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
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
304829
302711
301544
304829
304829
304829
304829
11.953
-1004779.461
2.302
1.596
1.045
35.791
1.353
1.543
18115.657
16732.792
2009.094
6.684
45.339
1.621
62.059
38.538
45.180
61.845
38.201
1.210
45.339
2.239
394.604
2003.844
0.258
0.305
0.043
0.037
1.596
1.045
1.596
62.060
38.537
1.045
61.844
38.201
394.490
75583.421
104946.278
1.543
2.708
89.907
181.707
133.964
2509.803
7113.176
255770.864
251091.575
202765.179
1.596
1.596
1.045
1.045
4.645
3948635.616
1.456
0.540
0.208
11.513
0.478
0.498
1928.420
2048.926
5.266
3.470
21.136
0.485
47.251
47.273
20.580
47.524
47.535
0.407
21.136
1.283
514.483
0.362
0.084
0.000
0.010
0.000
0.185
0.011
0.583
47.250
47.274
0.193
47.524
47.535
514.465
45605.440
63300.244
0.498
1.101
78.245
63.355
53.429
1182.155
4254.759
102356.901
199276.112
138980.019
0.540
0.540
0.208
0.208
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
0.305
0.016
0.037
1.317
1.017
-4.175
-4.175
-4.175
0.992
0.992
0.992
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
58396.000
3.000
4.000
1.000
1.000
1.000
1.000
22.000
186351.000
10.000
4.000
2.000
98.000
2.000
2.000
21094.000
20497.000
2017.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2200.000
2004.000
0.346
0.305
0.089
0.037
2.020
1.099
6.275
99.000
99.000
2.504
99.000
99.000
2200.000
155803.000
216828.000
2.000
4.000
229.000
280.000
228.000
4249.000
15564.000
450627.000
454442.000
453012.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1703



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
464815
464841
464844
464827
464827
464827
464844
11.368
-1189519.732
2.329
1.576
1.071
34.952
1.309
5.152
4171976.913
1.530
0.652
0.330
12.771
0.462
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
189131.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1703



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25529 5.49 0.00 6.00 0.57
2 3811 0.82 0.00 6.00 0.60
3 13612 2.93 0.00 6.00 0.57
4 13327 2.87 0.00 6.00 0.66
5 15624 3.36 0.00 6.00 0.46
6 37374 8.04 0.00 6.00 0.53
7 47545 10.23 0.00 7.00 0.63
8 1070 0.23 0.00 3.00 0.55
9 1990 0.43 0.00 6.00 0.56
10 9921 2.13 0.00 6.00 0.68
11 3834 0.82 0.00 6.00 0.53
12 12319 2.65 0.00 8.00 0.62
13 13881 2.99 0.00 9.00 0.79
14 170404 36.66 0.00 6.00 0.65
15 985 0.21 0.00 6.00 0.54
16 56955 12.25 0.00 6.00 0.73
17 1900 0.41 0.00 6.00 0.59
18 7807 1.68 0.00 6.00 0.65
19 45 0.01 1.00 2.00 0.47
20 25402 5.47 0.00 7.00 0.71
22 1457 0.31 0.00 4.00 0.51

cattle - hol - ce - 1703



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14092 4.62 1.00 4.00 0.53
3 5748 1.89 1.00 4.00 0.51
4 6254 2.05 1.00 4.00 0.50
5 5621 1.84 1.00 4.00 0.30
6 24534 8.05 1.00 4.00 0.45
7 29266 9.60 1.00 4.00 0.49
10 5832 1.91 1.00 4.00 0.52
11 1271 0.42 1.00 4.00 0.29
12 6356 2.09 1.00 4.00 0.47
14 141190 46.32 1.00 4.00 0.55
16 42826 14.05 1.00 4.00 0.57
18 20963 6.88 1.00 4.00 0.55
22 876 0.29 1.00 4.00 0.46

cattle - hol - ce - 1703



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1024 24.10
4 309 7.27
5-10 961 22.62
11-20 685 16.12
21-30 320 7.53
31-40 210 4.94
41-50 136 3.20
51-100 299 7.04
101-150 111 2.61
151-200 50 1.18
201-250 20 0.47
> 250 124 2.92
Sum 4249 100.00

cattle - hol - ce - 1703



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 7,399 1.00 99.00 7,399 1.00 99.00 7,399 1.00 99.00 7,399 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 10,828 1.00 99.00 10,828 1.00 99.00 10,828 1.00 99.00 10,828 1.00 99.00
2005 16,313 1.00 99.00 16,313 1.00 99.00 16,313 1.00 99.00 16,313 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 22,378 1.00 99.00 22,378 1.00 99.00 22,378 1.00 99.00 22,378 1.00 99.00
2009 22,738 1.00 99.00 22,738 1.00 99.00 22,738 1.00 99.00 22,738 1.00 99.00
2010 22,688 1.00 99.00 22,688 1.00 99.00 22,688 1.00 99.00 22,688 1.00 99.00
2011 14,096 1.00 99.00 14,096 1.00 99.00 14,096 1.00 99.00 14,096 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 22,774 1.00 99.00 22,774 1.00 99.00 22,774 1.00 99.00 22,774 1.00 99.00
2014 23,998 1.00 99.00 23,998 1.00 99.00 23,998 1.00 99.00 23,998 1.00 99.00
2015 23,768 1.00 99.00 23,768 1.00 99.00 23,768 1.00 99.00 23,768 1.00 99.00
2016 22,630 1.00 99.00 22,630 1.00 99.00 22,630 1.00 99.00 22,630 1.00 99.00
2017 14,338 1.00 99.00 14,338 1.00 99.00 14,338 1.00 99.00 14,338 1.00 99.00
Sum 304,829 1.00 99.00 304,829 1.00 99.00 304,829 1.00 99.00 304,829 1.00 99.00

cattle - hol - ce - 1703