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
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
728013
727328
716258
728013
728013
728013
728013
7.410
-1416495.218
3.305
1.736
1.017
39.924
1.389
1.557
18204.916
16435.698
2009.343
6.545
58.007
1.767
76.301
24.435
56.908
76.131
23.886
1.129
51.685
3.274
95.846
2003.777
0.194
0.185
0.017
0.016
1.736
1.017
1.736
76.302
24.435
1.017
76.131
23.887
95.635
147435.541
200357.604
1.557
2.881
107.048
189.649
111.493
10767.161
54553.647
542487.476
139324.403
420517.868
1.736
1.736
1.017
1.017
4.833
4685534.876
2.117
0.468
0.130
9.879
0.487
0.497
2521.621
2614.584
6.906
3.447
28.697
0.423
41.134
41.149
26.179
41.443
41.450
0.336
26.632
2.035
523.850
0.416
0.064
0.000
0.006
0.000
0.159
0.007
0.459
41.133
41.149
0.125
41.443
41.450
523.339
86762.459
117436.432
0.497
1.081
83.436
82.844
70.327
5630.348
31438.063
260143.667
210994.795
281972.641
0.468
0.468
0.130
0.130
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
0.185
0.003
0.016
1.233
1.003
-0.014
-0.014
-0.014
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
55779.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
220742.000
10.000
4.000
2.000
99.000
2.000
2.000
22705.000
22117.000
2022.000
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
0.185
0.038
0.016
2.030
1.040
6.052
99.000
99.000
3.125
99.000
99.000
4659.000
299621.000
408810.000
2.000
4.000
260.000
338.000
312.000
21741.000
109469.000
974863.000
975607.000
975024.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 2201



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
1457732
1457817
1457833
1457706
1457706
1457706
1457833
7.282
-1439752.634
3.458
1.502
1.030
34.180
1.412
4.963
4590323.655
2.345
0.723
0.224
16.388
0.492
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
222322.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2201



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 202078 13.86 0.00 6.00 0.67
2 52984 3.63 0.00 6.00 0.78
3 119013 8.16 0.00 6.00 0.77
4 57837 3.97 0.00 6.00 0.85
5 51124 3.51 0.00 9.00 0.61
6 275327 18.89 0.00 6.00 0.59
7 270204 18.54 0.00 6.00 0.76
8 1294 0.09 0.00 3.00 0.86
9 21226 1.46 0.00 4.00 0.63
10 52247 3.58 0.00 6.00 0.74
11 47981 3.29 0.00 6.00 0.61
12 67074 4.60 0.00 6.00 0.67
13 1959 0.13 0.00 3.00 0.75
14 100192 6.87 0.00 8.00 0.66
15 1520 0.10 0.00 4.00 0.68
16 76644 5.26 0.00 6.00 0.76
17 2306 0.16 0.00 3.00 0.82
18 5201 0.36 0.00 6.00 0.77
19 220 0.02 0.00 3.00 0.56
20 38754 2.66 0.00 4.00 0.75
22 12409 0.85 0.00 6.00 0.74

cattle - sim - ce - 2201



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 113657 15.61 1.00 4.00 0.43
3 52864 7.26 1.00 4.00 0.50
5 16960 2.33 1.00 4.00 0.37
6 185197 25.44 1.00 4.00 0.41
7 158916 21.83 1.00 4.00 0.46
10 28212 3.88 1.00 4.00 0.46
11 21214 2.91 1.00 4.00 0.50
12 34233 4.70 1.00 4.00 0.49
14 45978 6.32 1.00 4.00 0.51
16 43274 5.94 1.00 4.00 0.48
18 5787 0.79 1.00 4.00 0.43
20 15319 2.10 1.00 4.00 0.50
22 6402 0.88 1.00 4.00 0.32

cattle - sim - ce - 2201



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4201 19.32
4 1164 5.35
5-10 4548 20.92
11-20 3795 17.46
21-30 2027 9.32
31-40 1378 6.34
41-50 972 4.47
51-100 2129 9.79
101-150 761 3.50
151-200 346 1.59
201-250 182 0.84
> 250 238 1.09
Sum 21741 100.00

cattle - sim - ce - 2201



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 37,535 1.00 99.00 37,535 1.00 99.00 37,535 1.00 99.00 37,535 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 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00
2020 25,979 1.00 99.00 25,979 1.00 99.00 25,979 1.00 99.00 25,979 1.00 99.00
2021 25,735 1.00 99.00 25,735 1.00 99.00 25,735 1.00 99.00 25,735 1.00 99.00
2022 2,055 1.00 99.00 2,055 1.00 99.00 2,055 1.00 99.00 2,055 1.00 99.00
Sum 728,013 1.00 99.00 728,013 1.00 99.00 728,013 1.00 99.00 728,013 1.00 99.00

cattle - sim - ce - 2201