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
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
634398
633759
622696
634398
634398
634398
634398
7.441
-1634460.991
3.293
1.749
1.020
40.124
1.303
1.566
17657.664
15897.407
2007.847
6.528
57.714
1.766
76.296
24.453
56.647
76.123
23.897
1.131
51.500
3.263
106.266
2003.745
0.189
0.180
0.019
0.019
1.749
1.020
1.749
76.297
24.453
1.020
76.123
23.897
106.029
130109.807
175566.845
1.566
2.899
106.972
171.670
94.634
10265.890
49490.078
479545.195
126038.188
360197.187
1.749
1.749
1.020
1.020
4.857
4979597.842
2.107
0.464
0.139
9.959
0.460
0.496
2209.002
2320.183
6.054
3.425
28.483
0.423
41.133
41.149
26.011
41.446
41.455
0.338
26.395
2.026
558.903
0.436
0.066
0.000
0.006
0.000
0.161
0.007
0.454
41.132
41.150
0.138
41.447
41.455
558.363
78176.842
104315.818
0.496
1.080
83.470
72.573
58.791
5389.585
28676.554
231313.391
186280.618
245867.486
0.464
0.464
0.139
0.139
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
0.180
0.004
0.019
1.280
1.004
0.015
0.015
0.015
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
48490.000
1.000
2.000
1.000
1.000
1.000
1.000
22.000
199562.000
10.000
4.000
2.000
99.000
2.000
2.000
21458.000
20865.000
2018.000
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
0.180
0.038
0.019
2.030
1.040
5.993
99.000
99.000
3.111
99.000
99.000
4655.000
270188.000
363727.000
2.000
4.000
260.000
297.000
259.000
20927.000
99126.000
860782.000
861341.000
860824.000
4.000
4.000
2.000
2.000

cattle - sim - 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
1271371
1271455
1271471
1271356
1271356
1271356
1271471
7.324
-1662126.213
3.430
1.556
1.034
35.137
1.326
4.994
4875646.214
2.331
0.688
0.240
15.763
0.469
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
199758.000
89.000
9.000
9.000
100.000
2.000

cattle - sim - ce - 1802



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 14 0.00 2.00 2.00 0.00
1 181388 14.27 0.00 6.00 0.65
2 45125 3.55 0.00 6.00 0.76
3 96212 7.57 0.00 6.00 0.74
4 49128 3.86 0.00 6.00 0.82
5 46946 3.69 0.00 9.00 0.59
6 238182 18.74 0.00 6.00 0.57
7 235570 18.53 0.00 6.00 0.72
8 1024 0.08 0.00 3.00 0.83
9 15707 1.24 0.00 4.00 0.63
10 45897 3.61 0.00 6.00 0.70
11 41676 3.28 0.00 6.00 0.61
12 60492 4.76 0.00 6.00 0.63
13 1049 0.08 0.00 3.00 0.68
14 91392 7.19 0.00 8.00 0.65
15 940 0.07 0.00 4.00 0.77
16 69933 5.50 0.00 6.00 0.71
17 1598 0.13 0.00 3.00 0.74
18 3485 0.27 0.00 6.00 0.77
19 193 0.02 0.00 3.00 0.58
20 34400 2.71 0.00 4.00 0.73
22 10907 0.86 0.00 6.00 0.69

cattle - sim - ce - 1802



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 100797 15.89 1.00 4.00 0.43
3 44433 7.00 1.00 4.00 0.50
5 14316 2.26 1.00 4.00 0.38
6 156755 24.71 1.00 4.00 0.41
7 141355 22.28 1.00 4.00 0.46
10 24841 3.92 1.00 4.00 0.45
11 16679 2.63 1.00 4.00 0.49
12 30641 4.83 1.00 4.00 0.47
14 41195 6.49 1.00 4.00 0.51
16 40590 6.40 1.00 4.00 0.48
18 4144 0.65 1.00 3.00 0.46
20 12920 2.04 1.00 4.00 0.49
22 5732 0.90 1.00 4.00 0.33

cattle - sim - ce - 1802



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 4107 19.63
4 1139 5.44
5-10 4473 21.37
11-20 3729 17.82
21-30 1998 9.55
31-40 1360 6.50
41-50 917 4.38
51-100 2024 9.67
101-150 634 3.03
151-200 273 1.30
201-250 119 0.57
> 250 154 0.74
Sum 20927 100.00

cattle - sim - 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
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 16,863 1.00 99.00 16,863 1.00 99.00 16,863 1.00 99.00 16,863 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 37,530 1.00 99.00 37,530 1.00 99.00 37,530 1.00 99.00 37,530 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 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00 35,070 1.00 99.00
2016 32,754 1.00 99.00 32,754 1.00 99.00 32,754 1.00 99.00 32,754 1.00 99.00
2017 29,986 1.00 99.00 29,986 1.00 99.00 29,986 1.00 99.00 29,986 1.00 99.00
2018 19,818 1.00 99.00 19,818 1.00 99.00 19,818 1.00 99.00 19,818 1.00 99.00
Sum 634,398 1.00 99.00 634,398 1.00 99.00 634,398 1.00 99.00 634,398 1.00 99.00

cattle - sim - ce - 1802