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
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
332131
329989
328787
332131
332131
332131
332131
12.044
-916109.301
2.303
1.599
1.042
35.712
1.405
1.542
18377.088
16997.592
2009.804
6.736
45.229
1.621
62.050
38.549
45.073
61.832
38.209
1.211
45.229
2.241
433.447
2003.857
0.260
0.301
0.040
0.033
1.599
1.042
1.599
62.051
38.548
1.042
61.832
38.210
433.343
81480.915
113895.335
1.542
2.704
89.998
190.296
148.713
2548.306
7218.914
272829.248
262236.265
219453.488
1.599
1.599
1.042
1.042
4.575
3794546.959
1.455
0.538
0.200
11.686
0.491
0.498
2046.176
2163.417
5.583
3.507
21.134
0.485
47.251
47.275
20.586
47.529
47.539
0.408
21.134
1.284
560.503
0.350
0.081
0.000
0.010
0.000
0.174
0.011
0.576
47.250
47.276
0.181
47.529
47.539
560.494
48894.206
68669.483
0.498
1.099
78.304
67.224
57.611
1179.714
4324.278
110067.874
214630.259
148662.380
0.538
0.538
0.200
0.200
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
0.301
0.016
0.033
1.328
1.017
-4.134
-4.134
-4.134
0.993
0.993
0.993
3.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
1.000
60935.000
4.000
5.000
1.000
1.000
1.000
1.000
22.000
199468.000
10.000
4.000
2.000
98.000
2.000
2.000
21588.000
20970.000
2019.000
12.000
162.000
2.000
99.000
99.000
108.000
99.000
99.000
2.000
162.000
5.000
2200.000
2004.000
0.343
0.301
0.086
0.033
2.020
1.095
6.247
99.000
99.000
2.413
99.000
99.000
2200.000
167117.000
234835.000
2.000
4.000
229.000
296.000
250.000
4274.000
15940.000
482488.000
486886.000
485264.000
4.000
4.000
2.000
2.000

cattle - hol - ce - 1901



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
497309
497335
497338
497319
497319
497319
497338
11.468
-1106912.168
2.330
1.571
1.066
34.764
1.354
5.099
4045499.498
1.528
0.654
0.319
13.005
0.478
0.000
-99100229.00
1.000
0.000
0.000
0.000
1.000
22.000
200987.000
94.000
9.000
6.000
100.000
2.000

cattle - hol - ce - 1901



Region analysis
Original data

Region Calving ease
N PctN Min Max Std
0 8 0.00 1.00 2.00 0.35
1 25972 5.22 0.00 6.00 0.57
2 3916 0.79 0.00 6.00 0.61
3 13920 2.80 0.00 6.00 0.57
4 14206 2.86 0.00 6.00 0.68
5 15975 3.21 0.00 6.00 0.46
6 38572 7.76 0.00 6.00 0.54
7 50674 10.19 0.00 7.00 0.64
8 1083 0.22 0.00 3.00 0.57
9 2104 0.42 0.00 6.00 0.57
10 10314 2.07 0.00 6.00 0.69
11 3883 0.78 0.00 6.00 0.54
12 12711 2.56 0.00 8.00 0.63
13 14166 2.85 0.00 9.00 0.78
14 187490 37.70 0.00 6.00 0.64
15 996 0.20 0.00 6.00 0.55
16 62833 12.64 0.00 6.00 0.74
17 1999 0.40 0.00 6.00 0.60
18 8473 1.70 0.00 6.00 0.65
19 47 0.01 1.00 2.00 0.48
20 26467 5.32 0.00 7.00 0.71
22 1483 0.30 0.00 4.00 0.50

cattle - hol - ce - 1901



Region analysis
After data editing

Region Calving ease
N PctN Min Max Std
1 14415 4.34 1.00 4.00 0.53
3 5996 1.81 1.00 4.00 0.51
4 6815 2.05 1.00 4.00 0.50
5 5869 1.77 1.00 4.00 0.29
6 25367 7.64 1.00 4.00 0.45
7 31622 9.52 1.00 4.00 0.49
10 6018 1.81 1.00 4.00 0.52
11 1271 0.38 1.00 4.00 0.29
12 6573 1.98 1.00 4.00 0.47
14 157807 47.51 1.00 4.00 0.54
16 47568 14.32 1.00 4.00 0.58
18 21912 6.60 1.00 4.00 0.55
22 898 0.27 1.00 4.00 0.46

cattle - hol - ce - 1901



The SGPlot Procedure



Herd effect
Herd effect - Number of animals by herd

N animal per herd n %
3 1022 23.91
4 312 7.30
5-10 969 22.67
11-20 678 15.86
21-30 321 7.51
31-40 212 4.96
41-50 133 3.11
51-100 309 7.23
101-150 114 2.67
151-200 52 1.22
201-250 23 0.54
> 250 129 3.02
Sum 4274 100.00

cattle - hol - ce - 1901



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 16,313 1.00 99.00 16,313 1.00 99.00 16,313 1.00 99.00 16,313 1.00 99.00
2006 19,323 1.00 99.00 19,323 1.00 99.00 19,323 1.00 99.00 19,323 1.00 99.00
2007 21,013 1.00 99.00 21,013 1.00 99.00 21,013 1.00 99.00 21,013 1.00 99.00
2008 22,436 1.00 99.00 22,436 1.00 99.00 22,436 1.00 99.00 22,436 1.00 99.00
2009 22,835 1.00 99.00 22,835 1.00 99.00 22,835 1.00 99.00 22,835 1.00 99.00
2010 22,780 1.00 99.00 22,780 1.00 99.00 22,780 1.00 99.00 22,780 1.00 99.00
2011 14,128 1.00 99.00 14,128 1.00 99.00 14,128 1.00 99.00 14,128 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 24,017 1.00 99.00 24,017 1.00 99.00 24,017 1.00 99.00 24,017 1.00 99.00
2015 23,777 1.00 99.00 23,777 1.00 99.00 23,777 1.00 99.00 23,777 1.00 99.00
2016 22,639 1.00 99.00 22,639 1.00 99.00 22,639 1.00 99.00 22,639 1.00 99.00
2017 20,441 1.00 99.00 20,441 1.00 99.00 20,441 1.00 99.00 20,441 1.00 99.00
2018 19,080 1.00 99.00 19,080 1.00 99.00 19,080 1.00 99.00 19,080 1.00 99.00
2019 1,759 1.00 99.00 1,759 1.00 99.00 1,759 1.00 99.00 1,759 1.00 99.00
Sum 332,131 1.00 99.00 332,131 1.00 99.00 332,131 1.00 99.00 332,131 1.00 99.00

cattle - hol - ce - 1901