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
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561639
561000
549856
561639
561639
561639
561639
7.458
-1853481.848
3.266
1.757
1.022
40.280
1.213
1.576
17227.257
15481.949
2006.669
6.527
57.223
1.763
75.915
24.842
56.181
75.738
24.284
1.135
51.113
3.236
116.873
2003.712
0.184
0.175
0.022
0.023
1.757
1.022
1.757
75.916
24.842
1.022
75.738
24.284
116.607
116987.912
157192.332
1.576
2.914
106.846
157.529
85.879
9883.175
45227.566
434060.546
116981.019
314478.686
1.757
1.757
1.022
1.022
4.883
5252355.977
2.100
0.461
0.147
10.065
0.410
0.494
1970.906
2112.144
5.403
3.447
28.357
0.426
41.368
41.385
25.914
41.685
41.695
0.342
26.203
2.019
592.805
0.453
0.069
0.000
0.007
0.000
0.169
0.007
0.451
41.367
41.385
0.152
41.685
41.695
592.234
71449.759
94201.188
0.494
1.080
83.811
64.751
53.312
5237.270
26313.450
208874.109
165828.502
216868.468
0.461
0.461
0.147
0.147
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
0.175
0.005
0.023
1.276
1.005
0.044
0.044
0.044
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
47037.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
182586.000
10.000
4.000
2.000
99.000
2.000
2.000
20611.000
20056.000
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
0.175
0.038
0.023
2.030
1.040
5.935
99.000
99.000
3.085
99.000
99.000
4655.000
248964.000
330948.000
2.000
4.000
260.000
269.000
233.000
20280.000
90529.000
775627.000
776123.000
775659.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1601



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
1128386
1128470
1128486
1128389
1128389
1128389
1128486
7.376
-1880541.241
3.392
1.608
1.039
36.094
1.241
5.025
5134130.389
2.317
0.646
0.254
15.031
0.428
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
183200.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1601



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 164528 14.58 0.00 6.00 0.61
2 38460 3.41 0.00 6.00 0.72
3 79820 7.07 0.00 6.00 0.70
4 42392 3.76 0.00 6.00 0.77
5 43188 3.83 0.00 9.00 0.56
6 210611 18.67 0.00 6.00 0.54
7 207799 18.42 0.00 6.00 0.67
8 886 0.08 0.00 3.00 0.76
9 12355 1.10 0.00 4.00 0.62
10 40624 3.60 0.00 6.00 0.65
11 36711 3.25 0.00 6.00 0.59
12 55771 4.94 0.00 6.00 0.59
13 803 0.07 0.00 3.00 0.63
14 84439 7.48 0.00 8.00 0.63
15 721 0.06 0.00 4.00 0.76
16 64285 5.70 0.00 6.00 0.67
17 1409 0.12 0.00 3.00 0.66
18 2548 0.23 0.00 6.00 0.72
19 181 0.02 0.00 3.00 0.56
20 31075 2.75 0.00 4.00 0.69
22 9671 0.86 0.00 6.00 0.61

cattle - sim - ce - 1601



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 91258 16.25 1.00 4.00 0.43
3 37988 6.76 1.00 4.00 0.50
5 12097 2.15 1.00 4.00 0.39
6 135965 24.21 1.00 4.00 0.40
7 126672 22.55 1.00 4.00 0.47
10 21900 3.90 1.00 4.00 0.44
11 13209 2.35 1.00 4.00 0.45
12 27886 4.97 1.00 4.00 0.45
14 37366 6.65 1.00 4.00 0.51
16 37779 6.73 1.00 4.00 0.49
18 3240 0.58 1.00 3.00 0.46
20 11098 1.98 1.00 4.00 0.47
22 5181 0.92 1.00 4.00 0.34

cattle - sim - ce - 1601



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4039 19.92
4 1146 5.65
5-10 4494 22.16
11-20 3694 18.21
21-30 1966 9.69
31-40 1283 6.33
41-50 921 4.54
51-100 1801 8.88
101-150 558 2.75
151-200 195 0.96
201-250 76 0.37
> 250 107 0.53
Sum 20280 100.00

cattle - sim - ce - 1601



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 10,664 1.00 99.00 10,664 1.00 99.00 10,664 1.00 99.00 10,664 1.00 99.00
1997 15,001 1.00 99.00 15,001 1.00 99.00 15,001 1.00 99.00 15,001 1.00 99.00
1998 18,603 1.00 99.00 18,603 1.00 99.00 18,603 1.00 99.00 18,603 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 19,027 1.00 99.00 19,027 1.00 99.00 19,027 1.00 99.00 19,027 1.00 99.00
2001 22,274 1.00 99.00 22,274 1.00 99.00 22,274 1.00 99.00 22,274 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 37,997 1.00 99.00 37,997 1.00 99.00 37,997 1.00 99.00 37,997 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 39,136 1.00 99.00 39,136 1.00 99.00 39,136 1.00 99.00 39,136 1.00 99.00
2010 36,479 1.00 99.00 36,479 1.00 99.00 36,479 1.00 99.00 36,479 1.00 99.00
2011 16,856 1.00 99.00 16,856 1.00 99.00 16,856 1.00 99.00 16,856 1.00 99.00
2012 1,488 1.00 99.00 1,488 1.00 99.00 1,488 1.00 99.00 1,488 1.00 99.00
2013 37,509 1.00 99.00 37,509 1.00 99.00 37,509 1.00 99.00 37,509 1.00 99.00
2014 37,093 1.00 99.00 37,093 1.00 99.00 37,093 1.00 99.00 37,093 1.00 99.00
2015 35,049 1.00 99.00 35,049 1.00 99.00 35,049 1.00 99.00 35,049 1.00 99.00
2016 10,094 1.00 99.00 10,094 1.00 99.00 10,094 1.00 99.00 10,094 1.00 99.00
Sum 561,639 1.00 99.00 561,639 1.00 99.00 561,639 1.00 99.00 561,639 1.00 99.00

cattle - sim - ce - 1601