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
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
276339
274203
273070
276339
276339
276339
276339
11.843
-1115713.187
2.299
1.594
1.050
35.893
1.285
1.547
17833.484
16448.185
2008.325
6.643
45.419
1.619
61.887
38.708
45.255
61.675
38.375
1.211
45.419
2.235
348.903
2003.828
0.255
0.307
0.047
0.043
1.594
1.050
1.594
61.888
38.707
1.050
61.675
38.375
348.777
69910.903
96301.084
1.547
2.713
90.144
172.437
125.102
2467.061
7004.396
238467.218
232332.534
186616.219
1.594
1.594
1.050
1.050
4.722
4131635.629
1.460
0.543
0.218
11.333
0.452
0.498
1803.704
1929.607
4.928
3.507
21.137
0.486
47.295
47.316
20.563
47.563
47.576
0.408
21.137
1.283
473.201
0.377
0.087
0.000
0.011
0.000
0.201
0.012
0.590
47.294
47.317
0.208
47.564
47.575
473.166
42177.249
57804.934
0.498
1.103
78.332
59.259
51.502
1186.434
4185.671
94247.885
183464.550
129098.625
0.543
0.543
0.218
0.218
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
0.307
0.016
0.043
1.296
1.017
-4.196
-4.196
-4.196
0.990
0.990
0.990
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
56513.000
2.000
3.000
1.000
1.000
1.000
1.000
22.000
181057.000
10.000
4.000
2.000
98.000
2.000
2.000
20611.000
19997.000
2016.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2201.000
2004.000
0.351
0.307
0.093
0.043
2.020
1.104
6.290
99.000
99.000
2.621
99.000
99.000
2201.000
144505.000
198579.000
2.000
4.000
229.000
264.000
216.000
4218.000
15188.000
418498.000
422424.000
421123.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1601



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
432709
432735
432738
432724
432724
432724
432738
11.259
-1282906.926
2.324
1.584
1.076
35.156
1.257
5.207
4309318.283
1.534
0.650
0.341
12.525
0.437
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
182681.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1601



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25036 5.79 0.00 6.00 0.56
2 3654 0.84 0.00 6.00 0.59
3 13305 3.07 0.00 6.00 0.57
4 12343 2.85 0.00 6.00 0.64
5 15216 3.52 0.00 6.00 0.46
6 36152 8.36 0.00 6.00 0.52
7 44853 10.37 0.00 7.00 0.62
8 1060 0.24 0.00 3.00 0.54
9 1887 0.44 0.00 6.00 0.56
10 9461 2.19 0.00 6.00 0.67
11 3787 0.88 0.00 6.00 0.53
12 11863 2.74 0.00 8.00 0.60
13 13298 3.07 0.00 9.00 0.80
14 153654 35.51 0.00 6.00 0.66
15 973 0.22 0.00 6.00 0.54
16 51391 11.88 0.00 6.00 0.72
17 1787 0.41 0.00 6.00 0.58
18 7259 1.68 0.00 6.00 0.65
19 45 0.01 1.00 2.00 0.47
20 24243 5.60 0.00 7.00 0.70
22 1422 0.33 0.00 4.00 0.50

cattle - hol - ce - 1601



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 13760 4.98 1.00 4.00 0.53
3 5473 1.98 1.00 4.00 0.51
4 5505 1.99 1.00 4.00 0.50
5 5317 1.92 1.00 4.00 0.30
6 23543 8.52 1.00 4.00 0.45
7 27059 9.79 1.00 4.00 0.49
10 5513 2.00 1.00 4.00 0.52
11 1258 0.46 1.00 4.00 0.29
12 6072 2.20 1.00 4.00 0.47
14 124281 44.97 1.00 4.00 0.55
16 38009 13.75 1.00 4.00 0.57
18 19702 7.13 1.00 4.00 0.55
22 847 0.31 1.00 4.00 0.47

cattle - hol - ce - 1601



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1023 24.25
4 310 7.35
5-10 957 22.69
11-20 671 15.91
21-30 325 7.71
31-40 210 4.98
41-50 132 3.13
51-100 300 7.11
101-150 105 2.49
151-200 43 1.02
201-250 30 0.71
> 250 112 2.66
Sum 4218 100.00

cattle - hol - ce - 1601



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 4,564 1.00 99.00 4,564 1.00 99.00 4,564 1.00 99.00 4,564 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 7,398 1.00 99.00 7,398 1.00 99.00 7,398 1.00 99.00 7,398 1.00 99.00
2002 8,523 1.00 99.00 8,523 1.00 99.00 8,523 1.00 99.00 8,523 1.00 99.00
2003 8,297 1.00 99.00 8,297 1.00 99.00 8,297 1.00 99.00 8,297 1.00 99.00
2004 10,827 1.00 99.00 10,827 1.00 99.00 10,827 1.00 99.00 10,827 1.00 99.00
2005 16,315 1.00 99.00 16,315 1.00 99.00 16,315 1.00 99.00 16,315 1.00 99.00
2006 19,320 1.00 99.00 19,320 1.00 99.00 19,320 1.00 99.00 19,320 1.00 99.00
2007 21,014 1.00 99.00 21,014 1.00 99.00 21,014 1.00 99.00 21,014 1.00 99.00
2008 22,427 1.00 99.00 22,427 1.00 99.00 22,427 1.00 99.00 22,427 1.00 99.00
2009 22,827 1.00 99.00 22,827 1.00 99.00 22,827 1.00 99.00 22,827 1.00 99.00
2010 22,769 1.00 99.00 22,769 1.00 99.00 22,769 1.00 99.00 22,769 1.00 99.00
2011 14,082 1.00 99.00 14,082 1.00 99.00 14,082 1.00 99.00 14,082 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 22,752 1.00 99.00 22,752 1.00 99.00 22,752 1.00 99.00 22,752 1.00 99.00
2014 23,914 1.00 99.00 23,914 1.00 99.00 23,914 1.00 99.00 23,914 1.00 99.00
2015 23,760 1.00 99.00 23,760 1.00 99.00 23,760 1.00 99.00 23,760 1.00 99.00
2016 8,387 1.00 99.00 8,387 1.00 99.00 8,387 1.00 99.00 8,387 1.00 99.00
Sum 276,339 1.00 99.00 276,339 1.00 99.00 276,339 1.00 99.00 276,339 1.00 99.00

cattle - hol - ce - 1601