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
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
222931
220294
219033
222931
222931
222931
222931
11.747
-1312313.206
2.313
1.597
1.057
36.023
1.160
1.553
17483.834
16090.394
2007.362
6.717
45.686
1.620
62.008
38.589
45.521
61.801
38.256
1.211
45.686
2.247
261.878
2003.811
0.253
0.314
0.053
0.053
1.597
1.057
1.597
62.009
38.588
1.057
61.801
38.256
261.742
60927.056
80197.027
1.553
2.725
90.728
160.949
115.011
2308.457
6345.912
199892.294
185034.324
157359.152
1.597
1.597
1.057
1.057
4.782
4430310.891
1.471
0.549
0.231
11.154
0.367
0.497
1612.690
1738.909
4.399
3.486
21.134
0.485
47.266
47.283
20.560
47.529
47.543
0.408
21.134
1.290
356.495
0.392
0.092
0.000
0.012
0.000
0.219
0.014
0.601
47.265
47.285
0.230
47.529
47.543
356.404
35406.822
46780.462
0.497
1.104
78.296
52.981
48.359
1146.304
3811.468
84580.690
157938.298
96335.140
0.549
0.549
0.231
0.231
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
0.009
0.314
0.016
0.053
1.295
1.017
-3.989
-3.989
-3.989
0.987
0.987
0.987
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
35610.000
2.000
7.000
1.000
1.000
1.000
1.000
22.000
175540.000
10.000
4.000
2.000
98.000
2.000
2.000
20177.000
19520.000
2015.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2063.000
2004.000
0.356
0.314
0.101
0.053
2.021
1.114
6.355
99.000
99.000
2.784
99.000
99.000
2063.000
125121.000
164439.000
2.000
4.000
229.000
249.000
201.000
4010.000
13645.000
347464.000
349516.000
347857.000
4.000
4.000
2.000
2.000

cattle - hol - 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
391979
392005
392008
391991
391991
391991
392008
11.131
-1423060.831
2.369
1.603
1.077
35.551
1.180
5.275
4504515.003
1.550
0.640
0.345
12.018
0.384
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
176079.000
94.000
9.000
6.000
99.000
2.000

cattle - hol - ce - 1501



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 24270 6.19 0.00 6.00 0.55
2 3439 0.88 0.00 6.00 0.56
3 12738 3.25 0.00 6.00 0.56
4 10973 2.80 0.00 6.00 0.60
5 14575 3.72 0.00 6.00 0.44
6 34066 8.69 0.00 6.00 0.50
7 41131 10.49 0.00 7.00 0.60
8 1048 0.27 0.00 3.00 0.52
9 1724 0.44 0.00 6.00 0.54
10 8768 2.24 0.00 6.00 0.62
11 3618 0.92 0.00 6.00 0.52
12 11243 2.87 0.00 8.00 0.58
13 12368 3.16 0.00 9.00 0.81
14 134001 34.19 0.00 6.00 0.66
15 930 0.24 0.00 6.00 0.52
16 44741 11.41 0.00 6.00 0.69
17 1520 0.39 0.00 6.00 0.52
18 6586 1.68 0.00 6.00 0.63
19 44 0.01 1.00 2.00 0.46
20 22803 5.82 0.00 7.00 0.69
22 1370 0.35 0.00 4.00 0.48

cattle - hol - ce - 1501



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 12110 5.43 1.00 4.00 0.54
3 4390 1.97 1.00 4.00 0.51
4 3715 1.67 1.00 3.00 0.47
5 4591 2.06 1.00 4.00 0.32
6 20108 9.02 1.00 4.00 0.44
7 22113 9.92 1.00 4.00 0.49
10 4887 2.19 1.00 4.00 0.52
11 1036 0.46 1.00 4.00 0.31
12 5397 2.42 1.00 4.00 0.46
14 97431 43.70 1.00 4.00 0.56
16 30303 13.59 1.00 4.00 0.57
18 16083 7.21 1.00 4.00 0.56
22 767 0.34 1.00 4.00 0.48

cattle - hol - ce - 1501



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1001 24.96
4 310 7.73
5-10 915 22.82
11-20 635 15.84
21-30 326 8.13
31-40 187 4.66
41-50 118 2.94
51-100 275 6.86
101-150 92 2.29
151-200 31 0.77
201-250 17 0.42
> 250 103 2.57
Sum 4010 100.00

cattle - hol - 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
1997 4,670 1.00 99.00 4,670 1.00 99.00 4,670 1.00 99.00 4,670 1.00 99.00
1998 3,967 1.00 99.00 3,967 1.00 99.00 3,967 1.00 99.00 3,967 1.00 99.00
1999 5,377 1.00 99.00 5,377 1.00 99.00 5,377 1.00 99.00 5,377 1.00 99.00
2000 5,693 1.00 99.00 5,693 1.00 99.00 5,693 1.00 99.00 5,693 1.00 99.00
2001 6,034 1.00 99.00 6,034 1.00 99.00 6,034 1.00 99.00 6,034 1.00 99.00
2002 8,186 1.00 99.00 8,186 1.00 99.00 8,186 1.00 99.00 8,186 1.00 99.00
2003 8,261 1.00 99.00 8,261 1.00 99.00 8,261 1.00 99.00 8,261 1.00 99.00
2004 10,797 1.00 99.00 10,797 1.00 99.00 10,797 1.00 99.00 10,797 1.00 99.00
2005 15,815 1.00 99.00 15,815 1.00 99.00 15,815 1.00 99.00 15,815 1.00 99.00
2006 16,735 1.00 99.00 16,735 1.00 99.00 16,735 1.00 99.00 16,735 1.00 99.00
2007 19,167 1.00 99.00 19,167 1.00 99.00 19,167 1.00 99.00 19,167 1.00 99.00
2008 22,045 1.00 99.00 22,045 1.00 99.00 22,045 1.00 99.00 22,045 1.00 99.00
2009 22,908 1.00 99.00 22,908 1.00 99.00 22,908 1.00 99.00 22,908 1.00 99.00
2010 22,806 1.00 99.00 22,806 1.00 99.00 22,806 1.00 99.00 22,806 1.00 99.00
2011 14,177 1.00 99.00 14,177 1.00 99.00 14,177 1.00 99.00 14,177 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 12,418 1.00 99.00 12,418 1.00 99.00 12,418 1.00 99.00 12,418 1.00 99.00
2014 19,946 1.00 99.00 19,946 1.00 99.00 19,946 1.00 99.00 19,946 1.00 99.00
2015 3,390 1.00 99.00 3,390 1.00 99.00 3,390 1.00 99.00 3,390 1.00 99.00
Sum 222,931 1.00 99.00 222,931 1.00 99.00 222,931 1.00 99.00 222,931 1.00 99.00

cattle - hol - ce - 1501