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
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663691
663046
651961
663691
663691
663691
663691
7.435
-1559351.624
3.300
1.745
1.019
40.058
1.334
1.563
17832.693
16068.404
2008.325
6.532
57.846
1.766
76.294
24.450
56.768
76.122
23.897
1.131
51.588
3.269
102.605
2003.756
0.191
0.182
0.018
0.018
1.745
1.019
1.745
76.295
24.450
1.019
76.122
23.897
102.379
135834.546
183326.946
1.563
2.892
107.078
177.420
98.923
10427.266
51137.965
499604.435
130250.112
379674.902
1.745
1.745
1.019
1.019
4.855
4881021.006
2.111
0.465
0.136
9.934
0.472
0.496
2308.364
2411.852
6.325
3.426
28.562
0.423
41.136
41.152
26.076
41.447
41.455
0.337
26.487
2.030
546.791
0.430
0.066
0.000
0.006
0.000
0.160
0.007
0.456
41.135
41.152
0.134
41.448
41.455
546.261
80926.999
108381.185
0.496
1.080
83.445
75.838
61.631
5465.230
29576.269
240474.312
193779.182
257437.216
0.465
0.465
0.136
0.136
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
0.182
0.004
0.018
1.261
1.004
0.003
0.003
0.003
0.996
0.996
0.996
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
50847.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
206555.000
10.000
4.000
2.000
99.000
2.000
2.000
21844.000
21230.000
2019.000
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
0.182
0.038
0.018
2.030
1.040
6.018
99.000
99.000
3.118
99.000
99.000
4655.000
279554.000
377513.000
2.000
4.000
260.000
309.000
272.000
21215.000
102457.000
897057.000
897654.000
897111.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1902



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
1331718
1331803
1331819
1331700
1331700
1331700
1331819
7.307
-1583601.155
3.442
1.537
1.033
34.806
1.357
4.983
4777539.113
2.336
0.701
0.234
15.991
0.479
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
206686.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1902



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 188345 14.14 0.00 6.00 0.65
2 47683 3.58 0.00 6.00 0.77
3 103590 7.78 0.00 6.00 0.75
4 51983 3.90 0.00 6.00 0.83
5 48340 3.63 0.00 9.00 0.60
6 249966 18.77 0.00 6.00 0.58
7 246885 18.54 0.00 6.00 0.74
8 1086 0.08 0.00 3.00 0.84
9 17337 1.30 0.00 4.00 0.63
10 48069 3.61 0.00 6.00 0.71
11 43704 3.28 0.00 6.00 0.61
12 62671 4.71 0.00 6.00 0.64
13 1291 0.10 0.00 3.00 0.72
14 94265 7.08 0.00 8.00 0.65
15 1064 0.08 0.00 4.00 0.76
16 72150 5.42 0.00 6.00 0.73
17 1769 0.13 0.00 3.00 0.78
18 3974 0.30 0.00 6.00 0.78
19 207 0.02 0.00 3.00 0.57
20 35786 2.69 0.00 4.00 0.73
22 11423 0.86 0.00 6.00 0.71

cattle - sim - ce - 1902



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 104919 15.81 1.00 4.00 0.43
3 47034 7.09 1.00 4.00 0.50
5 15121 2.28 1.00 4.00 0.38
6 165257 24.90 1.00 4.00 0.41
7 146906 22.13 1.00 4.00 0.46
10 25976 3.91 1.00 4.00 0.46
11 17992 2.71 1.00 4.00 0.50
12 31809 4.79 1.00 4.00 0.48
14 42709 6.44 1.00 4.00 0.51
16 41568 6.26 1.00 4.00 0.48
18 4626 0.70 1.00 4.00 0.45
20 13818 2.08 1.00 4.00 0.49
22 5956 0.90 1.00 4.00 0.33

cattle - sim - ce - 1902



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4141 19.52
4 1156 5.45
5-10 4508 21.25
11-20 3743 17.64
21-30 2000 9.43
31-40 1375 6.48
41-50 952 4.49
51-100 2063 9.72
101-150 665 3.13
151-200 299 1.41
201-250 137 0.65
> 250 176 0.83
Sum 21215 100.00

cattle - sim - ce - 1902



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 40,563 1.00 99.00 40,563 1.00 99.00 40,563 1.00 99.00 40,563 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 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00
2010 36,481 1.00 99.00 36,481 1.00 99.00 36,481 1.00 99.00 36,481 1.00 99.00
2011 16,865 1.00 99.00 16,865 1.00 99.00 16,865 1.00 99.00 16,865 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 37,530 1.00 99.00 37,530 1.00 99.00 37,530 1.00 99.00 37,530 1.00 99.00
2014 37,283 1.00 99.00 37,283 1.00 99.00 37,283 1.00 99.00 37,283 1.00 99.00
2015 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00
2016 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00
2017 30,006 1.00 99.00 30,006 1.00 99.00 30,006 1.00 99.00 30,006 1.00 99.00
2018 28,645 1.00 99.00 28,645 1.00 99.00 28,645 1.00 99.00 28,645 1.00 99.00
2019 20,437 1.00 99.00 20,437 1.00 99.00 20,437 1.00 99.00 20,437 1.00 99.00
Sum 663,691 1.00 99.00 663,691 1.00 99.00 663,691 1.00 99.00 663,691 1.00 99.00

cattle - sim - ce - 1902