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
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604773
604132
593036
604773
604773
604773
604773
7.447
-1717505.480
3.283
1.753
1.021
40.184
1.269
1.570
17481.863
15727.445
2007.366
6.526
57.522
1.765
76.158
24.594
56.465
75.984
24.037
1.133
51.357
3.253
110.284
2003.732
0.187
0.178
0.020
0.021
1.753
1.021
1.753
76.159
24.594
1.021
75.984
24.037
110.036
124775.774
168079.047
1.570
2.905
106.914
165.894
90.333
10111.281
47760.704
461073.663
122596.620
341561.411
1.753
1.753
1.021
1.021
4.867
5085583.859
2.104
0.463
0.142
10.006
0.444
0.495
2110.945
2233.434
5.786
3.422
28.429
0.424
41.219
41.235
25.967
41.533
41.542
0.339
26.313
2.023
572.001
0.443
0.067
0.000
0.006
0.000
0.164
0.007
0.453
41.218
41.235
0.144
41.533
41.542
571.449
75486.936
100248.101
0.495
1.080
83.592
69.351
56.022
5324.922
27709.802
222213.396
178668.443
234335.682
0.463
0.463
0.142
0.142
1.000
-99100229.00
1.000
1.000
1.000
0.000
1.000
1.000
12452.000
7716.000
1995.000
1.000
18.000
1.000
1.000
1.000
18.000
1.000
1.000
1.000
0.000
1.000
3.000
2003.000
0.045
0.178
0.005
0.021
1.276
1.005
0.024
0.024
0.024
0.995
0.995
0.995
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
47809.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
188663.000
10.000
4.000
2.000
99.000
2.000
2.000
21093.000
20458.000
2017.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
132.000
8.000
4657.000
2004.000
0.263
0.178
0.038
0.021
2.030
1.040
5.975
99.000
99.000
3.103
99.000
99.000
4655.000
261497.000
350327.000
2.000
4.000
260.000
285.000
246.000
20664.000
95627.000
826203.000
826738.000
826240.000
4.000
4.000
2.000
2.000

cattle - sim - 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
1210055
1210139
1210155
1210043
1210043
1210043
1210155
7.345
-1749626.777
3.415
1.575
1.036
35.503
1.292
5.008
4981710.440
2.325
0.673
0.245
15.499
0.455
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
189685.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1703



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 174327 14.41 0.00 6.00 0.63
2 42368 3.50 0.00 6.00 0.75
3 88886 7.35 0.00 6.00 0.72
4 46241 3.82 0.00 6.00 0.80
5 45406 3.75 0.00 9.00 0.58
6 226210 18.70 0.00 6.00 0.56
7 223672 18.49 0.00 6.00 0.71
8 969 0.08 0.00 3.00 0.81
9 14215 1.17 0.00 4.00 0.63
10 43677 3.61 0.00 6.00 0.68
11 39471 3.26 0.00 6.00 0.60
12 58467 4.83 0.00 6.00 0.61
13 983 0.08 0.00 3.00 0.66
14 88463 7.31 0.00 8.00 0.64
15 835 0.07 0.00 4.00 0.77
16 67604 5.59 0.00 6.00 0.70
17 1503 0.12 0.00 3.00 0.71
18 3065 0.25 0.00 6.00 0.75
19 188 0.02 0.00 3.00 0.58
20 33008 2.73 0.00 4.00 0.72
22 10373 0.86 0.00 6.00 0.67

cattle - sim - ce - 1703



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 96982 16.04 1.00 4.00 0.43
3 41793 6.91 1.00 4.00 0.50
5 13414 2.22 1.00 4.00 0.38
6 148169 24.50 1.00 4.00 0.40
7 135459 22.40 1.00 4.00 0.47
10 23691 3.92 1.00 4.00 0.45
11 15124 2.50 1.00 4.00 0.47
12 29525 4.88 1.00 4.00 0.46
14 39691 6.56 1.00 4.00 0.51
16 39488 6.53 1.00 4.00 0.49
18 3780 0.63 1.00 3.00 0.46
20 12147 2.01 1.00 4.00 0.48
22 5510 0.91 1.00 4.00 0.33

cattle - sim - ce - 1703



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4046 19.58
4 1153 5.58
5-10 4485 21.70
11-20 3715 17.98
21-30 1996 9.66
31-40 1322 6.40
41-50 921 4.46
51-100 1936 9.37
101-150 623 3.01
151-200 230 1.11
201-250 111 0.54
> 250 126 0.61
Sum 20664 100.00

cattle - sim - 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
1995 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00 3,821 1.00 99.00
1996 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00 10,665 1.00 99.00
1997 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00 15,011 1.00 99.00
1998 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00 18,619 1.00 99.00
1999 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00 20,028 1.00 99.00
2000 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00 19,028 1.00 99.00
2001 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00 22,276 1.00 99.00
2002 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00 25,821 1.00 99.00
2003 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00 26,764 1.00 99.00
2004 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00 30,800 1.00 99.00
2005 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00 35,683 1.00 99.00
2006 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00 37,998 1.00 99.00
2007 40,563 1.00 99.00 40,563 1.00 99.00 40,563 1.00 99.00 40,563 1.00 99.00
2008 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00 40,891 1.00 99.00
2009 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00 39,141 1.00 99.00
2010 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00 36,482 1.00 99.00
2011 16,859 1.00 99.00 16,859 1.00 99.00 16,859 1.00 99.00 16,859 1.00 99.00
2012 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00 1,505 1.00 99.00
2013 37,529 1.00 99.00 37,529 1.00 99.00 37,529 1.00 99.00 37,529 1.00 99.00
2014 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00 37,281 1.00 99.00
2015 35,069 1.00 99.00 35,069 1.00 99.00 35,069 1.00 99.00 35,069 1.00 99.00
2016 32,750 1.00 99.00 32,750 1.00 99.00 32,750 1.00 99.00 32,750 1.00 99.00
2017 20,189 1.00 99.00 20,189 1.00 99.00 20,189 1.00 99.00 20,189 1.00 99.00
Sum 604,773 1.00 99.00 604,773 1.00 99.00 604,773 1.00 99.00 604,773 1.00 99.00

cattle - sim - ce - 1703