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
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
294234
292092
290955
294234
294234
294234
294234
11.916
-1043736.593
2.303
1.594
1.047
35.824
1.328
1.545
18008.997
16623.860
2008.801
6.698
45.414
1.621
62.094
38.500
45.252
61.882
38.165
1.210
45.414
2.240
382.256
2003.839
0.256
0.305
0.045
0.039
1.594
1.047
1.594
62.095
38.500
1.047
61.882
38.165
382.138
73326.313
101556.634
1.545
2.710
89.954
178.202
133.249
2495.086
7082.740
248955.492
243607.477
196633.538
1.594
1.594
1.047
1.047
4.673
4014026.383
1.458
0.541
0.211
11.443
0.470
0.498
1879.797
2000.298
5.130
3.512
21.147
0.485
47.244
47.265
20.580
47.514
47.525
0.407
21.147
1.284
509.593
0.368
0.085
0.000
0.010
0.000
0.191
0.012
0.585
47.243
47.266
0.198
47.514
47.525
509.570
44289.163
61179.608
0.498
1.102
78.223
61.757
53.677
1183.413
4232.624
99332.731
193334.978
135404.788
0.541
0.541
0.211
0.211
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
0.039
1.312
1.017
-4.179
-4.179
-4.179
0.991
0.991
0.991
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
57302.000
3.000
4.000
1.000
1.000
1.000
1.000
22.000
184991.000
10.000
4.000
2.000
98.000
2.000
2.000
20885.000
20276.000
2017.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2201.000
2004.000
0.348
0.305
0.090
0.039
2.020
1.100
6.278
99.000
99.000
2.544
99.000
99.000
2201.000
151329.000
209730.000
2.000
4.000
229.000
273.000
227.000
4237.000
15437.000
438227.000
442255.000
440896.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1701



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
451637
451663
451666
451650
451650
451650
451666
11.325
-1226279.943
2.330
1.579
1.073
35.030
1.288
5.174
4226754.048
1.532
0.651
0.335
12.669
0.453
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
185321.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1701



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25329 5.61 0.00 6.00 0.57
2 3751 0.83 0.00 6.00 0.60
3 13516 2.99 0.00 6.00 0.57
4 12930 2.86 0.00 6.00 0.65
5 15460 3.42 0.00 6.00 0.46
6 36865 8.16 0.00 6.00 0.53
7 46377 10.27 0.00 7.00 0.63
8 1062 0.24 0.00 3.00 0.54
9 1951 0.43 0.00 6.00 0.56
10 9709 2.15 0.00 6.00 0.68
11 3817 0.85 0.00 6.00 0.53
12 12141 2.69 0.00 8.00 0.61
13 13705 3.03 0.00 9.00 0.79
14 163577 36.22 0.00 6.00 0.65
15 982 0.22 0.00 6.00 0.54
16 54562 12.08 0.00 6.00 0.73
17 1836 0.41 0.00 6.00 0.58
18 7650 1.69 0.00 6.00 0.65
19 45 0.01 1.00 2.00 0.47
20 24907 5.51 0.00 7.00 0.71
22 1443 0.32 0.00 4.00 0.51

cattle - hol - ce - 1701



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 13961 4.74 1.00 4.00 0.53
3 5672 1.93 1.00 4.00 0.51
4 5990 2.04 1.00 4.00 0.50
5 5514 1.87 1.00 4.00 0.30
6 24147 8.21 1.00 4.00 0.45
7 28389 9.65 1.00 4.00 0.49
10 5669 1.93 1.00 4.00 0.52
11 1271 0.43 1.00 4.00 0.29
12 6252 2.12 1.00 4.00 0.47
14 135015 45.89 1.00 4.00 0.55
16 40858 13.89 1.00 4.00 0.57
18 20630 7.01 1.00 4.00 0.55
22 866 0.29 1.00 4.00 0.46

cattle - hol - ce - 1701



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1022 24.12
4 310 7.32
5-10 958 22.61
11-20 680 16.05
21-30 323 7.62
31-40 207 4.89
41-50 136 3.21
51-100 303 7.15
101-150 108 2.55
151-200 46 1.09
201-250 24 0.57
> 250 120 2.83
Sum 4237 100.00

cattle - hol - ce - 1701



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 21,016 1.00 99.00 21,016 1.00 99.00 21,016 1.00 99.00 21,016 1.00 99.00
2008 22,431 1.00 99.00 22,431 1.00 99.00 22,431 1.00 99.00 22,431 1.00 99.00
2009 22,840 1.00 99.00 22,840 1.00 99.00 22,840 1.00 99.00 22,840 1.00 99.00
2010 22,791 1.00 99.00 22,791 1.00 99.00 22,791 1.00 99.00 22,791 1.00 99.00
2011 14,115 1.00 99.00 14,115 1.00 99.00 14,115 1.00 99.00 14,115 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 22,819 1.00 99.00 22,819 1.00 99.00 22,819 1.00 99.00 22,819 1.00 99.00
2014 24,009 1.00 99.00 24,009 1.00 99.00 24,009 1.00 99.00 24,009 1.00 99.00
2015 23,775 1.00 99.00 23,775 1.00 99.00 23,775 1.00 99.00 23,775 1.00 99.00
2016 22,635 1.00 99.00 22,635 1.00 99.00 22,635 1.00 99.00 22,635 1.00 99.00
2017 3,393 1.00 99.00 3,393 1.00 99.00 3,393 1.00 99.00 3,393 1.00 99.00
Sum 294,234 1.00 99.00 294,234 1.00 99.00 294,234 1.00 99.00 294,234 1.00 99.00

cattle - hol - ce - 1701