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
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
615181
614540
603452
615181
615181
615181
615181
7.448
-1687461.131
3.287
1.752
1.020
40.163
1.282
1.569
17543.312
15786.546
2007.530
6.573
57.599
1.766
76.227
24.524
56.540
76.053
23.967
1.132
51.424
3.257
108.961
2003.737
0.188
0.179
0.020
0.020
1.752
1.020
1.752
76.228
24.524
1.020
76.053
23.967
108.718
126645.189
170698.948
1.569
2.903
106.926
167.912
94.426
10167.364
48248.126
467574.946
123766.293
348079.346
1.752
1.752
1.020
1.020
4.864
5047584.952
2.105
0.463
0.141
9.991
0.450
0.495
2144.816
2262.738
5.872
3.440
28.440
0.424
41.176
41.192
25.977
41.490
41.499
0.338
26.339
2.024
567.303
0.440
0.067
0.000
0.006
0.000
0.162
0.007
0.453
41.175
41.192
0.142
41.490
41.499
566.755
76429.407
101674.713
0.495
1.079
83.527
70.463
58.892
5350.482
27963.184
225425.519
181350.659
238412.849
0.463
0.463
0.141
0.141
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
0.179
0.005
0.020
1.279
1.005
0.022
0.022
0.022
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
48030.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
196764.000
10.000
4.000
2.000
99.000
2.000
2.000
21218.000
20594.000
2018.000
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
0.179
0.038
0.020
2.030
1.040
5.979
99.000
99.000
3.104
99.000
99.000
4655.000
264553.000
355027.000
2.000
4.000
260.000
289.000
259.000
20769.000
96603.000
838390.000
838929.000
838428.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1801



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
1230998
1231082
1231098
1230984
1230984
1230984
1231098
7.339
-1718811.671
3.421
1.569
1.035
35.384
1.304
5.003
4944712.768
2.326
0.679
0.243
15.586
0.460
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
196847.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1801



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 176913 14.37 0.00 6.00 0.64
2 43421 3.53 0.00 6.00 0.76
3 90552 7.36 0.00 6.00 0.73
4 47184 3.83 0.00 6.00 0.81
5 45981 3.74 0.00 9.00 0.59
6 230527 18.73 0.00 6.00 0.56
7 227970 18.52 0.00 6.00 0.71
8 984 0.08 0.00 3.00 0.82
9 14635 1.19 0.00 4.00 0.63
10 44496 3.61 0.00 6.00 0.69
11 40243 3.27 0.00 6.00 0.60
12 59167 4.81 0.00 6.00 0.62
13 1007 0.08 0.00 3.00 0.67
14 89489 7.27 0.00 8.00 0.64
15 871 0.07 0.00 4.00 0.77
16 68438 5.56 0.00 6.00 0.70
17 1536 0.12 0.00 3.00 0.72
18 3191 0.26 0.00 6.00 0.76
19 188 0.02 0.00 3.00 0.58
20 33532 2.72 0.00 4.00 0.72
22 10547 0.86 0.00 6.00 0.68

cattle - sim - ce - 1801



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 98414 16.00 1.00 4.00 0.43
3 42389 6.89 1.00 4.00 0.50
5 13756 2.24 1.00 4.00 0.38
6 151232 24.58 1.00 4.00 0.40
7 137520 22.35 1.00 4.00 0.47
10 24138 3.92 1.00 4.00 0.45
11 15703 2.55 1.00 4.00 0.48
12 29944 4.87 1.00 4.00 0.47
14 40237 6.54 1.00 4.00 0.51
16 39927 6.49 1.00 4.00 0.49
18 3922 0.64 1.00 3.00 0.46
20 12415 2.02 1.00 4.00 0.48
22 5584 0.91 1.00 4.00 0.33

cattle - sim - ce - 1801



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4069 19.59
4 1147 5.52
5-10 4463 21.49
11-20 3753 18.07
21-30 1989 9.58
31-40 1337 6.44
41-50 918 4.42
51-100 1972 9.49
101-150 628 3.02
151-200 243 1.17
201-250 112 0.54
> 250 138 0.66
Sum 20769 100.00

cattle - sim - ce - 1801



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 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00
2011 16,863 1.00 99.00 16,863 1.00 99.00 16,863 1.00 99.00 16,863 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 35,069 1.00 99.00 35,069 1.00 99.00 35,069 1.00 99.00 35,069 1.00 99.00
2016 32,751 1.00 99.00 32,751 1.00 99.00 32,751 1.00 99.00 32,751 1.00 99.00
2017 29,781 1.00 99.00 29,781 1.00 99.00 29,781 1.00 99.00 29,781 1.00 99.00
2018 811 1.00 99.00 811 1.00 99.00 811 1.00 99.00 811 1.00 99.00
Sum 615,181 1.00 99.00 615,181 1.00 99.00 615,181 1.00 99.00 615,181 1.00 99.00

cattle - sim - ce - 1801