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
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
313139
311005
309876
313139
313139
313139
313139
11.984
-976399.431
2.304
1.597
1.044
35.784
1.369
1.543
18192.566
16809.738
2009.300
6.732
45.338
1.621
62.130
38.466
45.179
61.916
38.128
1.210
45.338
2.242
413.846
2003.849
0.258
0.304
0.042
0.036
1.597
1.044
1.597
62.131
38.466
1.044
61.916
38.129
413.735
77308.125
107601.911
1.543
2.707
89.884
184.233
141.443
2523.056
7150.611
260865.600
256055.576
207972.435
1.597
1.597
1.044
1.044
4.622
3899995.066
1.457
0.540
0.205
11.544
0.482
0.498
1961.317
2079.558
5.350
3.505
21.152
0.485
47.233
47.255
20.594
47.507
47.518
0.407
21.152
1.284
543.547
0.358
0.083
0.000
0.010
0.000
0.182
0.011
0.580
47.232
47.256
0.189
47.507
47.517
543.533
46558.654
64925.826
0.498
1.101
78.212
64.435
55.755
1181.476
4275.923
104660.462
203902.914
142079.707
0.540
0.540
0.205
0.205
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
0.304
0.016
0.036
1.323
1.017
-4.162
-4.162
-4.162
0.992
0.992
0.992
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
59117.000
3.000
4.000
1.000
1.000
1.000
1.000
22.000
195981.000
10.000
4.000
2.000
98.000
2.000
2.000
21219.000
20619.000
2018.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2200.000
2004.000
0.345
0.304
0.088
0.036
2.020
1.098
6.266
99.000
99.000
2.474
99.000
99.000
2200.000
159033.000
222194.000
2.000
4.000
229.000
284.000
239.000
4258.000
15678.000
460156.000
464415.000
462925.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1801



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
474134
474160
474163
474145
474145
474145
474163
11.399
-1164718.916
2.331
1.575
1.069
34.911
1.322
5.136
4134496.756
1.530
0.652
0.327
12.825
0.467
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
196509.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1801



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25660 5.41 0.00 6.00 0.57
2 3844 0.81 0.00 6.00 0.60
3 13685 2.89 0.00 6.00 0.57
4 13653 2.88 0.00 6.00 0.66
5 15742 3.32 0.00 6.00 0.46
6 37681 7.95 0.00 6.00 0.53
7 48328 10.19 0.00 7.00 0.63
8 1071 0.23 0.00 3.00 0.56
9 2012 0.42 0.00 6.00 0.56
10 10054 2.12 0.00 6.00 0.68
11 3844 0.81 0.00 6.00 0.53
12 12420 2.62 0.00 8.00 0.62
13 13967 2.95 0.00 9.00 0.79
14 175413 37.00 0.00 6.00 0.64
15 986 0.21 0.00 6.00 0.54
16 58623 12.36 0.00 6.00 0.73
17 1921 0.41 0.00 6.00 0.59
18 8023 1.69 0.00 6.00 0.65
19 45 0.01 1.00 2.00 0.47
20 25672 5.41 0.00 7.00 0.71
22 1466 0.31 0.00 4.00 0.50

cattle - hol - ce - 1801



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14179 4.53 1.00 4.00 0.53
3 5812 1.86 1.00 4.00 0.51
4 6502 2.08 1.00 4.00 0.50
5 5705 1.82 1.00 4.00 0.30
6 24729 7.90 1.00 4.00 0.45
7 29854 9.53 1.00 4.00 0.49
10 5928 1.89 1.00 4.00 0.52
11 1271 0.41 1.00 4.00 0.29
12 6414 2.05 1.00 4.00 0.47
14 146381 46.75 1.00 4.00 0.55
16 44220 14.12 1.00 4.00 0.57
18 21258 6.79 1.00 4.00 0.55
22 886 0.28 1.00 4.00 0.46

cattle - hol - ce - 1801



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1026 24.10
4 310 7.28
5-10 960 22.55
11-20 682 16.02
21-30 322 7.56
31-40 213 5.00
41-50 134 3.15
51-100 303 7.12
101-150 112 2.63
151-200 51 1.20
201-250 20 0.47
> 250 125 2.94
Sum 4258 100.00

cattle - hol - ce - 1801



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 10,828 1.00 99.00 10,828 1.00 99.00 10,828 1.00 99.00 10,828 1.00 99.00
2005 16,316 1.00 99.00 16,316 1.00 99.00 16,316 1.00 99.00 16,316 1.00 99.00
2006 19,323 1.00 99.00 19,323 1.00 99.00 19,323 1.00 99.00 19,323 1.00 99.00
2007 21,013 1.00 99.00 21,013 1.00 99.00 21,013 1.00 99.00 21,013 1.00 99.00
2008 22,448 1.00 99.00 22,448 1.00 99.00 22,448 1.00 99.00 22,448 1.00 99.00
2009 22,852 1.00 99.00 22,852 1.00 99.00 22,852 1.00 99.00 22,852 1.00 99.00
2010 22,807 1.00 99.00 22,807 1.00 99.00 22,807 1.00 99.00 22,807 1.00 99.00
2011 14,124 1.00 99.00 14,124 1.00 99.00 14,124 1.00 99.00 14,124 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 22,824 1.00 99.00 22,824 1.00 99.00 22,824 1.00 99.00 22,824 1.00 99.00
2014 24,023 1.00 99.00 24,023 1.00 99.00 24,023 1.00 99.00 24,023 1.00 99.00
2015 23,778 1.00 99.00 23,778 1.00 99.00 23,778 1.00 99.00 23,778 1.00 99.00
2016 22,637 1.00 99.00 22,637 1.00 99.00 22,637 1.00 99.00 22,637 1.00 99.00
2017 20,419 1.00 99.00 20,419 1.00 99.00 20,419 1.00 99.00 20,419 1.00 99.00
2018 1,801 1.00 99.00 1,801 1.00 99.00 1,801 1.00 99.00 1,801 1.00 99.00
Sum 313,139 1.00 99.00 313,139 1.00 99.00 313,139 1.00 99.00 313,139 1.00 99.00

cattle - hol - ce - 1801