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
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573756
573117
561984
573756
573756
573756
573756
7.457
-1813396.912
3.271
1.756
1.022
40.250
1.230
1.574
17298.437
15550.418
2006.864
6.524
57.312
1.763
76.000
24.756
56.266
75.824
24.198
1.134
51.184
3.241
114.895
2003.718
0.185
0.176
0.021
0.022
1.756
1.022
1.756
76.001
24.755
1.022
75.824
24.198
114.633
119182.675
160266.140
1.574
2.911
106.851
159.868
86.042
9947.244
45900.966
441674.938
118512.075
322080.013
1.756
1.756
1.022
1.022
4.879
5204019.579
2.101
0.461
0.146
10.056
0.421
0.494
2009.977
2145.451
5.510
3.422
28.373
0.425
41.316
41.333
25.923
41.632
41.642
0.341
26.228
2.020
586.721
0.450
0.068
0.000
0.006
0.000
0.167
0.007
0.451
41.315
41.333
0.150
41.632
41.642
586.155
72601.041
95926.892
0.494
1.080
83.734
66.035
53.260
5261.879
26679.588
212686.511
169494.678
221889.872
0.461
0.461
0.146
0.146
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
0.176
0.005
0.022
1.276
1.005
0.038
0.038
0.038
0.994
0.994
0.994
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
47173.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
183501.000
10.000
4.000
2.000
99.000
2.000
2.000
20717.000
20129.000
2016.000
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
0.263
0.176
0.038
0.022
2.030
1.040
5.947
99.000
99.000
3.094
99.000
99.000
4655.000
252443.000
336401.000
2.000
4.000
260.000
272.000
233.000
20395.000
91895.000
789968.000
790476.000
790003.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1603



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
1143983
1144067
1144083
1143985
1143985
1143985
1144083
7.372
-1854122.703
3.397
1.601
1.038
35.966
1.251
5.022
5103967.439
2.318
0.652
0.252
15.138
0.434
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
183730.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1603



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 166403 14.55 0.00 6.00 0.61
2 39122 3.42 0.00 6.00 0.73
3 81449 7.12 0.00 6.00 0.71
4 43208 3.78 0.00 6.00 0.78
5 43617 3.81 0.00 9.00 0.57
6 213510 18.67 0.00 6.00 0.54
7 210716 18.42 0.00 6.00 0.68
8 897 0.08 0.00 3.00 0.77
9 12784 1.12 0.00 4.00 0.63
10 41173 3.60 0.00 6.00 0.65
11 37208 3.25 0.00 6.00 0.60
12 56370 4.93 0.00 6.00 0.59
13 827 0.07 0.00 3.00 0.64
14 85331 7.46 0.00 8.00 0.63
15 752 0.07 0.00 4.00 0.77
16 65017 5.68 0.00 6.00 0.67
17 1426 0.12 0.00 3.00 0.67
18 2655 0.23 0.00 6.00 0.72
19 183 0.02 0.00 3.00 0.58
20 31428 2.75 0.00 4.00 0.70
22 9797 0.86 0.00 6.00 0.63

cattle - sim - ce - 1603



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 92871 16.19 1.00 4.00 0.43
3 38886 6.78 1.00 4.00 0.50
5 12477 2.17 1.00 4.00 0.38
6 139423 24.30 1.00 4.00 0.40
7 129290 22.53 1.00 4.00 0.47
10 22361 3.90 1.00 4.00 0.44
11 13659 2.38 1.00 4.00 0.46
12 28366 4.94 1.00 4.00 0.46
14 38074 6.64 1.00 4.00 0.51
16 38256 6.67 1.00 4.00 0.49
18 3417 0.60 1.00 3.00 0.46
20 11395 1.99 1.00 4.00 0.47
22 5281 0.92 1.00 4.00 0.33

cattle - sim - ce - 1603



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4039 19.80
4 1143 5.60
5-10 4486 22.00
11-20 3697 18.13
21-30 2003 9.82
31-40 1280 6.28
41-50 919 4.51
51-100 1865 9.14
101-150 568 2.78
151-200 188 0.92
201-250 97 0.48
> 250 110 0.54
Sum 20395 100.00

cattle - sim - ce - 1603



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 36,483 1.00 99.00 36,483 1.00 99.00 36,483 1.00 99.00 36,483 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 37,528 1.00 99.00 37,528 1.00 99.00 37,528 1.00 99.00 37,528 1.00 99.00
2014 37,271 1.00 99.00 37,271 1.00 99.00 37,271 1.00 99.00 37,271 1.00 99.00
2015 35,055 1.00 99.00 35,055 1.00 99.00 35,055 1.00 99.00 35,055 1.00 99.00
2016 21,950 1.00 99.00 21,950 1.00 99.00 21,950 1.00 99.00 21,950 1.00 99.00
Sum 573,756 1.00 99.00 573,756 1.00 99.00 573,756 1.00 99.00 573,756 1.00 99.00

cattle - sim - ce - 1603