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
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
358071
355909
354711
358071
358071
358071
358071
12.113
-844843.395
2.300
1.600
1.038
35.679
1.446
1.542
18623.799
17248.363
2010.481
6.717
45.096
1.621
62.075
38.525
44.943
61.855
38.183
1.212
45.096
2.239
447.689
2003.868
0.261
0.297
0.037
0.029
1.600
1.038
1.600
62.076
38.525
1.038
61.855
38.184
447.591
87274.051
122856.240
1.542
2.704
90.186
198.402
158.202
2620.826
7323.978
289272.160
272769.650
235672.030
1.600
1.600
1.038
1.038
4.515
3671540.464
1.450
0.537
0.192
11.729
0.497
0.498
2170.980
2285.876
5.929
3.484
21.069
0.485
47.244
47.269
20.531
47.525
47.534
0.409
21.069
1.282
566.490
0.339
0.078
0.000
0.010
0.000
0.166
0.011
0.570
47.244
47.269
0.171
47.525
47.534
566.485
52183.621
73895.089
0.498
1.096
78.394
71.325
59.633
1204.204
4380.908
117689.739
229325.927
157499.497
0.537
0.537
0.192
0.192
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
0.297
0.016
0.029
1.330
1.016
-4.094
-4.094
-4.094
0.994
0.994
0.994
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
63245.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
212082.000
10.000
4.000
2.000
98.000
2.000
2.000
22181.000
21555.000
2020.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2206.000
2004.000
0.341
0.297
0.083
0.029
2.020
1.091
6.219
99.000
99.000
2.347
99.000
99.000
2206.000
178361.000
252629.000
2.000
4.000
229.000
315.000
263.000
4330.000
16345.000
512773.000
517322.000
515514.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 2001



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
531343
531369
531372
531353
531353
531353
531372
11.564
-1029070.623
2.326
1.565
1.062
34.483
1.395
5.042
3925138.788
1.522
0.656
0.310
13.291
0.489
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
212082.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 2001



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 26389 4.97 0.00 6.00 0.58
2 4019 0.76 0.00 6.00 0.63
3 14251 2.68 0.00 6.00 0.57
4 14564 2.74 0.00 6.00 0.70
5 16277 3.06 0.00 6.00 0.46
6 39940 7.52 0.00 6.00 0.55
7 54403 10.24 0.00 7.00 0.65
8 1092 0.21 0.00 3.00 0.58
9 2210 0.42 0.00 6.00 0.57
10 10626 2.00 0.00 6.00 0.70
11 3901 0.73 0.00 6.00 0.54
12 13230 2.49 0.00 8.00 0.64
13 14455 2.72 0.00 9.00 0.78
14 205991 38.77 0.00 6.00 0.63
15 1021 0.19 0.00 6.00 0.54
16 68477 12.89 0.00 6.00 0.75
17 2125 0.40 0.00 6.00 0.60
18 9218 1.73 0.00 6.00 0.71
19 51 0.01 1.00 2.00 0.49
20 27579 5.19 0.00 7.00 0.71
22 1499 0.28 0.00 4.00 0.50

cattle - hol - ce - 2001



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14836 4.14 1.00 4.00 0.53
3 6269 1.75 1.00 4.00 0.51
4 6861 1.92 1.00 4.00 0.50
5 6117 1.71 1.00 4.00 0.29
6 26519 7.41 1.00 4.00 0.45
7 33954 9.48 1.00 4.00 0.50
10 6149 1.72 1.00 4.00 0.52
11 1277 0.36 1.00 4.00 0.30
12 6864 1.92 1.00 4.00 0.47
14 173594 48.48 1.00 4.00 0.54
16 52146 14.56 1.00 4.00 0.58
18 22574 6.30 1.00 4.00 0.55
22 911 0.25 1.00 4.00 0.46

cattle - hol - ce - 2001



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1032 23.83
4 310 7.16
5-10 988 22.82
11-20 683 15.77
21-30 321 7.41
31-40 208 4.80
41-50 140 3.23
51-100 313 7.23
101-150 116 2.68
151-200 50 1.15
201-250 29 0.67
> 250 140 3.23
Sum 4330 100.00

cattle - hol - ce - 2001



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 10,915 1.00 99.00 10,915 1.00 99.00 10,915 1.00 99.00 10,915 1.00 99.00
2005 16,428 1.00 99.00 16,428 1.00 99.00 16,428 1.00 99.00 16,428 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 22,742 1.00 99.00 22,742 1.00 99.00 22,742 1.00 99.00 22,742 1.00 99.00
2009 22,899 1.00 99.00 22,899 1.00 99.00 22,899 1.00 99.00 22,899 1.00 99.00
2010 22,842 1.00 99.00 22,842 1.00 99.00 22,842 1.00 99.00 22,842 1.00 99.00
2011 14,129 1.00 99.00 14,129 1.00 99.00 14,129 1.00 99.00 14,129 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 23,760 1.00 99.00 23,760 1.00 99.00 23,760 1.00 99.00 23,760 1.00 99.00
2015 23,710 1.00 99.00 23,710 1.00 99.00 23,710 1.00 99.00 23,710 1.00 99.00
2016 22,434 1.00 99.00 22,434 1.00 99.00 22,434 1.00 99.00 22,434 1.00 99.00
2017 20,281 1.00 99.00 20,281 1.00 99.00 20,281 1.00 99.00 20,281 1.00 99.00
2018 18,445 1.00 99.00 18,445 1.00 99.00 18,445 1.00 99.00 18,445 1.00 99.00
2019 16,618 1.00 99.00 16,618 1.00 99.00 16,618 1.00 99.00 16,618 1.00 99.00
2020 11,516 1.00 99.00 11,516 1.00 99.00 11,516 1.00 99.00 11,516 1.00 99.00
Sum 358,071 1.00 99.00 358,071 1.00 99.00 358,071 1.00 99.00 358,071 1.00 99.00

cattle - hol - ce - 2001