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
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
788515
787832
776777
788515
788515
788515
788515
7.390
-1301225.384
3.305
1.727
1.016
39.770
1.435
1.553
18587.381
16815.733
2010.391
6.539
58.087
1.768
76.397
24.330
56.981
76.229
23.787
1.128
51.781
3.274
90.330
2003.794
0.196
0.188
0.016
0.014
1.727
1.016
1.727
76.398
24.330
1.016
76.229
23.787
90.136
157779.893
215625.040
1.553
2.873
106.751
202.215
123.855
11071.298
57470.065
581389.855
148897.421
458062.567
1.727
1.727
1.016
1.016
4.829
4519966.449
2.113
0.471
0.125
9.923
0.496
0.497
2763.815
2848.732
7.569
3.449
28.693
0.422
41.076
41.091
26.160
41.381
41.388
0.334
26.636
2.032
503.802
0.404
0.063
0.000
0.006
0.000
0.159
0.007
0.462
41.075
41.091
0.118
41.382
41.388
503.309
92279.329
126108.671
0.497
1.081
83.254
90.802
78.872
5774.008
33010.905
278832.087
229313.925
304930.119
0.471
0.471
0.125
0.125
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
0.188
0.003
0.014
1.209
1.003
-0.031
-0.031
-0.031
0.997
0.997
0.997
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
59203.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
234243.000
10.000
4.000
2.000
100.000
2.000
2.000
23792.000
23194.000
2025.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4661.000
2004.000
0.262
0.188
0.038
0.014
2.030
1.040
6.086
99.000
99.000
3.135
99.000
99.000
4659.000
318422.000
438283.000
2.000
4.000
260.000
373.000
351.000
22089.000
115540.000
1047077.000
1048007.000
1047350.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2501



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
1591044
1591129
1591145
1591017
1591017
1591017
1591145
7.262
-1311247.530
3.468
1.469
1.027
33.547
1.462
4.946
4414383.006
2.347
0.741
0.215
16.777
0.499
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
234680.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2501



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 215830 13.57 0.00 6.00 0.68
2 58385 3.67 0.00 6.00 0.79
3 137046 8.61 0.00 6.00 0.79
4 63999 4.02 0.00 6.00 0.86
5 53742 3.38 0.00 9.00 0.61
6 301833 18.97 0.00 6.00 0.61
7 293532 18.45 0.00 6.00 0.77
8 1637 0.10 0.00 3.00 0.84
9 26527 1.67 0.00 4.00 0.62
10 56321 3.54 0.00 6.00 0.76
11 52558 3.30 0.00 6.00 0.62
12 72041 4.53 0.00 6.00 0.70
13 3237 0.20 0.00 3.00 0.70
14 105616 6.64 0.00 8.00 0.67
15 2419 0.15 0.00 4.00 0.60
16 80502 5.06 0.00 6.00 0.80
17 3243 0.20 0.00 3.00 0.79
18 6871 0.43 0.00 6.00 0.74
19 237 0.01 0.00 3.00 0.56
20 41998 2.64 0.00 4.00 0.77
22 13331 0.84 0.00 6.00 0.75

cattle - sim - ce - 2501



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 122461 15.53 1.00 4.00 0.44
3 58781 7.45 1.00 4.00 0.51
5 18697 2.37 1.00 4.00 0.37
6 202738 25.71 1.00 4.00 0.42
7 170316 21.60 1.00 4.00 0.46
10 30097 3.82 1.00 4.00 0.47
11 24280 3.08 1.00 4.00 0.51
12 36714 4.66 1.00 4.00 0.50
14 48871 6.20 1.00 4.00 0.51
16 44189 5.60 1.00 4.00 0.49
18 7410 0.94 1.00 4.00 0.42
20 17106 2.17 1.00 4.00 0.50
22 6855 0.87 1.00 4.00 0.32

cattle - sim - ce - 2501



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4222 19.11
4 1175 5.32
5-10 4609 20.87
11-20 3817 17.28
21-30 2027 9.18
31-40 1371 6.21
41-50 996 4.51
51-100 2116 9.58
101-150 847 3.83
151-200 355 1.61
201-250 229 1.04
> 250 325 1.47
Sum 22089 100.00

cattle - sim - ce - 2501



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 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00
1997 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00
1998 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00
1999 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00
2000 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00
2001 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00
2002 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00
2003 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00
2004 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00
2005 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00
2006 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00
2007 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00
2008 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00
2009 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00
2010 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00
2011 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00
2012 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00
2013 37,536 1.00 99.00 37,536 1.00 99.00 37,536 1.00 99.00 37,536 1.00 99.00
2014 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00
2015 35,072 1.00 99.00 35,072 1.00 99.00 35,072 1.00 99.00 35,072 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 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00
2018 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00
2019 27,756 1.00 99.00 27,756 1.00 99.00 27,756 1.00 99.00 27,756 1.00 99.00
2020 25,983 1.00 99.00 25,983 1.00 99.00 25,983 1.00 99.00 25,983 1.00 99.00
2021 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00
2022 22,815 1.00 99.00 22,815 1.00 99.00 22,815 1.00 99.00 22,815 1.00 99.00
2023 20,360 1.00 99.00 20,360 1.00 99.00 20,360 1.00 99.00 20,360 1.00 99.00
2024 17,839 1.00 99.00 17,839 1.00 99.00 17,839 1.00 99.00 17,839 1.00 99.00
2025 1,450 1.00 99.00 1,450 1.00 99.00 1,450 1.00 99.00 1,450 1.00 99.00
Sum 788,515 1.00 99.00 788,515 1.00 99.00 788,515 1.00 99.00 788,515 1.00 99.00

cattle - sim - ce - 2501