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
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
644092
643450
632392
644092
644092
644092
644092
7.440
-1608908.015
3.297
1.748
1.019
40.092
1.314
1.565
17715.223
15953.031
2008.001
6.566
57.777
1.767
76.330
24.417
56.707
76.158
23.862
1.131
51.548
3.266
105.173
2003.748
0.190
0.181
0.019
0.019
1.748
1.019
1.748
76.331
24.417
1.019
76.158
23.862
104.941
131871.375
178009.110
1.565
2.897
107.014
173.560
98.697
10322.121
49959.744
485700.274
126910.173
366298.577
1.748
1.748
1.019
1.019
4.857
4946311.041
2.108
0.464
0.138
9.963
0.464
0.496
2241.240
2348.868
6.136
3.441
28.506
0.423
41.112
41.128
26.029
41.425
41.433
0.337
26.427
2.027
554.827
0.434
0.066
0.000
0.006
0.000
0.161
0.007
0.455
41.111
41.128
0.137
41.425
41.433
554.291
79076.074
105620.408
0.496
1.080
83.436
73.632
61.686
5415.261
28919.714
234372.011
188531.634
249637.877
0.464
0.464
0.138
0.138
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
0.181
0.004
0.019
1.273
1.004
0.010
0.010
0.010
0.995
0.995
0.995
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
48739.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
200842.000
10.000
4.000
2.000
99.000
2.000
2.000
21588.000
20995.000
2019.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4657.000
2004.000
0.263
0.181
0.038
0.019
2.030
1.040
6.004
99.000
99.000
3.110
99.000
99.000
4655.000
273115.000
368072.000
2.000
4.000
260.000
301.000
272.000
21038.000
100050.000
872328.000
872895.000
872371.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1901



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
1291390
1291475
1291491
1291373
1291373
1291373
1291491
7.320
-1635324.278
3.436
1.550
1.034
35.029
1.337
4.991
4842428.477
2.333
0.693
0.238
15.834
0.473
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
200987.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1901



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 183899 14.24 0.00 6.00 0.65
2 46074 3.57 0.00 6.00 0.77
3 97867 7.58 0.00 6.00 0.74
4 50043 3.88 0.00 6.00 0.82
5 47451 3.67 0.00 9.00 0.60
6 242296 18.76 0.00 6.00 0.57
7 239536 18.55 0.00 6.00 0.73
8 1036 0.08 0.00 3.00 0.83
9 16091 1.25 0.00 4.00 0.63
10 46634 3.61 0.00 6.00 0.70
11 42423 3.29 0.00 6.00 0.61
12 61242 4.74 0.00 6.00 0.63
13 1100 0.09 0.00 3.00 0.69
14 92401 7.16 0.00 8.00 0.65
15 963 0.07 0.00 4.00 0.77
16 70732 5.48 0.00 6.00 0.72
17 1641 0.13 0.00 3.00 0.75
18 3646 0.28 0.00 6.00 0.77
19 197 0.02 0.00 3.00 0.58
20 34919 2.70 0.00 4.00 0.73
22 11070 0.86 0.00 6.00 0.70

cattle - sim - ce - 1901



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 102345 15.89 1.00 4.00 0.43
3 44994 6.99 1.00 4.00 0.50
5 14603 2.27 1.00 4.00 0.38
6 159511 24.77 1.00 4.00 0.41
7 143205 22.23 1.00 4.00 0.46
10 25241 3.92 1.00 4.00 0.45
11 17139 2.66 1.00 4.00 0.49
12 31051 4.82 1.00 4.00 0.47
14 41747 6.48 1.00 4.00 0.51
16 40933 6.36 1.00 4.00 0.48
18 4303 0.67 1.00 3.00 0.46
20 13225 2.05 1.00 4.00 0.49
22 5795 0.90 1.00 4.00 0.33

cattle - sim - ce - 1901



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4129 19.63
4 1141 5.42
5-10 4486 21.32
11-20 3740 17.78
21-30 1995 9.48
31-40 1372 6.52
41-50 929 4.42
51-100 2033 9.66
101-150 651 3.09
151-200 278 1.32
201-250 123 0.58
> 250 161 0.77
Sum 21038 100.00

cattle - sim - ce - 1901



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 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00
1997 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00
1998 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00
1999 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00
2000 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00
2001 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00
2002 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00
2003 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00
2004 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00
2005 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00
2006 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00
2007 40,563 1.00 99.00 40,563 1.00 99.00 40,563 1.00 99.00 40,563 1.00 99.00
2008 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00
2009 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00
2010 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00
2011 16,863 1.00 99.00 16,863 1.00 99.00 16,863 1.00 99.00 16,863 1.00 99.00
2012 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00
2013 37,530 1.00 99.00 37,530 1.00 99.00 37,530 1.00 99.00 37,530 1.00 99.00
2014 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00
2015 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00
2016 32,757 1.00 99.00 32,757 1.00 99.00 32,757 1.00 99.00 32,757 1.00 99.00
2017 29,992 1.00 99.00 29,992 1.00 99.00 29,992 1.00 99.00 29,992 1.00 99.00
2018 28,484 1.00 99.00 28,484 1.00 99.00 28,484 1.00 99.00 28,484 1.00 99.00
2019 1,019 1.00 99.00 1,019 1.00 99.00 1,019 1.00 99.00 1,019 1.00 99.00
Sum 644,092 1.00 99.00 644,092 1.00 99.00 644,092 1.00 99.00 644,092 1.00 99.00

cattle - sim - ce - 1901