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
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595999
595358
584245
595999
595999
595999
595999
7.450
-1743638.700
3.278
1.754
1.021
40.201
1.258
1.571
17429.909
15677.791
2007.224
6.521
57.447
1.764
76.085
24.668
56.393
75.910
24.111
1.133
51.300
3.248
111.559
2003.728
0.187
0.177
0.020
0.021
1.754
1.021
1.754
76.086
24.668
1.021
75.910
24.111
111.308
123230.925
165902.609
1.571
2.906
106.893
164.187
90.232
10064.435
47276.365
455626.806
121599.203
336020.765
1.754
1.754
1.021
1.021
4.869
5118278.561
2.103
0.462
0.143
10.022
0.438
0.495
2082.206
2209.078
5.708
3.439
28.411
0.424
41.264
41.280
25.953
41.579
41.588
0.340
26.285
2.022
576.065
0.445
0.068
0.000
0.006
0.000
0.165
0.007
0.452
41.263
41.281
0.145
41.579
41.588
575.510
74737.631
99084.951
0.495
1.080
83.649
68.407
56.057
5306.322
27441.961
219552.602
176319.147
230848.749
0.462
0.462
0.143
0.143
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
0.177
0.005
0.021
1.277
1.005
0.029
0.029
0.029
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
47616.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
187933.000
10.000
4.000
2.000
99.000
2.000
2.000
21002.000
20398.000
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
0.177
0.038
0.021
2.030
1.040
5.965
99.000
99.000
3.089
99.000
99.000
4655.000
259142.000
346559.000
2.000
4.000
260.000
282.000
246.000
20586.000
94631.000
816048.000
816583.000
816085.000
4.000
4.000
2.000
2.000

cattle - sim - ce - 1702



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
1193864
1193948
1193964
1193853
1193853
1193853
1193964
7.350
-1774172.892
3.409
1.581
1.037
35.608
1.283
5.011
5010878.240
2.323
0.669
0.247
15.420
0.450
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
188392.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1702



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 172349 14.44 0.00 6.00 0.63
2 41679 3.49 0.00 6.00 0.74
3 87317 7.31 0.00 6.00 0.72
4 45441 3.81 0.00 6.00 0.80
5 44982 3.77 0.00 9.00 0.58
6 223006 18.68 0.00 6.00 0.55
7 220458 18.47 0.00 6.00 0.70
8 948 0.08 0.00 3.00 0.80
9 13846 1.16 0.00 4.00 0.63
10 43034 3.60 0.00 6.00 0.67
11 38926 3.26 0.00 6.00 0.60
12 57920 4.85 0.00 6.00 0.61
13 950 0.08 0.00 3.00 0.67
14 87583 7.34 0.00 8.00 0.64
15 813 0.07 0.00 4.00 0.77
16 67003 5.61 0.00 6.00 0.69
17 1488 0.12 0.00 3.00 0.70
18 2970 0.25 0.00 6.00 0.74
19 187 0.02 0.00 3.00 0.58
20 32638 2.73 0.00 4.00 0.71
22 10203 0.85 0.00 6.00 0.66

cattle - sim - ce - 1702



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 95777 16.07 1.00 4.00 0.43
3 41055 6.89 1.00 4.00 0.50
5 13107 2.20 1.00 4.00 0.38
6 145694 24.45 1.00 4.00 0.40
7 133694 22.43 1.00 4.00 0.47
10 23334 3.92 1.00 4.00 0.44
11 14731 2.47 1.00 4.00 0.47
12 29182 4.90 1.00 4.00 0.46
14 39207 6.58 1.00 4.00 0.51
16 39216 6.58 1.00 4.00 0.49
18 3665 0.61 1.00 3.00 0.46
20 11919 2.00 1.00 4.00 0.48
22 5418 0.91 1.00 4.00 0.33

cattle - sim - ce - 1702



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4040 19.62
4 1149 5.58
5-10 4482 21.77
11-20 3717 18.06
21-30 2008 9.75
31-40 1308 6.35
41-50 910 4.42
51-100 1912 9.29
101-150 613 2.98
151-200 217 1.05
201-250 111 0.54
> 250 119 0.58
Sum 20586 100.00

cattle - sim - ce - 1702



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 32,743 1.00 99.00 32,743 1.00 99.00 32,743 1.00 99.00 32,743 1.00 99.00
2017 11,422 1.00 99.00 11,422 1.00 99.00 11,422 1.00 99.00 11,422 1.00 99.00
Sum 595,999 1.00 99.00 595,999 1.00 99.00 595,999 1.00 99.00 595,999 1.00 99.00

cattle - sim - ce - 1702