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
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
406823
404658
403453
406823
406823
406823
406823
12.229
-729282.197
2.297
1.602
1.034
35.497
1.512
1.546
19094.541
17727.265
2011.765
6.763
44.828
1.621
62.086
38.516
44.682
61.864
38.170
1.217
44.828
2.238
512.009
2003.883
0.261
0.291
0.033
0.024
1.602
1.034
1.602
62.086
38.516
1.034
61.863
38.171
511.924
97756.194
139258.427
1.546
2.712
90.926
213.867
181.272
2727.141
7414.497
319426.578
287170.817
265032.321
1.602
1.602
1.034
1.034
4.413
3458897.464
1.445
0.534
0.181
11.893
0.500
0.498
2407.280
2519.297
6.573
3.517
20.979
0.485
47.242
47.265
20.461
47.525
47.533
0.412
20.979
1.280
642.135
0.321
0.073
0.000
0.011
0.000
0.158
0.012
0.562
47.241
47.265
0.157
47.526
47.533
642.140
57981.966
83523.387
0.498
1.089
78.658
79.087
65.572
1222.499
4432.546
131834.070
257433.924
173913.357
0.534
0.534
0.181
0.181
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
0.024
1.329
1.016
-4.028
-4.028
-4.028
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
67436.000
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
23054.000
22426.000
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
0.335
0.291
0.079
0.024
2.020
1.086
6.173
99.000
99.000
2.257
99.000
99.000
2691.000
198642.000
285383.000
2.000
4.000
229.000
344.000
298.000
4355.000
16822.000
569009.000
573896.000
571796.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2301



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
585776
585802
585805
585786
585786
585786
585805
11.707
-922357.321
2.324
1.558
1.056
34.241
1.451
4.958
3753231.858
1.514
0.657
0.295
13.489
0.498
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 - 2301



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26908 4.59 0.00 6.00 0.58
2 4166 0.71 0.00 6.00 0.63
3 14670 2.50 0.00 6.00 0.57
4 15588 2.66 0.00 6.00 0.71
5 16717 2.85 0.00 6.00 0.47
6 41953 7.16 0.00 6.00 0.56
7 59693 10.19 0.00 7.00 0.65
8 1096 0.19 0.00 3.00 0.59
9 2287 0.39 0.00 6.00 0.57
10 11013 1.88 0.00 6.00 0.71
11 3906 0.67 0.00 6.00 0.54
12 13986 2.39 0.00 8.00 0.66
13 14976 2.56 0.00 9.00 0.77
14 235412 40.19 0.00 6.00 0.62
15 1052 0.18 0.00 6.00 0.54
16 78934 13.48 0.00 6.00 0.75
17 2297 0.39 0.00 6.00 0.58
18 10406 1.78 0.00 6.00 0.70
19 54 0.01 1.00 2.00 0.50
20 29099 4.97 0.00 7.00 0.73
22 1538 0.26 0.00 4.00 0.50

cattle - hol - ce - 2301



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 15225 3.74 1.00 4.00 0.53
3 6638 1.63 1.00 4.00 0.51
4 7530 1.85 1.00 4.00 0.49
5 6436 1.58 1.00 4.00 0.29
6 28034 6.89 1.00 4.00 0.46
7 39175 9.63 1.00 4.00 0.49
10 6413 1.58 1.00 4.00 0.52
11 1277 0.31 1.00 4.00 0.30
12 7336 1.80 1.00 4.00 0.48
14 202628 49.81 1.00 4.00 0.53
16 60990 14.99 1.00 4.00 0.58
18 24211 5.95 1.00 4.00 0.54
22 930 0.23 1.00 4.00 0.45

cattle - hol - ce - 2301



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1038 23.83
4 309 7.10
5-10 978 22.46
11-20 689 15.82
21-30 322 7.39
31-40 208 4.78
41-50 148 3.40
51-100 313 7.19
101-150 113 2.59
151-200 61 1.40
201-250 31 0.71
> 250 145 3.33
Sum 4355 100.00

cattle - hol - ce - 2301



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 19,407 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 22,735 1.00 99.00 22,735 1.00 99.00 22,735 1.00 99.00 22,735 1.00 99.00
2009 22,898 1.00 99.00 22,898 1.00 99.00 22,898 1.00 99.00 22,898 1.00 99.00
2010 22,836 1.00 99.00 22,836 1.00 99.00 22,836 1.00 99.00 22,836 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 22,779 1.00 99.00 22,779 1.00 99.00 22,779 1.00 99.00 22,779 1.00 99.00
2014 23,988 1.00 99.00 23,988 1.00 99.00 23,988 1.00 99.00 23,988 1.00 99.00
2015 23,740 1.00 99.00 23,740 1.00 99.00 23,740 1.00 99.00 23,740 1.00 99.00
2016 22,640 1.00 99.00 22,640 1.00 99.00 22,640 1.00 99.00 22,640 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 19,456 1.00 99.00 19,456 1.00 99.00 19,456 1.00 99.00 19,456 1.00 99.00
2022 18,753 1.00 99.00 18,753 1.00 99.00 18,753 1.00 99.00 18,753 1.00 99.00
2023 2,110 1.00 99.00 2,110 1.00 99.00 2,110 1.00 99.00 2,110 1.00 99.00
Sum 406,823 1.00 99.00 406,823 1.00 99.00 406,823 1.00 99.00 406,823 1.00 99.00

cattle - hol - ce - 2301