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
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
485725
484926
473685
485725
485725
485725
485725
7.481
-2177437.023
3.241
1.773
1.025
40.451
1.077
1.589
16745.908
15014.751
2005.345
6.597
56.760
1.759
75.591
25.182
55.758
75.409
24.616
1.139
50.848
3.212
131.774
2003.659
0.173
0.148
0.024
0.028
1.773
1.025
1.773
75.592
25.182
1.025
75.409
24.616
131.457
101932.785
136817.909
1.589
2.937
106.911
141.715
81.188
9238.345
40443.513
370810.233
92266.433
272859.586
1.773
1.773
1.025
1.025
4.925
5622418.888
2.089
0.455
0.156
10.206
0.267
0.492
1724.423
1900.514
4.718
3.440
28.181
0.428
41.562
41.579
25.802
41.885
41.896
0.346
26.012
2.011
635.812
0.474
0.073
0.000
0.007
0.000
0.184
0.008
0.427
41.561
41.578
0.169
41.885
41.896
635.200
62315.668
81463.005
0.492
1.079
84.098
56.651
51.272
4930.004
23678.588
186333.624
136778.941
178595.428
0.455
0.455
0.156
0.156
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
0.148
0.008
0.028
1.244
1.008
0.199
0.199
0.199
0.993
0.993
0.993
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
27148.000
7.000
3.000
1.000
1.000
1.000
1.000
22.000
177162.000
10.000
4.000
2.000
99.000
2.000
2.000
20174.000
19552.000
2015.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4651.000
2004.000
0.263
0.148
0.040
0.028
2.031
1.042
5.654
99.000
99.000
2.941
99.000
99.000
4649.000
221017.000
291109.000
2.000
4.000
260.000
254.000
221.000
18816.000
80931.000
670307.000
670739.000
665799.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1501



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
968344
968426
968442
968412
968412
968412
968442
7.489
-2200379.165
3.349
1.706
1.038
37.851
1.115
5.078
5478320.314
2.301
0.542
0.251
13.320
0.319
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
177162.000
89.000
9.000
9.000
99.000
2.000

cattle - sim - ce - 1501



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 146482 15.13 0.00 6.00 0.51
2 29111 3.01 0.00 6.00 0.50
3 58997 6.09 0.00 6.00 0.55
4 34952 3.61 0.00 6.00 0.64
5 38505 3.98 0.00 9.00 0.45
6 179888 18.58 0.00 6.00 0.46
7 177736 18.36 0.00 6.00 0.56
8 761 0.08 0.00 3.00 0.58
9 8477 0.88 0.00 4.00 0.52
10 35059 3.62 0.00 6.00 0.53
11 32055 3.31 0.00 6.00 0.52
12 50709 5.24 0.00 6.00 0.53
13 593 0.06 0.00 3.00 0.54
14 76686 7.92 0.00 8.00 0.57
15 458 0.05 0.00 4.00 0.55
16 58572 6.05 0.00 6.00 0.59
17 1235 0.13 0.00 3.00 0.52
18 1738 0.18 0.00 6.00 0.62
19 165 0.02 1.00 3.00 0.53
20 27878 2.88 0.00 4.00 0.63
22 8243 0.85 0.00 6.00 0.46

cattle - sim - ce - 1501



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 82109 16.90 1.00 4.00 0.43
3 30329 6.24 1.00 4.00 0.49
5 9887 2.04 1.00 4.00 0.40
6 114283 23.53 1.00 4.00 0.36
7 111469 22.95 1.00 4.00 0.46
10 18692 3.85 1.00 4.00 0.42
11 10004 2.06 1.00 4.00 0.38
12 24737 5.09 1.00 4.00 0.43
14 33210 6.84 1.00 4.00 0.51
16 34480 7.10 1.00 4.00 0.49
18 2545 0.52 1.00 3.00 0.47
20 9290 1.91 1.00 4.00 0.43
22 4690 0.97 1.00 4.00 0.35

cattle - sim - ce - 1501



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 3900 20.73
4 1118 5.94
5-10 4259 22.63
11-20 3409 18.12
21-30 1836 9.76
31-40 1204 6.40
41-50 828 4.40
51-100 1582 8.41
101-150 398 2.12
151-200 156 0.83
201-250 49 0.26
> 250 77 0.41
Sum 18816 100.00

cattle - sim - ce - 1501



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 3,823 1.00 99.00 3,823 1.00 99.00 3,823 1.00 99.00 3,823 1.00 99.00
1996 10,654 1.00 99.00 10,654 1.00 99.00 10,654 1.00 99.00 10,654 1.00 99.00
1997 15,012 1.00 99.00 15,012 1.00 99.00 15,012 1.00 99.00 15,012 1.00 99.00
1998 18,694 1.00 99.00 18,694 1.00 99.00 18,694 1.00 99.00 18,694 1.00 99.00
1999 20,272 1.00 99.00 20,272 1.00 99.00 20,272 1.00 99.00 20,272 1.00 99.00
2000 21,085 1.00 99.00 21,085 1.00 99.00 21,085 1.00 99.00 21,085 1.00 99.00
2001 23,449 1.00 99.00 23,449 1.00 99.00 23,449 1.00 99.00 23,449 1.00 99.00
2002 25,822 1.00 99.00 25,822 1.00 99.00 25,822 1.00 99.00 25,822 1.00 99.00
2003 26,737 1.00 99.00 26,737 1.00 99.00 26,737 1.00 99.00 26,737 1.00 99.00
2004 30,829 1.00 99.00 30,829 1.00 99.00 30,829 1.00 99.00 30,829 1.00 99.00
2005 35,646 1.00 99.00 35,646 1.00 99.00 35,646 1.00 99.00 35,646 1.00 99.00
2006 38,066 1.00 99.00 38,066 1.00 99.00 38,066 1.00 99.00 38,066 1.00 99.00
2007 40,587 1.00 99.00 40,587 1.00 99.00 40,587 1.00 99.00 40,587 1.00 99.00
2008 41,034 1.00 99.00 41,034 1.00 99.00 41,034 1.00 99.00 41,034 1.00 99.00
2009 39,043 1.00 99.00 39,043 1.00 99.00 39,043 1.00 99.00 39,043 1.00 99.00
2010 36,896 1.00 99.00 36,896 1.00 99.00 36,896 1.00 99.00 36,896 1.00 99.00
2011 18,840 1.00 99.00 18,840 1.00 99.00 18,840 1.00 99.00 18,840 1.00 99.00
2012 1,602 1.00 99.00 1,602 1.00 99.00 1,602 1.00 99.00 1,602 1.00 99.00
2013 12,681 1.00 99.00 12,681 1.00 99.00 12,681 1.00 99.00 12,681 1.00 99.00
2014 22,934 1.00 99.00 22,934 1.00 99.00 22,934 1.00 99.00 22,934 1.00 99.00
2015 2,019 1.00 99.00 2,019 1.00 99.00 2,019 1.00 99.00 2,019 1.00 99.00
Sum 485,725 1.00 99.00 485,725 1.00 99.00 485,725 1.00 99.00 485,725 1.00 99.00

cattle - sim - ce - 1501