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
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
324712
322580
321394
324712
324712
324712
324712
12.014
-938882.909
2.301
1.599
1.042
35.767
1.392
1.542
18306.586
16926.514
2009.615
6.695
45.248
1.620
62.001
38.598
45.090
61.784
38.258
1.210
45.248
2.239
420.949
2003.854
0.259
0.302
0.041
0.034
1.599
1.042
1.599
62.002
38.597
1.042
61.784
38.259
420.842
79988.848
111492.884
1.542
2.704
89.934
187.980
142.129
2539.268
7188.960
268337.353
260227.028
214967.257
1.599
1.599
1.042
1.042
4.598
3834972.512
1.456
0.539
0.202
11.581
0.488
0.498
2013.960
2132.663
5.500
3.476
21.143
0.485
47.264
47.287
20.591
47.540
47.551
0.408
21.143
1.284
543.909
0.353
0.082
0.000
0.010
0.000
0.176
0.011
0.577
47.263
47.288
0.185
47.541
47.550
543.898
48052.118
67259.609
0.498
1.100
78.293
66.165
55.518
1180.645
4304.087
107964.757
210470.011
146041.472
0.539
0.539
0.202
0.202
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
0.302
0.016
0.034
1.329
1.017
-4.148
-4.148
-4.148
0.993
0.993
0.993
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
60376.000
3.000
4.000
1.000
1.000
1.000
1.000
22.000
199456.000
10.000
4.000
2.000
98.000
2.000
2.000
21460.000
20894.000
2018.000
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
0.344
0.302
0.087
0.034
2.020
1.096
6.256
99.000
99.000
2.437
99.000
99.000
2201.000
164199.000
230050.000
2.000
4.000
229.000
292.000
240.000
4270.000
15837.000
473924.000
478118.000
476556.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1802



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
488477
488503
488506
488487
488487
488487
488506
11.439
-1128287.157
2.329
1.573
1.067
34.839
1.342
5.115
4078744.936
1.528
0.653
0.322
12.906
0.474
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
199468.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1802



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25866 5.30 0.00 6.00 0.57
2 3890 0.80 0.00 6.00 0.61
3 13845 2.83 0.00 6.00 0.57
4 14104 2.89 0.00 6.00 0.67
5 15869 3.25 0.00 6.00 0.46
6 38235 7.83 0.00 6.00 0.54
7 49877 10.21 0.00 7.00 0.64
8 1079 0.22 0.00 3.00 0.57
9 2078 0.43 0.00 6.00 0.57
10 10201 2.09 0.00 6.00 0.69
11 3875 0.79 0.00 6.00 0.54
12 12599 2.58 0.00 8.00 0.63
13 14086 2.88 0.00 9.00 0.78
14 182646 37.39 0.00 6.00 0.64
15 993 0.20 0.00 6.00 0.55
16 61226 12.53 0.00 6.00 0.73
17 1985 0.41 0.00 6.00 0.60
18 8287 1.70 0.00 6.00 0.65
19 46 0.01 1.00 2.00 0.47
20 26189 5.36 0.00 7.00 0.71
22 1476 0.30 0.00 4.00 0.50

cattle - hol - ce - 1802



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14345 4.42 1.00 4.00 0.53
3 5938 1.83 1.00 4.00 0.51
4 6799 2.09 1.00 4.00 0.50
5 5796 1.78 1.00 4.00 0.30
6 25151 7.75 1.00 4.00 0.45
7 31021 9.55 1.00 4.00 0.49
10 5980 1.84 1.00 4.00 0.52
11 1271 0.39 1.00 4.00 0.29
12 6507 2.00 1.00 4.00 0.47
14 153076 47.14 1.00 4.00 0.55
16 46287 14.25 1.00 4.00 0.58
18 21647 6.67 1.00 4.00 0.55
22 894 0.28 1.00 4.00 0.46

cattle - hol - ce - 1802



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1025 24.00
4 312 7.31
5-10 965 22.60
11-20 677 15.85
21-30 324 7.59
31-40 211 4.94
41-50 136 3.19
51-100 304 7.12
101-150 113 2.65
151-200 55 1.29
201-250 21 0.49
> 250 127 2.97
Sum 4270 100.00

cattle - hol - ce - 1802



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 16,316 1.00 99.00 16,316 1.00 99.00 16,316 1.00 99.00 16,316 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 21,015 1.00 99.00 21,015 1.00 99.00 21,015 1.00 99.00 21,015 1.00 99.00
2008 22,413 1.00 99.00 22,413 1.00 99.00 22,413 1.00 99.00 22,413 1.00 99.00
2009 22,788 1.00 99.00 22,788 1.00 99.00 22,788 1.00 99.00 22,788 1.00 99.00
2010 22,750 1.00 99.00 22,750 1.00 99.00 22,750 1.00 99.00 22,750 1.00 99.00
2011 14,112 1.00 99.00 14,112 1.00 99.00 14,112 1.00 99.00 14,112 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 22,802 1.00 99.00 22,802 1.00 99.00 22,802 1.00 99.00 22,802 1.00 99.00
2014 24,014 1.00 99.00 24,014 1.00 99.00 24,014 1.00 99.00 24,014 1.00 99.00
2015 23,778 1.00 99.00 23,778 1.00 99.00 23,778 1.00 99.00 23,778 1.00 99.00
2016 22,639 1.00 99.00 22,639 1.00 99.00 22,639 1.00 99.00 22,639 1.00 99.00
2017 20,439 1.00 99.00 20,439 1.00 99.00 20,439 1.00 99.00 20,439 1.00 99.00
2018 13,552 1.00 99.00 13,552 1.00 99.00 13,552 1.00 99.00 13,552 1.00 99.00
Sum 324,712 1.00 99.00 324,712 1.00 99.00 324,712 1.00 99.00 324,712 1.00 99.00

cattle - hol - ce - 1802