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
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
420818
418657
417458
420818
420818
420818
420818
12.265
-700570.342
2.295
1.601
1.033
35.493
1.528
1.547
19229.953
17865.616
2012.134
6.781
44.732
1.621
62.072
38.529
44.588
61.850
38.183
1.218
44.732
2.236
530.736
2003.887
0.261
0.292
0.032
0.023
1.601
1.033
1.601
62.073
38.528
1.033
61.849
38.183
530.653
100720.234
143889.589
1.547
2.715
91.074
218.316
183.142
2758.403
7426.818
327434.130
293805.209
273280.145
1.601
1.601
1.033
1.033
4.386
3404336.053
1.442
0.535
0.178
11.875
0.499
0.498
2478.633
2590.820
6.767
3.501
20.937
0.485
47.246
47.268
20.425
47.529
47.537
0.413
20.937
1.279
656.625
0.316
0.072
0.000
0.011
0.000
0.156
0.012
0.562
47.245
47.269
0.154
47.530
47.537
656.631
59692.656
86301.654
0.498
1.088
78.738
81.432
65.342
1227.221
4427.105
135919.295
265380.352
178615.254
0.535
0.535
0.178
0.178
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
0.292
0.015
0.023
1.331
1.016
-4.038
-4.038
-4.038
0.996
0.996
0.996
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
68007.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
222628.000
10.000
4.000
2.000
98.000
2.000
2.000
23361.000
22750.000
2023.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2691.000
2004.000
0.333
0.292
0.078
0.023
2.020
1.085
6.180
99.000
99.000
2.230
99.000
99.000
2691.000
204505.000
294852.000
2.000
4.000
229.000
354.000
299.000
4361.000
16923.000
584577.000
589658.000
587505.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2302



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
601713
601739
601742
601723
601723
601723
601742
11.746
-894465.899
2.322
1.556
1.055
34.217
1.466
4.934
3707072.479
1.511
0.656
0.292
13.495
0.499
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
226065.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2302



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 27013 4.49 0.00 6.00 0.58
2 4212 0.70 0.00 6.00 0.63
3 14775 2.46 0.00 6.00 0.57
4 15946 2.65 0.00 6.00 0.72
5 16825 2.80 0.00 6.00 0.47
6 42536 7.07 0.00 6.00 0.56
7 61165 10.17 0.00 7.00 0.64
8 1096 0.18 0.00 3.00 0.59
9 2300 0.38 0.00 6.00 0.57
10 11113 1.85 0.00 6.00 0.71
11 3906 0.65 0.00 6.00 0.54
12 14182 2.36 0.00 8.00 0.67
13 15203 2.53 0.00 9.00 0.77
14 244058 40.56 0.00 6.00 0.62
15 1055 0.18 0.00 6.00 0.54
16 82069 13.64 0.00 6.00 0.74
17 2335 0.39 0.00 6.00 0.58
18 10753 1.79 0.00 6.00 0.70
19 54 0.01 1.00 2.00 0.50
20 29547 4.91 0.00 7.00 0.73
22 1545 0.26 0.00 4.00 0.50

cattle - hol - ce - 2302



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15306 3.64 1.00 4.00 0.53
3 6725 1.60 1.00 4.00 0.51
4 7793 1.85 1.00 4.00 0.49
5 6527 1.55 1.00 4.00 0.29
6 28490 6.77 1.00 4.00 0.46
7 40255 9.57 1.00 4.00 0.49
10 6484 1.54 1.00 4.00 0.52
11 1277 0.30 1.00 4.00 0.30
12 7473 1.78 1.00 4.00 0.48
14 211027 50.15 1.00 4.00 0.53
16 63773 15.15 1.00 4.00 0.58
18 24758 5.88 1.00 4.00 0.54
22 930 0.22 1.00 4.00 0.45

cattle - hol - ce - 2302



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1037 23.78
4 309 7.09
5-10 980 22.47
11-20 686 15.73
21-30 325 7.45
31-40 209 4.79
41-50 144 3.30
51-100 319 7.31
101-150 111 2.55
151-200 63 1.44
201-250 30 0.69
> 250 148 3.39
Sum 4361 100.00

cattle - hol - ce - 2302



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 10,921 1.00 99.00 10,921 1.00 99.00 10,921 1.00 99.00 10,921 1.00 99.00
2005 16,432 1.00 99.00 16,432 1.00 99.00 16,432 1.00 99.00 16,432 1.00 99.00
2006 19,410 1.00 99.00 19,410 1.00 99.00 19,410 1.00 99.00 19,410 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 22,760 1.00 99.00 22,760 1.00 99.00 22,760 1.00 99.00 22,760 1.00 99.00
2009 22,944 1.00 99.00 22,944 1.00 99.00 22,944 1.00 99.00 22,944 1.00 99.00
2010 22,872 1.00 99.00 22,872 1.00 99.00 22,872 1.00 99.00 22,872 1.00 99.00
2011 14,152 1.00 99.00 14,152 1.00 99.00 14,152 1.00 99.00 14,152 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 22,798 1.00 99.00 22,798 1.00 99.00 22,798 1.00 99.00 22,798 1.00 99.00
2014 23,994 1.00 99.00 23,994 1.00 99.00 23,994 1.00 99.00 23,994 1.00 99.00
2015 23,739 1.00 99.00 23,739 1.00 99.00 23,739 1.00 99.00 23,739 1.00 99.00
2016 22,642 1.00 99.00 22,642 1.00 99.00 22,642 1.00 99.00 22,642 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 19,115 1.00 99.00 19,115 1.00 99.00 19,115 1.00 99.00 19,115 1.00 99.00
2019 17,374 1.00 99.00 17,374 1.00 99.00 17,374 1.00 99.00 17,374 1.00 99.00
2020 17,890 1.00 99.00 17,890 1.00 99.00 17,890 1.00 99.00 17,890 1.00 99.00
2021 19,459 1.00 99.00 19,459 1.00 99.00 19,459 1.00 99.00 19,459 1.00 99.00
2022 18,749 1.00 99.00 18,749 1.00 99.00 18,749 1.00 99.00 18,749 1.00 99.00
2023 15,959 1.00 99.00 15,959 1.00 99.00 15,959 1.00 99.00 15,959 1.00 99.00
Sum 420,818 1.00 99.00 420,818 1.00 99.00 420,818 1.00 99.00 420,818 1.00 99.00

cattle - hol - ce - 2302