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
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
373360
371192
370004
373360
373360
373360
373360
12.150
-805736.479
2.297
1.602
1.037
35.565
1.468
1.543
18767.702
17395.331
2010.875
6.711
44.995
1.620
61.996
38.606
44.844
61.774
38.263
1.214
44.995
2.237
462.123
2003.873
0.261
0.295
0.035
0.028
1.602
1.037
1.602
61.996
38.606
1.037
61.773
38.263
462.030
90601.990
128079.749
1.543
2.705
90.472
203.129
166.126
2652.362
7370.668
298686.846
277084.847
244794.803
1.602
1.602
1.037
1.037
4.479
3600475.850
1.449
0.536
0.188
11.852
0.499
0.498
2239.200
2353.755
6.118
3.513
21.040
0.485
47.263
47.288
20.507
47.546
47.555
0.410
21.040
1.282
580.998
0.333
0.076
0.000
0.010
0.000
0.163
0.011
0.567
47.263
47.288
0.166
47.546
47.554
580.995
53990.560
76988.102
0.498
1.094
78.528
73.565
61.634
1209.501
4416.467
121953.961
237784.055
162475.758
0.536
0.536
0.188
0.188
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
0.295
0.016
0.028
1.328
1.016
-4.069
-4.069
-4.069
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
64720.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
215948.000
10.000
4.000
2.000
98.000
2.000
2.000
22437.000
21809.000
2021.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2217.000
2004.000
0.340
0.295
0.082
0.028
2.020
1.090
6.202
99.000
99.000
2.321
99.000
99.000
2217.000
184646.000
263067.000
2.000
4.000
229.000
324.000
276.000
4336.000
16515.000
529826.000
534477.000
532602.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2102



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
547180
547206
547209
547190
547190
547190
547209
11.611
-995995.204
2.325
1.563
1.060
34.384
1.413
5.016
3872682.959
1.520
0.657
0.305
13.379
0.492
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
215948.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2102



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26529 4.85 0.00 6.00 0.58
2 4057 0.74 0.00 6.00 0.63
3 14374 2.63 0.00 6.00 0.57
4 14741 2.69 0.00 6.00 0.70
5 16426 3.00 0.00 6.00 0.46
6 40540 7.41 0.00 6.00 0.55
7 55912 10.22 0.00 7.00 0.65
8 1093 0.20 0.00 3.00 0.58
9 2251 0.41 0.00 6.00 0.57
10 10743 1.96 0.00 6.00 0.71
11 3901 0.71 0.00 6.00 0.54
12 13506 2.47 0.00 8.00 0.65
13 14627 2.67 0.00 9.00 0.78
14 214392 39.18 0.00 6.00 0.63
15 1028 0.19 0.00 6.00 0.54
16 71659 13.10 0.00 6.00 0.75
17 2181 0.40 0.00 6.00 0.59
18 9612 1.76 0.00 6.00 0.71
19 53 0.01 1.00 2.00 0.50
20 28015 5.12 0.00 7.00 0.71
22 1515 0.28 0.00 4.00 0.50

cattle - hol - ce - 2102



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14931 4.00 1.00 4.00 0.53
3 6373 1.71 1.00 4.00 0.51
4 6923 1.85 1.00 4.00 0.50
5 6225 1.67 1.00 4.00 0.29
6 27026 7.24 1.00 4.00 0.45
7 35928 9.62 1.00 4.00 0.50
10 6213 1.66 1.00 4.00 0.52
11 1277 0.34 1.00 4.00 0.30
12 7080 1.90 1.00 4.00 0.47
14 182635 48.92 1.00 4.00 0.54
16 54729 14.66 1.00 4.00 0.58
18 23099 6.19 1.00 4.00 0.55
22 921 0.25 1.00 4.00 0.46

cattle - hol - ce - 2102



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1034 23.85
4 310 7.15
5-10 983 22.67
11-20 683 15.75
21-30 323 7.45
31-40 211 4.87
41-50 138 3.18
51-100 313 7.22
101-150 115 2.65
151-200 55 1.27
201-250 29 0.67
> 250 142 3.27
Sum 4336 100.00

cattle - hol - ce - 2102



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 4,567 1.00 99.00 4,567 1.00 99.00 4,567 1.00 99.00 4,567 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 7,401 1.00 99.00 7,401 1.00 99.00 7,401 1.00 99.00 7,401 1.00 99.00
2002 8,524 1.00 99.00 8,524 1.00 99.00 8,524 1.00 99.00 8,524 1.00 99.00
2003 8,306 1.00 99.00 8,306 1.00 99.00 8,306 1.00 99.00 8,306 1.00 99.00
2004 10,915 1.00 99.00 10,915 1.00 99.00 10,915 1.00 99.00 10,915 1.00 99.00
2005 16,428 1.00 99.00 16,428 1.00 99.00 16,428 1.00 99.00 16,428 1.00 99.00
2006 19,407 1.00 99.00 19,407 1.00 99.00 19,407 1.00 99.00 19,407 1.00 99.00
2007 21,203 1.00 99.00 21,203 1.00 99.00 21,203 1.00 99.00 21,203 1.00 99.00
2008 22,746 1.00 99.00 22,746 1.00 99.00 22,746 1.00 99.00 22,746 1.00 99.00
2009 22,915 1.00 99.00 22,915 1.00 99.00 22,915 1.00 99.00 22,915 1.00 99.00
2010 22,846 1.00 99.00 22,846 1.00 99.00 22,846 1.00 99.00 22,846 1.00 99.00
2011 14,147 1.00 99.00 14,147 1.00 99.00 14,147 1.00 99.00 14,147 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 22,787 1.00 99.00 22,787 1.00 99.00 22,787 1.00 99.00 22,787 1.00 99.00
2014 23,985 1.00 99.00 23,985 1.00 99.00 23,985 1.00 99.00 23,985 1.00 99.00
2015 23,731 1.00 99.00 23,731 1.00 99.00 23,731 1.00 99.00 23,731 1.00 99.00
2016 22,640 1.00 99.00 22,640 1.00 99.00 22,640 1.00 99.00 22,640 1.00 99.00
2017 20,444 1.00 99.00 20,444 1.00 99.00 20,444 1.00 99.00 20,444 1.00 99.00
2018 19,098 1.00 99.00 19,098 1.00 99.00 19,098 1.00 99.00 19,098 1.00 99.00
2019 17,363 1.00 99.00 17,363 1.00 99.00 17,363 1.00 99.00 17,363 1.00 99.00
2020 17,872 1.00 99.00 17,872 1.00 99.00 17,872 1.00 99.00 17,872 1.00 99.00
2021 6,872 1.00 99.00 6,872 1.00 99.00 6,872 1.00 99.00 6,872 1.00 99.00
Sum 373,360 1.00 99.00 373,360 1.00 99.00 373,360 1.00 99.00 373,360 1.00 99.00

cattle - hol - ce - 2102