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
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736697
736015
724965
736697
736697
736697
736697
7.406
-1398798.358
3.304
1.735
1.017
39.906
1.396
1.557
18258.469
16489.465
2009.492
6.516
58.000
1.766
76.285
24.450
56.900
76.114
23.903
1.130
51.680
3.273
94.924
2003.780
0.194
0.186
0.017
0.015
1.735
1.017
1.735
76.285
24.450
1.017
76.114
23.903
94.716
148972.893
202645.516
1.557
2.879
107.011
191.409
111.571
10813.077
55077.019
548282.223
141336.583
426002.523
1.735
1.735
1.017
1.017
4.832
4660662.559
2.116
0.468
0.130
9.877
0.489
0.497
2554.228
2647.115
7.000
3.442
28.702
0.423
41.145
41.160
26.182
41.453
41.461
0.336
26.634
2.035
520.829
0.414
0.064
0.000
0.006
0.000
0.159
0.007
0.459
41.144
41.160
0.124
41.454
41.460
520.321
87623.870
118755.427
0.497
1.081
83.441
83.915
70.303
5652.511
31737.298
262861.228
214224.450
285367.664
0.468
0.468
0.130
0.130
1.000
-99100229.00
1.000
1.000
1.000
0.000
1.000
1.000
12452.000
7716.000
1995.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
0.000
1.000
3.000
2003.000
0.045
0.186
0.003
0.015
1.229
1.003
-0.017
-0.017
-0.017
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
56412.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
223107.000
10.000
4.000
2.000
99.000
2.000
2.000
22839.000
22253.000
2022.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4661.000
2004.000
0.262
0.186
0.038
0.015
2.030
1.040
6.057
99.000
99.000
3.126
99.000
99.000
4659.000
302521.000
413316.000
2.000
4.000
260.000
342.000
312.000
21796.000
110552.000
985479.000
986261.000
985654.000
4.000
4.000
2.000
2.000

cattle - sim - 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
1476545
1476630
1476646
1476519
1476519
1476519
1476646
7.276
-1420235.546
3.459
1.497
1.030
34.087
1.420
4.961
4564231.910
2.346
0.726
0.223
16.449
0.494
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
224145.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 2202



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 203925 13.81 0.00 6.00 0.67
2 53656 3.63 0.00 6.00 0.79
3 122631 8.31 0.00 6.00 0.78
4 58721 3.98 0.00 6.00 0.85
5 51473 3.49 0.00 9.00 0.61
6 278646 18.87 0.00 6.00 0.59
7 273229 18.51 0.00 6.00 0.76
8 1350 0.09 0.00 3.00 0.86
9 21982 1.49 0.00 4.00 0.62
10 52758 3.57 0.00 6.00 0.74
11 48547 3.29 0.00 6.00 0.61
12 67717 4.59 0.00 6.00 0.68
13 2161 0.15 0.00 3.00 0.74
14 100981 6.84 0.00 8.00 0.66
15 1640 0.11 0.00 4.00 0.67
16 77216 5.23 0.00 6.00 0.77
17 2407 0.16 0.00 3.00 0.82
18 5420 0.37 0.00 6.00 0.76
19 225 0.02 0.00 3.00 0.56
20 39184 2.65 0.00 4.00 0.76
22 12538 0.85 0.00 6.00 0.74

cattle - sim - ce - 2202



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 114759 15.58 1.00 4.00 0.43
3 54146 7.35 1.00 4.00 0.51
5 17153 2.33 1.00 4.00 0.37
6 187582 25.46 1.00 4.00 0.42
7 160454 21.78 1.00 4.00 0.46
10 28468 3.86 1.00 4.00 0.47
11 21651 2.94 1.00 4.00 0.51
12 34616 4.70 1.00 4.00 0.49
14 46408 6.30 1.00 4.00 0.51
16 43494 5.90 1.00 4.00 0.48
18 5981 0.81 1.00 4.00 0.43
20 15521 2.11 1.00 4.00 0.50
22 6464 0.88 1.00 4.00 0.32

cattle - sim - ce - 2202



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4220 19.36
4 1164 5.34
5-10 4549 20.87
11-20 3789 17.38
21-30 2036 9.34
31-40 1378 6.32
41-50 971 4.45
51-100 2113 9.69
101-150 786 3.61
151-200 355 1.63
201-250 184 0.84
> 250 251 1.15
Sum 21796 100.00

cattle - sim - 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
1995 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00
1996 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00 10,668 1.00 99.00
1997 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00 15,021 1.00 99.00
1998 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00 18,651 1.00 99.00
1999 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00 20,048 1.00 99.00
2000 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00 19,044 1.00 99.00
2001 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00 22,295 1.00 99.00
2002 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00 25,834 1.00 99.00
2003 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00 26,771 1.00 99.00
2004 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00 30,843 1.00 99.00
2005 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00 35,737 1.00 99.00
2006 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00 38,113 1.00 99.00
2007 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00 40,616 1.00 99.00
2008 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00 40,950 1.00 99.00
2009 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00 39,209 1.00 99.00
2010 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00 36,992 1.00 99.00
2011 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00 18,943 1.00 99.00
2012 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00 1,612 1.00 99.00
2013 37,535 1.00 99.00 37,535 1.00 99.00 37,535 1.00 99.00 37,535 1.00 99.00
2014 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00 37,288 1.00 99.00
2015 35,072 1.00 99.00 35,072 1.00 99.00 35,072 1.00 99.00 35,072 1.00 99.00
2016 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00 32,760 1.00 99.00
2017 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00 30,008 1.00 99.00
2018 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00 28,659 1.00 99.00
2019 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00 27,754 1.00 99.00
2020 25,979 1.00 99.00 25,979 1.00 99.00 25,979 1.00 99.00 25,979 1.00 99.00
2021 25,816 1.00 99.00 25,816 1.00 99.00 25,816 1.00 99.00 25,816 1.00 99.00
2022 10,658 1.00 99.00 10,658 1.00 99.00 10,658 1.00 99.00 10,658 1.00 99.00
Sum 736,697 1.00 99.00 736,697 1.00 99.00 736,697 1.00 99.00 736,697 1.00 99.00

cattle - sim - ce - 2202