00
1996 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00
1997 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00
1998 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00
1999 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00
2000 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00
2001 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00
2002 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00
2003 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00
2004 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00
2005 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00
2006 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00
2007 40,561 1.00 99.00 40,561 1.00 99.00 40,561 1.00 99.00 40,561 1.00 99.00
2008 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00
2009 39,139 1.00 99.00 39,139 1.00 99.00 39,139 1.00 99.00 39,139 1.00 99.00
2010 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00
2011 16,859 1.00 99.00 16,859 1.00 99.00 16,859 1.00 99.00 16,859 1.00 99.00
2012 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00
2013 37,529 1.00 99.00 37,529 1.00 99.00 37,529 1.00 99.00 37,529 1.00 99.00
2014 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00
2015 35,061 1.00 99.00 35,061 1.00 99.00 35,061 1.00 99.00 35,061 1.00 99.00
2016 32,665 1.00 99.00 32,665 1.00 99.00 32,665 1.00 99.00 32,665 1.00 99.00
2017 2,537 1.00 99.00 2,537 1.00 99.00 2,537 1.00 99.00 2,537 1.00 99.00
Sum 587,024 1.00 99.00 587,024 1.00 99.00 587,024 1.00 99.00 587,024 1.00 99.00

cattle - sim - ce - 1701