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
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
452224
450027
448863
452224
452224
452224
452224
12.332
-641029.130
2.289
1.594
1.030
35.551
1.562
1.553
19552.239
18194.555
2013.015
6.790
44.514
1.620
61.962
38.632
44.375
61.741
38.289
1.222
44.514
2.232
559.674
2003.896
0.261
0.291
0.029
0.021
1.594
1.030
1.594
61.962
38.631
1.030
61.741
38.290
559.597
107649.833
154544.301
1.553
2.725
91.603
228.904
202.161
2830.356
7489.505
345739.060
305559.237
292057.484
1.594
1.594
1.030
1.030
4.333
3289449.536
1.436
0.534
0.172
11.697
0.496
0.497
2652.591
2764.690
7.243
3.511
20.830
0.485
47.277
47.298
20.332
47.557
47.565
0.416
20.830
1.276
676.855
0.305
0.069
0.000
0.011
0.000
0.156
0.012
0.561
47.276
47.298
0.147
47.558
47.564
676.864
63655.073
92704.620
0.497
1.084
78.972
87.147
70.367
1235.746
4435.630
145251.003
283243.209
188866.459
0.534
0.534
0.172
0.172
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
0.021
1.336
1.015
-3.949
-3.949
-3.949
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
69271.000
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
24118.000
23493.000
2026.000
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
0.326
0.291
0.076
0.021
2.020
1.083
6.174
99.000
99.000
2.194
99.000
99.000
2691.000
218106.000
316429.000
2.000
4.000
229.000
379.000
330.000
4375.000
17212.000
619789.000
625024.000
622661.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2601



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
637711
637737
637740
637721
637721
637721
637740
11.821
-836115.623
2.318
1.550
1.052
34.242
1.496
4.890
3608857.524
1.504
0.654
0.284
13.398
0.500
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
236782.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2601



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 27276 4.28 0.00 6.00 0.59
2 4450 0.70 0.00 6.00 0.63
3 15011 2.35 0.00 6.00 0.57
4 16883 2.65 0.00 6.00 0.73
5 17116 2.68 0.00 6.00 0.46
6 43890 6.88 0.00 6.00 0.56
7 64565 10.12 0.00 7.00 0.64
8 1097 0.17 0.00 3.00 0.59
9 2324 0.36 0.00 6.00 0.57
10 11373 1.78 0.00 6.00 0.70
11 3910 0.61 0.00 6.00 0.54
12 14467 2.27 0.00 8.00 0.67
13 15649 2.45 0.00 9.00 0.77
14 263102 41.26 0.00 6.00 0.62
15 1092 0.17 0.00 6.00 0.54
16 89089 13.97 0.00 6.00 0.74
17 2452 0.38 0.00 6.00 0.57
18 11707 1.84 0.00 6.00 0.69
19 54 0.01 1.00 2.00 0.50
20 30603 4.80 0.00 7.00 0.73
22 1576 0.25 0.00 4.00 0.50

cattle - hol - ce - 2601



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15497 3.43 1.00 4.00 0.53
3 6928 1.53 1.00 4.00 0.51
4 8471 1.87 1.00 4.00 0.49
5 6757 1.49 1.00 4.00 0.28
6 29435 6.51 1.00 4.00 0.46
7 43037 9.52 1.00 4.00 0.48
10 6670 1.47 1.00 4.00 0.52
11 1277 0.28 1.00 4.00 0.30
12 7659 1.69 1.00 4.00 0.48
14 229485 50.75 1.00 4.00 0.53
16 70160 15.51 1.00 4.00 0.57
18 25909 5.73 1.00 4.00 0.54
22 939 0.21 1.00 4.00 0.46

cattle - hol - ce - 2601



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1039 23.75
4 311 7.11
5-10 980 22.40
11-20 689 15.75
21-30 321 7.34
31-40 208 4.75
41-50 149 3.41
51-100 315 7.20
101-150 112 2.56
151-200 63 1.44
201-250 31 0.71
> 250 157 3.59
Sum 4375 100.00

cattle - hol - ce - 2601



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 6,176 1.00 99.00 6,176 1.00 99.00 6,176 1.00 99.00 6,176 1.00 99.00
2000 6,727 1.00 99.00 6,727 1.00 99.00 6,727 1.00 99.00 6,727 1.00 99.00
2001 7,389 1.00 99.00 7,389 1.00 99.00 7,389 1.00 99.00 7,389 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 19,407 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 22,734 1.00 99.00 22,734 1.00 99.00 22,734 1.00 99.00 22,734 1.00 99.00
2009 22,905 1.00 99.00 22,905 1.00 99.00 22,905 1.00 99.00 22,905 1.00 99.00
2010 22,832 1.00 99.00 22,832 1.00 99.00 22,832 1.00 99.00 22,832 1.00 99.00
2011 14,140 1.00 99.00 14,140 1.00 99.00 14,140 1.00 99.00 14,140 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 22,781 1.00 99.00 22,781 1.00 99.00 22,781 1.00 99.00 22,781 1.00 99.00
2014 23,986 1.00 99.00 23,986 1.00 99.00 23,986 1.00 99.00 23,986 1.00 99.00
2015 23,738 1.00 99.00 23,738 1.00 99.00 23,738 1.00 99.00 23,738 1.00 99.00
2016 22,638 1.00 99.00 22,638 1.00 99.00 22,638 1.00 99.00 22,638 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 19,460 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 14,976 1.00 99.00 14,976 1.00 99.00 14,976 1.00 99.00 14,976 1.00 99.00
2026 444 1.00 99.00 444 1.00 99.00 444 1.00 99.00 444 1.00 99.00
Sum 452,224 1.00 99.00 452,224 1.00 99.00 452,224 1.00 99.00 452,224 1.00 99.00

cattle - hol - ce - 2601