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
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
439476
437292
436108
439476
439476
439476
439476
12.308
-664860.242
2.293
1.597
1.031
35.525
1.548
1.550
19415.726
18054.672
2012.643
6.766
44.624
1.621
62.062
38.535
44.483
61.841
38.190
1.221
44.624
2.235
546.700
2003.892
0.261
0.291
0.030
0.022
1.597
1.031
1.597
62.063
38.534
1.031
61.841
38.191
546.621
104733.733
150120.542
1.550
2.721
91.375
224.419
198.489
2801.551
7483.877
338338.094
300703.490
284426.732
1.597
1.597
1.031
1.031
4.355
3335727.205
1.439
0.534
0.174
11.772
0.498
0.497
2580.057
2691.444
7.048
3.520
20.881
0.485
47.250
47.272
20.376
47.532
47.540
0.415
20.881
1.278
671.719
0.310
0.070
0.000
0.011
0.000
0.156
0.012
0.562
47.249
47.273
0.149
47.532
47.539
671.727
61982.393
90046.348
0.497
1.085
78.853
84.764
69.700
1232.309
4448.714
141506.390
276112.674
184768.872
0.534
0.534
0.174
0.174
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
0.291
0.015
0.022
1.336
1.015
-4.034
-4.034
-4.034
0.997
0.997
0.997
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
68823.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
231858.000
10.000
4.000
2.000
98.000
2.000
2.000
23792.000
23171.000
2025.000
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
0.328
0.291
0.077
0.022
2.020
1.084
6.177
99.000
99.000
2.207
99.000
99.000
2691.000
212378.000
307499.000
2.000
4.000
229.000
368.000
323.000
4372.000
17143.000
605618.000
610798.000
608519.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2501



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
623787
623813
623816
623797
623797
623797
623816
11.795
-857950.652
2.320
1.552
1.053
34.229
1.485
4.907
3645903.841
1.507
0.655
0.287
13.437
0.500
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
233779.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2501



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 27175 4.36 0.00 6.00 0.58
2 4336 0.70 0.00 6.00 0.63
3 14914 2.39 0.00 6.00 0.57
4 16541 2.65 0.00 6.00 0.72
5 17004 2.73 0.00 6.00 0.47
6 43354 6.95 0.00 6.00 0.56
7 63167 10.13 0.00 7.00 0.64
8 1096 0.18 0.00 3.00 0.59
9 2317 0.37 0.00 6.00 0.57
10 11279 1.81 0.00 6.00 0.71
11 3907 0.63 0.00 6.00 0.54
12 14350 2.30 0.00 8.00 0.67
13 15514 2.49 0.00 9.00 0.77
14 255574 40.97 0.00 6.00 0.62
15 1072 0.17 0.00 6.00 0.54
16 86584 13.88 0.00 6.00 0.74
17 2404 0.39 0.00 6.00 0.58
18 11328 1.82 0.00 6.00 0.69
19 54 0.01 1.00 2.00 0.50
20 30231 4.85 0.00 7.00 0.73
22 1561 0.25 0.00 4.00 0.50

cattle - hol - ce - 2501



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15412 3.51 1.00 4.00 0.53
3 6839 1.56 1.00 4.00 0.51
4 8229 1.87 1.00 4.00 0.49
5 6661 1.52 1.00 4.00 0.28
6 29067 6.61 1.00 4.00 0.46
7 41846 9.52 1.00 4.00 0.48
10 6599 1.50 1.00 4.00 0.52
11 1277 0.29 1.00 4.00 0.30
12 7556 1.72 1.00 4.00 0.48
14 221760 50.46 1.00 4.00 0.53
16 67745 15.41 1.00 4.00 0.57
18 25545 5.81 1.00 4.00 0.54
22 940 0.21 1.00 4.00 0.46

cattle - hol - ce - 2501



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1037 23.72
4 310 7.09
5-10 981 22.44
11-20 688 15.74
21-30 324 7.41
31-40 207 4.73
41-50 150 3.43
51-100 314 7.18
101-150 115 2.63
151-200 60 1.37
201-250 31 0.71
> 250 155 3.55
Sum 4372 100.00

cattle - hol - ce - 2501



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 16,429 1.00 99.00 16,429 1.00 99.00 16,429 1.00 99.00 16,429 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 22,749 1.00 99.00 22,749 1.00 99.00 22,749 1.00 99.00 22,749 1.00 99.00
2009 22,907 1.00 99.00 22,907 1.00 99.00 22,907 1.00 99.00 22,907 1.00 99.00
2010 22,857 1.00 99.00 22,857 1.00 99.00 22,857 1.00 99.00 22,857 1.00 99.00
2011 14,148 1.00 99.00 14,148 1.00 99.00 14,148 1.00 99.00 14,148 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 22,792 1.00 99.00 22,792 1.00 99.00 22,792 1.00 99.00 22,792 1.00 99.00
2014 23,992 1.00 99.00 23,992 1.00 99.00 23,992 1.00 99.00 23,992 1.00 99.00
2015 23,735 1.00 99.00 23,735 1.00 99.00 23,735 1.00 99.00 23,735 1.00 99.00
2016 22,641 1.00 99.00 22,641 1.00 99.00 22,641 1.00 99.00 22,641 1.00 99.00
2017 20,445 1.00 99.00 20,445 1.00 99.00 20,445 1.00 99.00 20,445 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 19,460 1.00 99.00 19,460 1.00 99.00 19,460 1.00 99.00 19,460 1.00 99.00
2022 18,756 1.00 99.00 18,756 1.00 99.00 18,756 1.00 99.00 18,756 1.00 99.00
2023 16,812 1.00 99.00 16,812 1.00 99.00 16,812 1.00 99.00 16,812 1.00 99.00
2024 15,629 1.00 99.00 15,629 1.00 99.00 15,629 1.00 99.00 15,629 1.00 99.00
2025 2,250 1.00 99.00 2,250 1.00 99.00 2,250 1.00 99.00 2,250 1.00 99.00
Sum 439,476 1.00 99.00 439,476 1.00 99.00 439,476 1.00 99.00 439,476 1.00 99.00

cattle - hol - ce - 2501