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
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
283862
281708
280589
283862
283862
283862
283862
11.873
-1084419.512
2.301
1.593
1.049
35.865
1.304
1.546
17906.795
16521.056
2008.524
6.661
45.434
1.620
61.972
38.620
45.270
61.761
38.287
1.210
45.434
2.238
361.094
2003.833
0.255
0.306
0.046
0.042
1.593
1.049
1.593
61.973
38.619
1.049
61.761
38.288
360.971
71347.080
98493.243
1.546
2.712
90.111
174.846
125.631
2478.622
7034.963
242980.252
237098.951
190890.145
1.593
1.593
1.049
1.049
4.702
4080939.015
1.460
0.543
0.215
11.382
0.460
0.498
1835.112
1957.970
5.012
3.468
21.154
0.485
47.275
47.296
20.581
47.543
47.555
0.408
21.154
1.284
480.093
0.373
0.086
0.000
0.010
0.000
0.198
0.012
0.588
47.274
47.297
0.204
47.543
47.555
480.063
43058.753
59202.672
0.498
1.103
78.292
60.291
51.347
1184.850
4203.264
96387.928
187645.604
131789.364
0.543
0.543
0.215
0.215
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
0.306
0.016
0.042
1.300
1.017
-4.187
-4.187
-4.187
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
56937.000
3.000
4.000
1.000
1.000
1.000
1.000
22.000
182681.000
10.000
4.000
2.000
98.000
2.000
2.000
20718.000
20119.000
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
0.350
0.306
0.092
0.042
2.020
1.102
6.283
99.000
99.000
2.589
99.000
99.000
2201.000
147375.000
203176.000
2.000
4.000
229.000
267.000
216.000
4227.000
15280.000
426892.000
430943.000
429630.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1603



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
438991
439017
439020
439006
439006
439006
439020
11.282
-1263592.029
2.327
1.581
1.075
35.111
1.268
5.195
4281383.554
1.534
0.651
0.339
12.577
0.443
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
183051.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1603



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25107 5.72 0.00 6.00 0.56
2 3686 0.84 0.00 6.00 0.59
3 13382 3.05 0.00 6.00 0.57
4 12529 2.85 0.00 6.00 0.64
5 15296 3.48 0.00 6.00 0.46
6 36394 8.29 0.00 6.00 0.53
7 45369 10.34 0.00 7.00 0.62
8 1060 0.24 0.00 3.00 0.54
9 1908 0.43 0.00 6.00 0.56
10 9532 2.17 0.00 6.00 0.67
11 3800 0.87 0.00 6.00 0.53
12 11971 2.73 0.00 8.00 0.60
13 13470 3.07 0.00 9.00 0.79
14 156905 35.74 0.00 6.00 0.65
15 976 0.22 0.00 6.00 0.54
16 52431 11.94 0.00 6.00 0.72
17 1813 0.41 0.00 6.00 0.58
18 7416 1.69 0.00 6.00 0.65
19 45 0.01 1.00 2.00 0.47
20 24452 5.57 0.00 7.00 0.70
22 1429 0.33 0.00 4.00 0.50

cattle - hol - ce - 1603



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 13843 4.88 1.00 4.00 0.53
3 5567 1.96 1.00 4.00 0.51
4 5705 2.01 1.00 4.00 0.50
5 5407 1.90 1.00 4.00 0.30
6 23826 8.39 1.00 4.00 0.45
7 27641 9.74 1.00 4.00 0.49
10 5580 1.97 1.00 4.00 0.52
11 1259 0.44 1.00 4.00 0.29
12 6169 2.17 1.00 4.00 0.47
14 128730 45.35 1.00 4.00 0.55
16 39110 13.78 1.00 4.00 0.57
18 20168 7.10 1.00 4.00 0.55
22 857 0.30 1.00 4.00 0.47

cattle - hol - ce - 1603



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1022 24.18
4 310 7.33
5-10 957 22.64
11-20 678 16.04
21-30 324 7.67
31-40 210 4.97
41-50 132 3.12
51-100 296 7.00
101-150 112 2.65
151-200 43 1.02
201-250 28 0.66
> 250 115 2.72
Sum 4227 100.00

cattle - hol - ce - 1603



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 21,015 1.00 99.00 21,015 1.00 99.00 21,015 1.00 99.00 21,015 1.00 99.00
2008 22,456 1.00 99.00 22,456 1.00 99.00 22,456 1.00 99.00 22,456 1.00 99.00
2009 22,860 1.00 99.00 22,860 1.00 99.00 22,860 1.00 99.00 22,860 1.00 99.00
2010 22,815 1.00 99.00 22,815 1.00 99.00 22,815 1.00 99.00 22,815 1.00 99.00
2011 14,107 1.00 99.00 14,107 1.00 99.00 14,107 1.00 99.00 14,107 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 22,816 1.00 99.00 22,816 1.00 99.00 22,816 1.00 99.00 22,816 1.00 99.00
2014 24,004 1.00 99.00 24,004 1.00 99.00 24,004 1.00 99.00 24,004 1.00 99.00
2015 23,770 1.00 99.00 23,770 1.00 99.00 23,770 1.00 99.00 23,770 1.00 99.00
2016 15,612 1.00 99.00 15,612 1.00 99.00 15,612 1.00 99.00 15,612 1.00 99.00
Sum 283,862 1.00 99.00 283,862 1.00 99.00 283,862 1.00 99.00 283,862 1.00 99.00

cattle - hol - ce - 1603