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
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
803545
802862
791812
803545
803545
803545
803545
7.382
-1274991.804
3.307
1.725
1.016
39.726
1.446
1.551
18687.903
16915.002
2010.665
6.546
58.128
1.768
76.429
24.296
57.021
76.261
23.754
1.128
51.834
3.276
89.128
2003.798
0.197
0.189
0.015
0.014
1.725
1.016
1.725
76.429
24.296
1.016
76.261
23.755
88.937
160371.621
219378.370
1.551
2.871
106.743
205.517
126.883
11146.187
58098.975
590851.965
151887.223
467458.331
1.725
1.725
1.016
1.016
4.827
4481201.923
2.113
0.472
0.124
9.929
0.497
0.497
2832.276
2913.913
7.755
3.446
28.693
0.422
41.057
41.072
26.159
41.361
41.368
0.334
26.648
2.031
499.161
0.401
0.063
0.000
0.006
0.000
0.160
0.007
0.463
41.056
41.072
0.117
41.361
41.368
498.672
93635.509
128215.091
0.497
1.081
83.206
93.051
80.956
5809.830
33336.728
283454.460
234792.422
310567.296
0.472
0.472
0.124
0.124
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
0.189
0.003
0.014
1.203
1.003
-0.033
-0.033
-0.033
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
59910.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
236514.000
10.000
4.000
2.000
100.000
2.000
2.000
24117.000
23516.000
2026.000
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
0.189
0.038
0.014
2.030
1.040
6.090
99.000
99.000
3.135
99.000
99.000
4659.000
323039.000
445416.000
2.000
4.000
260.000
384.000
359.000
22168.000
116859.000
1064735.000
1065692.000
1065024.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2601



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
1622381
1622466
1622482
1622354
1622354
1622354
1622482
7.259
-1283946.998
3.470
1.461
1.027
33.387
1.472
4.942
4375886.623
2.348
0.745
0.212
16.869
0.499
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
236859.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2601



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 219018 13.50 0.00 6.00 0.68
2 59652 3.68 0.00 6.00 0.80
3 141144 8.70 0.00 6.00 0.79
4 65466 4.04 0.00 6.00 0.86
5 54328 3.35 0.00 9.00 0.61
6 308129 18.99 0.00 6.00 0.62
7 298793 18.42 0.00 6.00 0.78
8 1736 0.11 0.00 3.00 0.83
9 27963 1.72 0.00 4.00 0.62
10 57424 3.54 0.00 6.00 0.76
11 53651 3.31 0.00 6.00 0.62
12 73230 4.51 0.00 6.00 0.70
13 3641 0.22 0.00 3.00 0.69
14 106647 6.57 0.00 8.00 0.67
15 2740 0.17 0.00 4.00 0.60
16 81383 5.02 0.00 6.00 0.80
17 3537 0.22 0.00 3.00 0.78
18 7292 0.45 0.00 6.00 0.73
19 240 0.01 0.00 3.00 0.57
20 42679 2.63 0.00 4.00 0.77
22 13549 0.84 0.00 6.00 0.76

cattle - sim - ce - 2601



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 124699 15.52 1.00 4.00 0.44
3 60413 7.52 1.00 4.00 0.51
5 19177 2.39 1.00 4.00 0.36
6 207173 25.78 1.00 4.00 0.42
7 173058 21.54 1.00 4.00 0.46
10 30650 3.81 1.00 4.00 0.48
11 25018 3.11 1.00 4.00 0.51
12 37279 4.64 1.00 4.00 0.50
14 49355 6.14 1.00 4.00 0.51
16 44348 5.52 1.00 4.00 0.49
18 7936 0.99 1.00 4.00 0.41
20 17481 2.18 1.00 4.00 0.50
22 6958 0.87 1.00 4.00 0.32

cattle - sim - ce - 2601



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4233 19.10
4 1176 5.30
5-10 4617 20.83
11-20 3821 17.24
21-30 2044 9.22
31-40 1359 6.13
41-50 1002 4.52
51-100 2115 9.54
101-150 846 3.82
151-200 386 1.74
201-250 220 0.99
> 250 349 1.57
Sum 22168 100.00

cattle - sim - ce - 2601



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 20,029 1.00 99.00 20,029 1.00 99.00 20,029 1.00 99.00 20,029 1.00 99.00
2000 19,026 1.00 99.00 19,026 1.00 99.00 19,026 1.00 99.00 19,026 1.00 99.00
2001 22,293 1.00 99.00 22,293 1.00 99.00 22,293 1.00 99.00 22,293 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 38,112 1.00 99.00 38,112 1.00 99.00 38,112 1.00 99.00 38,112 1.00 99.00
2007 40,615 1.00 99.00 40,615 1.00 99.00 40,615 1.00 99.00 40,615 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 27,757 1.00 99.00 27,757 1.00 99.00 27,757 1.00 99.00 27,757 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 25,823 1.00 99.00 25,823 1.00 99.00 25,823 1.00 99.00 25,823 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 20,364 1.00 99.00 20,364 1.00 99.00 20,364 1.00 99.00 20,364 1.00 99.00
2024 17,849 1.00 99.00 17,849 1.00 99.00 17,849 1.00 99.00 17,849 1.00 99.00
2025 16,422 1.00 99.00 16,422 1.00 99.00 16,422 1.00 99.00 16,422 1.00 99.00
2026 82 1.00 99.00 82 1.00 99.00 82 1.00 99.00 82 1.00 99.00
Sum 803,545 1.00 99.00 803,545 1.00 99.00 803,545 1.00 99.00 803,545 1.00 99.00

cattle - sim - ce - 2601