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
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
394734
392571
391344
394734
394734
394734
394734
12.200
-755623.600
2.296
1.602
1.035
35.492
1.497
1.545
18976.102
17607.248
2011.444
6.720
44.880
1.620
62.041
38.561
44.732
61.819
38.216
1.217
44.880
2.237
489.957
2003.880
0.261
0.292
0.034
0.026
1.602
1.035
1.602
62.042
38.561
1.035
61.818
38.217
489.869
95369.040
135330.858
1.545
2.710
90.814
209.976
174.448
2698.317
7398.434
312374.879
282771.893
257927.109
1.602
1.602
1.035
1.035
4.436
3508009.108
1.446
0.535
0.183
11.914
0.500
0.498
2345.837
2459.227
6.410
3.507
21.003
0.485
47.252
47.276
20.478
47.536
47.544
0.412
21.003
1.280
615.497
0.325
0.074
0.000
0.010
0.000
0.159
0.011
0.563
47.252
47.277
0.160
47.536
47.544
615.499
56623.784
81245.305
0.498
1.090
78.632
77.069
63.542
1218.087
4428.562
128240.114
250351.419
169786.761
0.535
0.535
0.183
0.183
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
0.026
1.328
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
66907.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
221131.000
10.000
4.000
2.000
98.000
2.000
2.000
22839.000
22242.000
2022.000
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
0.337
0.292
0.080
0.026
2.020
1.087
6.180
99.000
99.000
2.280
99.000
99.000
2691.000
193786.000
277512.000
2.000
4.000
229.000
337.000
288.000
4345.000
16711.000
554771.000
559609.000
557610.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2202



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
571913
571939
571942
571923
571923
571923
571942
11.673
-947832.229
2.324
1.560
1.058
34.265
1.438
4.978
3794819.675
1.517
0.657
0.299
13.477
0.496
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
223114.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2202



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26771 4.68 0.00 6.00 0.58
2 4129 0.72 0.00 6.00 0.63
3 14570 2.55 0.00 6.00 0.57
4 15228 2.66 0.00 6.00 0.71
5 16621 2.91 0.00 6.00 0.46
6 41470 7.25 0.00 6.00 0.55
7 58409 10.21 0.00 7.00 0.65
8 1096 0.19 0.00 3.00 0.59
9 2278 0.40 0.00 6.00 0.57
10 10929 1.91 0.00 6.00 0.71
11 3906 0.68 0.00 6.00 0.54
12 13865 2.42 0.00 8.00 0.66
13 14862 2.60 0.00 9.00 0.78
14 227824 39.84 0.00 6.00 0.62
15 1047 0.18 0.00 6.00 0.54
16 76135 13.31 0.00 6.00 0.75
17 2267 0.40 0.00 6.00 0.59
18 10168 1.78 0.00 6.00 0.70
19 54 0.01 1.00 2.00 0.50
20 28726 5.02 0.00 7.00 0.72
22 1533 0.27 0.00 4.00 0.50

cattle - hol - ce - 2202



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15124 3.83 1.00 4.00 0.53
3 6551 1.66 1.00 4.00 0.51
4 7255 1.84 1.00 4.00 0.50
5 6361 1.61 1.00 4.00 0.29
6 27683 7.01 1.00 4.00 0.46
7 38092 9.65 1.00 4.00 0.50
10 6347 1.61 1.00 4.00 0.52
11 1277 0.32 1.00 4.00 0.30
12 7275 1.84 1.00 4.00 0.48
14 195441 49.51 1.00 4.00 0.53
16 58539 14.83 1.00 4.00 0.58
18 23861 6.04 1.00 4.00 0.55
22 928 0.24 1.00 4.00 0.45

cattle - hol - ce - 2202



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1034 23.80
4 309 7.11
5-10 980 22.55
11-20 685 15.77
21-30 322 7.41
31-40 214 4.93
41-50 141 3.25
51-100 314 7.23
101-150 112 2.58
151-200 60 1.38
201-250 29 0.67
> 250 145 3.34
Sum 4345 100.00

cattle - hol - ce - 2202



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 19,407 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 22,737 1.00 99.00 22,737 1.00 99.00 22,737 1.00 99.00 22,737 1.00 99.00
2009 22,910 1.00 99.00 22,910 1.00 99.00 22,910 1.00 99.00 22,910 1.00 99.00
2010 22,863 1.00 99.00 22,863 1.00 99.00 22,863 1.00 99.00 22,863 1.00 99.00
2011 14,146 1.00 99.00 14,146 1.00 99.00 14,146 1.00 99.00 14,146 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 22,794 1.00 99.00 22,794 1.00 99.00 22,794 1.00 99.00 22,794 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 22,642 1.00 99.00 22,642 1.00 99.00 22,642 1.00 99.00 22,642 1.00 99.00
2017 20,443 1.00 99.00 20,443 1.00 99.00 20,443 1.00 99.00 20,443 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 19,453 1.00 99.00 19,453 1.00 99.00 19,453 1.00 99.00 19,453 1.00 99.00
2022 8,719 1.00 99.00 8,719 1.00 99.00 8,719 1.00 99.00 8,719 1.00 99.00
Sum 394,734 1.00 99.00 394,734 1.00 99.00 394,734 1.00 99.00 394,734 1.00 99.00

cattle - hol - ce - 2202