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
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
333749
331597
330279
333749
333749
333749
333749
12.083
-909710.740
2.300
1.600
1.041
35.941
1.409
1.542
18424.833
17047.057
2009.937
6.718
45.173
1.620
61.998
38.603
45.017
61.779
38.262
1.211
45.173
2.238
435.613
2003.858
0.261
0.301
0.039
0.032
1.600
1.041
1.600
61.998
38.602
1.041
61.778
38.263
435.509
82521.344
115098.623
1.542
2.704
89.959
191.865
150.180
2561.938
7204.563
274780.808
266687.892
221776.963
1.600
1.600
1.041
1.041
4.574
3786413.295
1.453
0.539
0.199
11.404
0.492
0.498
2092.283
2208.889
5.712
3.481
21.112
0.485
47.264
47.288
20.567
47.542
47.553
0.408
21.112
1.283
564.890
0.349
0.081
0.000
0.010
0.000
0.170
0.011
0.574
47.263
47.289
0.180
47.543
47.552
564.884
49438.575
69178.251
0.498
1.099
78.348
68.739
57.917
1191.542
4313.243
110855.597
216650.449
149659.687
0.539
0.539
0.199
0.199
1.000
-21270001.00
1.000
1.000
1.000
0.000
1.000
1.000
12513.000
8705.000
1997.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
3.000
2003.000
0.008
0.301
0.016
0.032
1.329
1.016
-4.133
-4.133
-4.133
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
61587.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
203812.000
10.000
4.000
2.000
98.000
2.000
2.000
21844.000
21236.000
2019.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2201.000
2004.000
0.342
0.301
0.084
0.032
2.020
1.093
6.246
99.000
99.000
2.409
99.000
99.000
2201.000
168971.000
236771.000
2.000
4.000
229.000
304.000
252.000
4292.000
16064.000
486014.000
490455.000
488774.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1902



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
511536
511562
511565
511546
511546
511546
511565
11.509
-1073229.408
2.328
1.568
1.064
34.641
1.372
5.075
3993835.739
1.526
0.655
0.315
13.145
0.483
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
203812.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1902



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26143 5.11 0.00 6.00 0.58
2 3954 0.77 0.00 6.00 0.61
3 14079 2.75 0.00 6.00 0.57
4 14376 2.81 0.00 6.00 0.69
5 16100 3.15 0.00 6.00 0.46
6 39131 7.65 0.00 6.00 0.54
7 52260 10.22 0.00 7.00 0.64
8 1087 0.21 0.00 3.00 0.58
9 2151 0.42 0.00 6.00 0.57
10 10446 2.04 0.00 6.00 0.70
11 3893 0.76 0.00 6.00 0.54
12 12909 2.52 0.00 8.00 0.64
13 14281 2.79 0.00 9.00 0.78
14 195195 38.16 0.00 6.00 0.64
15 1000 0.20 0.00 6.00 0.55
16 65174 12.74 0.00 6.00 0.74
17 2059 0.40 0.00 6.00 0.60
18 8760 1.71 0.00 6.00 0.69
19 49 0.01 1.00 2.00 0.49
20 26974 5.27 0.00 7.00 0.71
22 1490 0.29 0.00 4.00 0.50

cattle - hol - ce - 1902



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14519 4.35 1.00 4.00 0.53
3 6098 1.83 1.00 4.00 0.51
4 6834 2.05 1.00 4.00 0.50
5 5942 1.78 1.00 4.00 0.29
6 25626 7.68 1.00 4.00 0.45
7 30007 8.99 1.00 4.00 0.51
10 6049 1.81 1.00 4.00 0.52
11 1271 0.38 1.00 4.00 0.29
12 6598 1.98 1.00 4.00 0.47
14 158609 47.52 1.00 4.00 0.54
16 49162 14.73 1.00 4.00 0.58
18 22131 6.63 1.00 4.00 0.55
22 903 0.27 1.00 4.00 0.46

cattle - hol - ce - 1902



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1022 23.81
4 315 7.34
5-10 971 22.62
11-20 684 15.94
21-30 317 7.39
31-40 208 4.85
41-50 140 3.26
51-100 312 7.27
101-150 109 2.54
151-200 52 1.21
201-250 27 0.63
> 250 135 3.15
Sum 4292 100.00

cattle - hol - ce - 1902



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
1997 5,379 1.00 99.00 5,379 1.00 99.00 5,379 1.00 99.00 5,379 1.00 99.00
1998 4,564 1.00 99.00 4,564 1.00 99.00 4,564 1.00 99.00 4,564 1.00 99.00
1999 6,441 1.00 99.00 6,441 1.00 99.00 6,441 1.00 99.00 6,441 1.00 99.00
2000 6,804 1.00 99.00 6,804 1.00 99.00 6,804 1.00 99.00 6,804 1.00 99.00
2001 7,399 1.00 99.00 7,399 1.00 99.00 7,399 1.00 99.00 7,399 1.00 99.00
2002 8,523 1.00 99.00 8,523 1.00 99.00 8,523 1.00 99.00 8,523 1.00 99.00
2003 8,297 1.00 99.00 8,297 1.00 99.00 8,297 1.00 99.00 8,297 1.00 99.00
2004 10,827 1.00 99.00 10,827 1.00 99.00 10,827 1.00 99.00 10,827 1.00 99.00
2005 16,308 1.00 99.00 16,308 1.00 99.00 16,308 1.00 99.00 16,308 1.00 99.00
2006 19,321 1.00 99.00 19,321 1.00 99.00 19,321 1.00 99.00 19,321 1.00 99.00
2007 21,020 1.00 99.00 21,020 1.00 99.00 21,020 1.00 99.00 21,020 1.00 99.00
2008 22,442 1.00 99.00 22,442 1.00 99.00 22,442 1.00 99.00 22,442 1.00 99.00
2009 22,822 1.00 99.00 22,822 1.00 99.00 22,822 1.00 99.00 22,822 1.00 99.00
2010 22,727 1.00 99.00 22,727 1.00 99.00 22,727 1.00 99.00 22,727 1.00 99.00
2011 13,887 1.00 99.00 13,887 1.00 99.00 13,887 1.00 99.00 13,887 1.00 99.00
2012 539 1.00 99.00 539 1.00 99.00 539 1.00 99.00 539 1.00 99.00
2013 21,899 1.00 99.00 21,899 1.00 99.00 21,899 1.00 99.00 21,899 1.00 99.00
2014 22,458 1.00 99.00 22,458 1.00 99.00 22,458 1.00 99.00 22,458 1.00 99.00
2015 22,255 1.00 99.00 22,255 1.00 99.00 22,255 1.00 99.00 22,255 1.00 99.00
2016 21,512 1.00 99.00 21,512 1.00 99.00 21,512 1.00 99.00 21,512 1.00 99.00
2017 19,240 1.00 99.00 19,240 1.00 99.00 19,240 1.00 99.00 19,240 1.00 99.00
2018 17,480 1.00 99.00 17,480 1.00 99.00 17,480 1.00 99.00 17,480 1.00 99.00
2019 11,605 1.00 99.00 11,605 1.00 99.00 11,605 1.00 99.00 11,605 1.00 99.00
Sum 333,749 1.00 99.00 333,749 1.00 99.00 333,749 1.00 99.00 333,749 1.00 99.00

cattle - hol - ce - 1902