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
778104
778104
778104
778104
778104
778096
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
778104
777421
766372
778104
778104
778104
778104
7.392
-1319811.635
3.304
1.729
1.016
39.798
1.428
1.553
18519.536
16748.669
2010.207
6.518
58.061
1.767
76.365
24.364
56.956
76.196
23.820
1.128
51.750
3.274
91.157
2003.792
0.196
0.188
0.016
0.014
1.729
1.016
1.729
76.365
24.364
1.016
76.196
23.820
90.960
156030.818
213059.429
1.553
2.874
106.794
199.986
119.827
11023.701
57054.927
574828.340
147383.566
451627.932
1.729
1.729
1.016
1.016
4.828
4547218.176
2.114
0.470
0.126
9.921
0.495
0.497
2718.855
2805.914
7.450
3.443
28.699
0.423
41.096
41.111
26.167
41.402
41.409
0.335
26.637
2.032
507.098
0.406
0.063
0.000
0.006
0.000
0.159
0.007
0.461
41.095
41.111
0.119
41.402
41.409
506.602
91366.127
124667.536
0.497
1.081
83.302
89.325
75.985
5751.463
32805.098
275660.364
226070.880
301074.688
0.470
0.470
0.126
0.126
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
1.213
1.003
-0.027
-0.027
-0.027
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
58671.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
232463.000
10.000
4.000
2.000
100.000
2.000
2.000
23582.000
22973.000
2024.000
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
6.077
99.000
99.000
3.134
99.000
99.000
4659.000
315323.000
433419.000
2.000
4.000
260.000
366.000
338.000
22032.000
114685.000
1034867.000
1035779.000
1035132.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2401



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
1565684
1565769
1565785
1565657
1565657
1565641
1565785
7.265
-1334054.536
3.466
1.475
1.028
33.668
1.453
4.949
4446307.138
2.348
0.738
0.216
16.708
0.498
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
232827.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2401



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 213113 13.61 0.00 6.00 0.68
2 57276 3.66 0.00 6.00 0.79
3 134216 8.57 0.00 6.00 0.79
4 62838 4.01 0.00 6.00 0.86
5 53251 3.40 0.00 9.00 0.61
6 296441 18.94 0.00 6.00 0.61
7 289013 18.46 0.00 6.00 0.77
8 1572 0.10 0.00 3.00 0.85
9 25552 1.63 0.00 4.00 0.62
10 55544 3.55 0.00 6.00 0.75
11 51550 3.29 0.00 6.00 0.61
12 71052 4.54 0.00 6.00 0.69
13 3062 0.20 0.00 3.00 0.71
14 104674 6.69 0.00 8.00 0.67
15 2264 0.14 0.00 4.00 0.61
16 79821 5.10 0.00 6.00 0.79
17 3031 0.19 0.00 3.00 0.80
18 6551 0.42 0.00 6.00 0.75
19 236 0.02 0.00 3.00 0.56
20 41339 2.64 0.00 4.00 0.77
22 13149 0.84 0.00 6.00 0.75

cattle - sim - ce - 2401



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 120789 15.52 1.00 4.00 0.44
3 58057 7.46 1.00 4.00 0.51
5 18368 2.36 1.00 4.00 0.37
6 199672 25.66 1.00 4.00 0.42
7 168307 21.63 1.00 4.00 0.46
10 29781 3.83 1.00 4.00 0.47
11 23722 3.05 1.00 4.00 0.51
12 36309 4.67 1.00 4.00 0.49
14 48438 6.23 1.00 4.00 0.51
16 44085 5.67 1.00 4.00 0.49
18 7042 0.91 1.00 4.00 0.42
20 16755 2.15 1.00 4.00 0.50
22 6779 0.87 1.00 4.00 0.32

cattle - sim - ce - 2401



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4217 19.14
4 1174 5.33
5-10 4598 20.87
11-20 3816 17.32
21-30 2023 9.18
31-40 1365 6.20
41-50 1000 4.54
51-100 2118 9.61
101-150 839 3.81
151-200 353 1.60
201-250 221 1.00
> 250 308 1.40
Sum 22032 100.00

cattle - sim - ce - 2401



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 20,356 1.00 99.00 20,356 1.00 99.00 20,356 1.00 99.00 20,356 1.00 99.00
2024 8,882 1.00 99.00 8,882 1.00 99.00 8,882 1.00 99.00 8,882 1.00 99.00
Sum 778,104 1.00 99.00 778,104 1.00 99.00 778,104 1.00 99.00 778,104 1.00 99.00

cattle - sim - ce - 2401