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
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767715
767034
755988
767715
767715
767715
767715
7.397
-1338854.882
3.305
1.731
1.016
39.823
1.420
1.554
18452.796
16682.239
2010.022
6.541
58.051
1.767
76.363
24.368
56.946
76.194
23.823
1.129
51.732
3.274
92.157
2003.789
0.195
0.187
0.016
0.014
1.731
1.016
1.731
76.363
24.368
1.016
76.194
23.823
91.957
154223.246
210424.333
1.554
2.875
106.832
197.793
115.830
10974.939
56426.086
568225.746
145883.937
445194.685
1.731
1.731
1.016
1.016
4.829
4574904.593
2.115
0.470
0.127
9.913
0.494
0.497
2675.540
2763.863
7.328
3.439
28.703
0.423
41.097
41.112
26.171
41.403
41.410
0.335
26.638
2.033
510.438
0.408
0.063
0.000
0.006
0.000
0.159
0.007
0.461
41.096
41.112
0.120
41.404
41.410
509.938
90388.591
123144.130
0.497
1.081
83.329
87.902
73.126
5729.723
32446.736
272445.818
222963.617
297153.562
0.470
0.470
0.127
0.127
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
0.187
0.003
0.014
1.218
1.003
-0.023
-0.023
-0.023
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
58142.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
228127.000
10.000
4.000
2.000
100.000
2.000
2.000
23361.000
22716.000
2023.000
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
0.187
0.038
0.014
2.030
1.040
6.070
99.000
99.000
3.132
99.000
99.000
4659.000
311969.000
428261.000
2.000
4.000
260.000
359.000
325.000
21990.000
113387.000
1022497.000
1023385.000
1022750.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2302



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
1540799
1540884
1540900
1540772
1540772
1540772
1540900
7.269
-1357170.476
3.464
1.482
1.028
33.791
1.444
4.953
4478302.435
2.347
0.734
0.218
16.632
0.497
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
228127.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2302



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 210675 13.67 0.00 6.00 0.68
2 56352 3.66 0.00 6.00 0.79
3 130555 8.47 0.00 6.00 0.78
4 61657 4.00 0.00 6.00 0.85
5 52773 3.43 0.00 9.00 0.61
6 291539 18.92 0.00 6.00 0.60
7 284736 18.48 0.00 6.00 0.77
8 1493 0.10 0.00 3.00 0.85
9 24442 1.59 0.00 4.00 0.62
10 54763 3.55 0.00 6.00 0.75
11 50694 3.29 0.00 6.00 0.61
12 70142 4.55 0.00 6.00 0.69
13 2749 0.18 0.00 3.00 0.72
14 103819 6.74 0.00 8.00 0.67
15 2020 0.13 0.00 4.00 0.63
16 79209 5.14 0.00 6.00 0.78
17 2796 0.18 0.00 3.00 0.81
18 6224 0.40 0.00 6.00 0.75
19 231 0.01 0.00 3.00 0.56
20 40784 2.65 0.00 4.00 0.77
22 13007 0.84 0.00 6.00 0.75

cattle - sim - ce - 2302



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 119352 15.55 1.00 4.00 0.43
3 56831 7.40 1.00 4.00 0.51
5 18074 2.35 1.00 4.00 0.37
6 196702 25.62 1.00 4.00 0.42
7 166360 21.67 1.00 4.00 0.46
10 29403 3.83 1.00 4.00 0.47
11 23196 3.02 1.00 4.00 0.51
12 35903 4.68 1.00 4.00 0.49
14 48018 6.25 1.00 4.00 0.51
16 44021 5.73 1.00 4.00 0.49
18 6732 0.88 1.00 4.00 0.42
20 16422 2.14 1.00 4.00 0.50
22 6701 0.87 1.00 4.00 0.32

cattle - sim - ce - 2302



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4220 19.19
4 1171 5.33
5-10 4598 20.91
11-20 3805 17.30
21-30 2020 9.19
31-40 1372 6.24
41-50 996 4.53
51-100 2128 9.68
101-150 824 3.75
151-200 350 1.59
201-250 213 0.97
> 250 293 1.33
Sum 21990 100.00

cattle - sim - ce - 2302



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 25,981 1.00 99.00 25,981 1.00 99.00 25,981 1.00 99.00 25,981 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 22,814 1.00 99.00 22,814 1.00 99.00 22,814 1.00 99.00 22,814 1.00 99.00
2023 18,852 1.00 99.00 18,852 1.00 99.00 18,852 1.00 99.00 18,852 1.00 99.00
Sum 767,715 1.00 99.00 767,715 1.00 99.00 767,715 1.00 99.00 767,715 1.00 99.00

cattle - sim - ce - 2302